diff --git a/cachy.jsonl b/cachy.jsonl
index 305aeee..3f23443 100644
--- a/cachy.jsonl
+++ b/cachy.jsonl
@@ -1,96 +1,85 @@
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-{"key": "81d06236", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01XyE1NiSgWXa52Q6S51AkqG\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Hello! How can I help you today?\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":10,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":12,\"service_tier\":\"standard\"}}"}
-{"key": "2e188ced", "response": "{\n  \"id\": \"chatcmpl-CiLH7QiObq8JTiWBDlsBjSlWSyo42\",\n  \"object\": \"chat.completion\",\n  \"created\": 1764684249,\n  \"model\": \"gpt-4.1-2025-04-14\",\n  \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\": \"assistant\",\n        \"content\": \"Hey! How can I help you today? \ud83d\ude0a\",\n        \"refusal\": null,\n        \"annotations\": []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 10,\n    \"completion_tokens\": 10,\n    \"total_tokens\": 20,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\": 0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\": \"default\",\n  \"system_fingerprint\": \"fp_433e8c8649\"\n}\n"}
-{"key": "45ab5808", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_016mcsrJ1Mw1TprXCjPtBDoZ\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Hey! How's it going? What's on your mind?\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":8,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":16,\"service_tier\":\"standard\"}}"}
-{"key": "2c92d7a9", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_019C2AgDFxdot8sbAFvBsWWs\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"This image shows an adorable **Cavalier King Charles Spaniel puppy**! The puppy has the breed's characteristic features:\\n\\n- **Coloring**: Beautiful brown (chestnut) and white markings\\n- **Big, expressive dark eyes** that are very soulful\\n- **Long, fluffy ears** with wavy fur\\n- **Sweet, gentle expression**\\n\\nThe puppy is lying on grass with **purple flowers** (possibly asters or similar) in the background, making for a very charming portrait. The pup looks quite young, probably just a few months old, and has that irresistibly cute puppy face that Cavaliers are known for!\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":104,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":152,\"service_tier\":\"standard\"}}"}
-{"key": "ac5b1623", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01GpFonAyR5T1auPuzxgmDsM\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":9,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":1,\"service_tier\":\"standard\"}}  }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Hey\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"!\"}               }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" How's\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" it going? What\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" can\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" I help you with today?\"}         }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0           }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":9,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":18}          }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"             }\n\n"}
-{"key": "4625e52e", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_017GPYAW28WYEv4J7onunm7n\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you calculate both of those sums using the addition tool.\\n\\nLet me break down what I'll do:\\n1. First calculation: 5478954793 + 547982745\\n2. Second calculation: 5479749754 + 9875438979\\n\\nSince these two calculations are independent of each other, I'll perform both in a single response.\"},{\"type\":\"tool_use\",\"id\":\"toolu_012k9WZ73j5h76gzDsAagbRq\",\"name\":\"simple_add\",\"input\":{\"a\":5478954793,\"b\":547982745}},{\"type\":\"tool_use\",\"id\":\"toolu_01TDEYgEXUEsxksK46opA6AQ\",\"name\":\"simple_add\",\"input\":{\"a\":5479749754,\"b\":9875438979}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":659,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":215,\"service_tier\":\"standard\"}}"}
-{"key": "e3bdc8fc", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01MDrojmufJsAoTyLinBtdbT\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":659,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":6,\"service_tier\":\"standard\"}}       }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"I'll help you calculate both\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" of\"}             }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" those s\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"ums using\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" the addition\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" tool.\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\nLet\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" me break\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" down what\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" I need to do:\\n1.\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" Calculate 5478954793 +\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" 547982745\\n2. Calculate\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" 5479749754 + \"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"9875438979\\n\\nSince\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" these two\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" calculations\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" are independent of\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" each other, I'll\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" perform\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" both\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" additions\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" in a\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" single set\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" of tool\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" calls.\"}            }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0    }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":1,\"content_block\":{\"type\":\"tool_use\",\"id\":\"toolu_017KZv5hZLu9cs2tKZYapJ9g\",\"name\":\"simple_add\",\"input\":{}}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"{\\\"a\\\": 54\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"78954793\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\", \\\"b\\\": 54\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"7982745}\"}              }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":1          }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":2,\"content_block\":{\"type\":\"tool_use\",\"id\":\"toolu_01HXAc8CXXZVufMNxdJ33n9N\",\"name\":\"simple_add\",\"input\":{}}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"{\\\"a\\\": 54\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"79749\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"754\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\", \\\"b\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"\\\": 98754389\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"79}\"}             }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":2       }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"tool_use\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":659,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":216}     }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"    }\n\n"}
-{"key": "8c45d625", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01Y8qL5cEHmLdqfH5i6amYZM\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":67,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":1,\"service_tier\":\"standard\"}}        }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"thinking\",\"thinking\":\"\",\"signature\":\"\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"This\"}              }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" is a straight\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"forward calc\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"ulus problem asking\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" for the derivative of a\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" polynomial function\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\".\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"\\n\\nThe\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" function is: f\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"(x) = x\u00b3 +\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" 2x\u00b2 - 5x\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" + 1\\n\\nUsing\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" the power rule for\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" derivatives:\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" \"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"d/dx(x\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"\u207f) = n\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"\u00b7x\u207f\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"\u207b\u00b9\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"\\n\\nLet\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" me find the derivative of\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" each term:\\n- \"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"d/dx(x\u00b3) = \"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"3x\u00b2\\n- d/dx\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"(2x\u00b2) = 2\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"\u00b7\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"2x = 4x\\n-\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" d/dx(-5x) =\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" -5\\n- d/dx(\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"1) = 0\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"\\n\\nTherefore\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\",\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" the derivative is\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\":\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\" f'(x) = 3\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"x\u00b2 + 4x - 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5x\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" + 1**, I'll apply\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" the power rule to\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" each term.\\n\\n## Power\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Rule:\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" d/dx(x\u207f\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\")\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" = n\u00b7x\u207f\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\u207b\u00b9\\n\\n**\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"Term\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" by\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" term:**\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\n1\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\". \"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"d/dx(x\u00b3) = \"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"3x\u00b2\\n2\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\". d/dx(2x\u00b2\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\") = 4\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"x\\n3. d/dx(-\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"5x) = -5\\n4\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\". d/dx(1) =\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" 0\\n\\n##\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Final\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Answer\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\":\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n**\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"f'(x) = 3\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"x\u00b2 + 4x - 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day ago\"},{\"type\":\"web_search_result\",\"title\":\"Sea Otter - Animal profile, pictures, facts, range map | National Geographic 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day ago\"},{\"type\":\"web_search_result\",\"title\":\"9 Facts About Small-Clawed Otters And how you can save 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they are by nature playful, and frolic in the water with their pups.\",\"url\":\"https://en.wikipedia.org/wiki/Otter\",\"title\":\"Otter - Wikipedia\",\"encrypted_index\":\"EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDEr94AohLhKLT3jrwhoMxWVYQf5b2Y3dai/kIjCIKS07IqDDKAUT7XD6aOgobtJ818OH804xNSZOvk8P36XCBe9O2vACArf/uuAOZxIqFAvIV3cKqr+gS+z+Tmy2qEjhlctBGAQ=\"}}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":19,\"delta\":{\"type\":\"text_delta\",\"text\":\"Otters live up\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":19,\"delta\":{\"type\":\"text_delta\",\"text\":\" to 16\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":19,\"delta\":{\"type\":\"text_delta\",\"text\":\" years\"} }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":19               }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":20,\"content_block\":{\"type\":\"text\",\"text\":\"\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":20,\"delta\":{\"type\":\"text_delta\",\"text\":\", an\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":20,\"delta\":{\"type\":\"text_delta\",\"text\":\"d \"}               }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":20       }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":21,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":21,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"Baby otters, called pups or kittens, stay with their mothers until they\u2019re up to a year old, or until she has another litter. \",\"url\":\"https://www.nationalgeographic.com/animals/mammals/facts/otters-1\",\"title\":\"Otters, facts and information | National Geographic\",\"encrypted_index\":\"EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDLCmyNaKkzbmbsZ47RoMDvA0cOwiTavqZ7nLIjDqTrq1zV5YoRv7pYbC4FZvI1bZhydl83CKeGBTYpG0zTVYpfBGLT+82vN2SUhtxGsqFOd6DxOoX8cUC9mrfXrU1/eXWOSvGAQ=\"}}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":21,\"delta\":{\"type\":\"text_delta\",\"text\":\"baby otters, called pups or kittens, stay\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":21,\"delta\":{\"type\":\"text_delta\",\"text\":\" with their mothers until they're up to\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":21,\"delta\":{\"type\":\"text_delta\",\"text\":\" a year old\"}     }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":21             }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":22,\"content_block\":{\"type\":\"text\",\"text\":\"\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":22,\"delta\":{\"type\":\"text_delta\",\"text\":\".\"}         }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":22   }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":13772,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":424,\"server_tool_use\":{\"web_search_requests\":1}}     }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"           }\n\n"}
-{"key": "0461e8d4", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01MFvMygxBwsrPKzafr15PsF\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Hey Rens! Nice to meet you. How can I help you today?\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":14,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":20,\"service_tier\":\"standard\"}}"}
-{"key": "2dbe9a99", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01X6JvSPtHuZFaSQZECsN42m\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Your name is Rens! You told me that when you introduced yourself.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":42,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":19,\"service_tier\":\"standard\"}}"}
-{"key": "e12da078", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01RRnj7X6792qNo1A7a5g9VZ\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Your name is Rens! You've asked me a couple times now - is everything okay? \ud83d\ude0a\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":70,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":26,\"service_tier\":\"standard\"}}"}
-{"key": "e3498437", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01CeZJSQ4xgfZB4fr34z4ssB\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"tool_use\",\"id\":\"toolu_01T7s3BS197qHzgBKAiNV1uQ\",\"name\":\"simple_add\",\"input\":{\"a\":5,\"b\":7}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":616,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":70,\"service_tier\":\"standard\"}}"}
-{"key": "6fd70c6b", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_011xuTwMuWv7FJZD5L7dhDBL\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\nThe result of 5 + 7 is **12**.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":740,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":18,\"service_tier\":\"standard\"}}"}
-{"key": "736d081a", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01NL9J2EAiC7DWLCAyhtQuLa\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"The result of 5 + 7 is **12**.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":720,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":17,\"service_tier\":\"standard\"}}"}
-{"key": "faf5f20f", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01SgkHSCe9bWP6inKpLYDr4G\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"The result of 5 + 7 is **12**.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":720,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":17,\"service_tier\":\"standard\"}}"}
-{"key": "f9a32845", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01SXQGxKuwJFgjZoX6zVRLd3\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"The answer is **12**. 5 + 7 = 12.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":812,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":21,\"service_tier\":\"standard\"}}"}
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-{"key": "4f97afd3", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01JKFZmMLKPL3GfzZXTeE77B\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\nThe result of 5 + 3 is **8**.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":742,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":18,\"service_tier\":\"standard\"}}"}
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-{"key": "f89b957e", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01CkfiomGme5274kHMXBd8dE\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"# Image Description\\n\\nThis adorable image shows a **Cavalier King Charles Spaniel puppy** with the classic Blenheim coloring (chestnut brown and white markings). \\n\\n**Key features visible:**\\n- Large, expressive dark eyes\\n- Soft, fluffy ears with reddish-brown fur\\n- White blaze down the center of the face\\n- White and brown coat\\n- The puppy is lying on green grass\\n- Purple/lavender flowers (possibly asters) are visible in the background\\n- The puppy has a sweet, gentle expression typical of the breed\\n\\nThe photo appears to be a professional or high-quality portrait shot, capturing the puppy's endearing features and innocent charm. The natural outdoor setting with flowers adds to the overall sweet and peaceful mood of the image.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":105,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":178,\"service_tier\":\"standard\"}}"}
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They're\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" known\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" for being\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" \"}        }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":12}\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":13,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"They are playful animals, engaging in activities like sliding into water on natural slides and playing with stones. \",\"url\":\"https://en.wikipedia.org/wiki/Otter\",\"title\":\"Otter - Wikipedia\",\"encrypted_index\":\"Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDKoQByIjVNopz6Z0EBoM3ZarYE+f/Njs2MkAIjAjWAk0ammPYL6s36hVuhS/yirZo4ByuxKOrUFHYPAS3eYtxhMa93WJ54wUVmf5Ap0qE/6I1LUdef8BMALGOPyIHfHV4ZcYBA==\"}}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\"playful animals\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\",\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" engaging\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" in activities\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" like sliding\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" into\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" water\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" on\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" natural\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" slides\"}           }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":13              }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":14,\"content_block\":{\"type\":\"text\",\"text\":\"\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":14,\"delta\":{\"type\":\"text_delta\",\"text\":\". \"}              }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":14          }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":15,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":15,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"Otters live up to 16 years; they are by nature playful, and frolic in the water with their pups.\",\"url\":\"https://en.wikipedia.org/wiki/Otter\",\"title\":\"Otter - Wikipedia\",\"encrypted_index\":\"EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDEHHalcDWi9UR5erwRoMPpFjVcQ+FxETsMP8IjAmQXVNPc932pXXixzg+MzH6rM1o0QZAxvWz/F4BM5QHye66XdOh4noCdrATaP+grAqFB4e+27yvPck3Uwsd6vHI7LX22D4GAQ=\"}}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":15,\"delta\":{\"type\":\"text_delta\",\"text\":\"Otters live up\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":15,\"delta\":{\"type\":\"text_delta\",\"text\":\" to 16\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":15,\"delta\":{\"type\":\"text_delta\",\"text\":\" years\"}        }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":15    }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":16,\"content_block\":{\"type\":\"text\",\"text\":\"\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":16,\"delta\":{\"type\":\"text_delta\",\"text\":\", an\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":16,\"delta\":{\"type\":\"text_delta\",\"text\":\"d their\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":16,\"delta\":{\"type\":\"text_delta\",\"text\":\" young\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":16,\"delta\":{\"type\":\"text_delta\",\"text\":\" stay\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":16,\"delta\":{\"type\":\"text_delta\",\"text\":\" with their mothers for\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":16,\"delta\":{\"type\":\"text_delta\",\"text\":\" about\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":16,\"delta\":{\"type\":\"text_delta\",\"text\":\" a\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":16,\"delta\":{\"type\":\"text_delta\",\"text\":\" year.\"}      }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":16        }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":13761,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":342,\"server_tool_use\":{\"web_search_requests\":1}}        }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"              }\n\n"}
-{"key": "3a066e35", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01Vy1Prq6qdrSmwudHDTEyhe\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll solve this step by step using the addition function.\\n\\n**Step 1:** First, let me calculate 5 + 3\"},{\"type\":\"tool_use\",\"id\":\"toolu_01W1CJsg3A4DqUrtHpS9mGqs\",\"name\":\"simple_add\",\"input\":{\"a\":5,\"b\":3}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":617,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":100,\"service_tier\":\"standard\"}}"}
-{"key": "8505b7ba", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01CjCwfmG4piATgxxDpwKyme\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"**Step 2:** Now I'll add 7 to that result (8 + 7)\"},{\"type\":\"tool_use\",\"id\":\"toolu_01DwP5Yx8wtAMvUo1SuNJSp4\",\"name\":\"simple_add\",\"input\":{\"a\":8,\"b\":7}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":730,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":93,\"service_tier\":\"standard\"}}"}
-{"key": "c8e8e183", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01MWhKyRJik7evz4FX5BLxXk\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"**Step 3:** Finally, I'll add 11 to that result (15 + 11)\"},{\"type\":\"tool_use\",\"id\":\"toolu_012K1WV9pFBrjJHAGHxFwqwC\",\"name\":\"simple_add\",\"input\":{\"a\":15,\"b\":11}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":836,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":94,\"service_tier\":\"standard\"}}"}
-{"key": "0600b262", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_011Ts6oPVisBVzsGcrTZxStj\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"**Answer:** ((5 + 3) + 7) + 11 = **26**\\n\\nHere's the breakdown:\\n- 5 + 3 = 8\\n- 8 + 7 = 15\\n- 15 + 11 = 26\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":943,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":67,\"service_tier\":\"standard\"}}"}
-{"key": "d9bc9d0f", "response": "{\n  \"id\": \"chatcmpl-CiLKA7QW427qXLmSrsK8vte4HFPhj\",\n  \"object\": \"chat.completion\",\n  \"created\": 1764684438,\n  \"model\": \"gpt-4.1-2025-04-14\",\n  \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\": \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n            \"id\": \"call_ZkjKhtlfgQlLS7sYaBogidfb\",\n            \"type\": \"function\",\n            \"function\": {\n              \"name\": \"simple_add\",\n              \"arguments\": \"{\\\"a\\\": 5, \\\"b\\\": 3}\"\n            }\n          },\n          {\n            \"id\": \"call_tno0OSF22ZQI3ShG1xFdGDxT\",\n            \"type\": \"function\",\n            \"function\": {\n              \"name\": \"simple_add\",\n              \"arguments\": \"{\\\"a\\\": 7, \\\"b\\\": 2}\"\n            }\n          }\n        ],\n        \"refusal\": null,\n        \"annotations\": []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"tool_calls\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 110,\n    \"completion_tokens\": 52,\n    \"total_tokens\": 162,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\": 0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\": \"default\",\n  \"system_fingerprint\": \"fp_09249d7c7b\"\n}\n"}
-{"key": "43921894", "response": "{\n  \"id\": \"chatcmpl-CiLKBheTiwo40BZzYMULVT1Ctrk3r\",\n  \"object\": \"chat.completion\",\n  \"created\": 1764684439,\n  \"model\": \"gpt-4.1-2025-04-14\",\n  \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\": \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n            \"id\": \"call_dIUlLvtPjAywh5Hb1MCq3e85\",\n            \"type\": \"function\",\n            \"function\": {\n              \"name\": \"multiply\",\n              \"arguments\": \"{\\\"a\\\":8,\\\"b\\\":9}\"\n            }\n          }\n        ],\n        \"refusal\": null,\n        \"annotations\": []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"tool_calls\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 178,\n    \"completion_tokens\": 17,\n    \"total_tokens\": 195,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\": 0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\": \"default\",\n  \"system_fingerprint\": \"fp_09249d7c7b\"\n}\n"}
-{"key": "225bd4c7", "response": "{\n  \"id\": \"chatcmpl-CiLKCDasQove6rUiGoKhPw5fnblak\",\n  \"object\": \"chat.completion\",\n  \"created\": 1764684440,\n  \"model\": \"gpt-4.1-2025-04-14\",\n  \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\": \"assistant\",\n        \"content\": \"(5 + 3) = 8 and (7 + 2) = 9. Multiplying them together: 8 \u00d7 9 = 72. \\n\\nSo, (5 + 3) * (7 + 2) = 72.\",\n        \"refusal\": null,\n        \"annotations\": []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 203,\n    \"completion_tokens\": 55,\n    \"total_tokens\": 258,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\": 0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\": \"default\",\n  \"system_fingerprint\": \"fp_09249d7c7b\"\n}\n"}
-{"key": "9b036356", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01JpJjGgRLwh25BmccDmLpM3\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll calculate this step by step, following the order of operations.\\n\\n**Step 1:** Calculate the inner parentheses first\\n- (10 + 5) = ?\\n- (2 + 1) = ?\"},{\"type\":\"tool_use\",\"id\":\"toolu_01E79vEXyzAZRNKZV8Npihpk\",\"name\":\"simple_add\",\"input\":{\"a\":10,\"b\":5}},{\"type\":\"tool_use\",\"id\":\"toolu_01SdiNubsdUZWUFho98S1EFN\",\"name\":\"simple_add\",\"input\":{\"a\":2,\"b\":1}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":792,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":173,\"service_tier\":\"standard\"}}"}
-{"key": "547a7768", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01Nkc9EokZ4pR5pD8vKneb3E\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"**Step 2:** Now multiply 15 * 3\"},{\"type\":\"tool_use\",\"id\":\"toolu_01SmNbhdqa12MDdjC1XqAepY\",\"name\":\"multiply\",\"input\":{\"a\":15,\"b\":3}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":1030,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":82,\"service_tier\":\"standard\"}}"}
-{"key": "100a984c", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01GZxrKSdUf76gmC6tvTLYfR\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\n**Step 3:** Finally, divide 45 / 3\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":1139,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":24,\"service_tier\":\"standard\"}}"}
-{"key": "3c784192", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01XmjHnjLC9QuhBKh1YyLZz9\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you calculate this step by step using the tools!\\n\\nFirst, let me calculate 1+2:\"},{\"type\":\"tool_use\",\"id\":\"toolu_01SwadmpkBDMaioTm696BjEs\",\"name\":\"simple_add\",\"input\":{\"a\":1,\"b\":2}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":629,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":95,\"service_tier\":\"standard\"}}"}
-{"key": "9498cb1c", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_0197QDu3igiprkeoKJ9xDgy9\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\nLet me continue with the next calculation. Now I'll add 2 to the result (3+2):\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":777,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":33,\"service_tier\":\"standard\"}}"}
-{"key": "f4aa5afd", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01D7EefgsipxkoNnBhYSZnzX\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"2+2 = 4\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":14,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":11,\"service_tier\":\"standard\"}}"}
-{"key": "af6249a2", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01M2m9JFZ7u6HMXdf2sZk5eF\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"tool_use\",\"id\":\"toolu_012aT8B41h8fFsVGp9yFncEy\",\"name\":\"async_add\",\"input\":{\"a\":5,\"b\":7}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":607,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":70,\"service_tier\":\"standard\"}}"}
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         }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0            }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":1,\"content_block\":{\"type\":\"text\",\"text\":\"\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"# Most Efficient:\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Use\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Built\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"-in Sort\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\nFor 1000 random integers,\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" **\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"use\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" your language's built-in sort function\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"** (\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"e\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\".g., `\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"sort()` in Python, `Arrays\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\".sort()` in Java, `\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"std::sort()` in C++\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\").\\n\\n**\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"Why\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\":**\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n-\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Highly\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" optimized implementations\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" (\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"Ti\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"msort,\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Introsort)\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- O\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"(n log n) average time\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" complexity\\n- Handles random data efficiently\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- No\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" need to rein\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"vent the wheel\\n\\n**If\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" implementing\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" from scratch:**\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Quicksort is excellent\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" for random data, averaging\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" O(n log n).\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\n**\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"Note\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\":** For only\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" 1000 elements, even\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" sim\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"pler algorithms\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" like merge\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" sort or\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" heap\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" sort woul\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"d work\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" fine\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\u2014\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"the\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" difference\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" is negligible at\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" this scale.\"}           }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":1         }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":57,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":414}              }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"}\n\n"}
-{"key": "2e6f5144", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01XRpuYcJ87m7hvXpU8qteR2\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":802,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\"}} }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"I'll calculate ((10 + \"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"5) * 3) / (\"}}\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"2 + 1) step\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" by step,\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" using\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" parallel calls\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" where\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" possible.\\n\\n**\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Batch 1: Calculate\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" the\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" independent\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" additions\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"**\\nLet\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" me start\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" by\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" calculating the\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" two\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" addition\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" operations\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" that\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" don't depend on each other:\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- 10 + 5 \"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"(\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"for\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" the numer\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"ator)\\n- 2 +\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" 1 (for the denominator\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\")\"}      }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0              }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":1,\"content_block\":{\"type\":\"tool_use\",\"id\":\"toolu_01C7ovV4CVVSPKkhoJaQyhZn\",\"name\":\"simple_add\",\"input\":{}}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"{\\\"a\\\"\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\": 10\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\", \\\"b\\\"\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\": 5}\"}  }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":1    }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":2,\"content_block\":{\"type\":\"tool_use\",\"id\":\"toolu_017RPubP59iK8LWrCF6XWgwE\",\"name\":\"simple_add\",\"input\":{}}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"{\\\"a\\\": 2\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\", \\\"\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"b\\\"\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\": 1}\"}}\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":2        }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"tool_use\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":802,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":216}   }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"    }\n\n"}
-{"key": "74d11dc5", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_016U4mrB4UT31Zmmme413Pox\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":1083,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":2,\"service_tier\":\"standard\"}}               }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"**After\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" Batch 1:**\"}             }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" We\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" have\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\":\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- 10\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" + 5 = 15\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- 2 + 1\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" = 3\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- So\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" our\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" expression\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" is now\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\": (\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"15 * 3) / \"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"3\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\n**Batch 2: Calculate the\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" multiplication\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"**\\nNow I\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" nee\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"d to multiply\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" 15 * 3 \"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"before\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" I\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" can \"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"do the final\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" division:\"}  }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0   }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":1,\"content_block\":{\"type\":\"tool_use\",\"id\":\"toolu_0193kK1ryf5LsDJhGXqn9kpy\",\"name\":\"multiply\",\"input\":{}}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"{\\\"a\\\": 15\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\", \\\"b\\\": 3}\"}         }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":1           }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"tool_use\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":1083,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":153}            }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"         }\n\n"}
-{"key": "7bb088a7", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_016MX6JKGL9FTJQMixjWKvZf\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":1263,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":2,\"service_tier\":\"standard\"}}   }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\n**\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"After Batch 2:** We have\"}              }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\":\\n- 15\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" * 3 = 45\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- So\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" our expression is now: 45 \"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"/ 3\\n\\n**Batch \"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"3: Calculate the final\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" division**\"} }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0}\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":1263,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":58}    }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"        }\n\n"}
-{"key": "8288b9c3", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01DjwzFqZe5QVUG9zNiTwJ57\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"We just calculated the mathematical expression **((10 + 5) * 3) / (2 + 1)** step by step!\\n\\nHere's what happened:\\n\\n1. **First**, I calculated the two additions in parentheses:\\n   - 10 + 5 = 15\\n   - 2 + 1 = 3\\n\\n2. **Then**, I multiplied the first result by 3:\\n   - 15 * 3 = 45\\n\\n3. **Finally**, I was about to divide 45 by 3 to get the final answer (which would be 15), but you asked me this question before I completed that last step!\\n\\nSo we were working through a math problem using the available calculator functions (add, multiply, divide) to evaluate the expression step by step, following the proper order of operations (parentheses first, then multiplication/division from left to right).\\n\\nWould you like me to finish the calculation and divide 45 by 3 to get the final answer?\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":1262,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":228,\"service_tier\":\"standard\"}}"}
-{"key": "8384b635", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01JkshBakgwAFZQkLzFYjQF3\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":3,\"cache_creation_input_tokens\":1623,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":1623,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":1,\"service_tier\":\"standard\"}}          }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Hi\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" there! How can\"}            }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" I help you today?\"}}\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0  }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":3,\"cache_creation_input_tokens\":1623,\"cache_read_input_tokens\":0,\"output_tokens\":13}              }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"        }\n\n"}
-{"key": "19c37014", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01KBf8xpBZGHLn82VDiocyAc\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":3,\"cache_creation_input_tokens\":14,\"cache_read_input_tokens\":1623,\"cache_creation\":{\"ephemeral_5m_input_tokens\":14,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":3,\"service_tier\":\"standard\"}} }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Goodbye!\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" Feel\"}  }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" free to come\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" back if\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" you have\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" any\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" questions\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\".\"}     }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0          }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":3,\"cache_creation_input_tokens\":14,\"cache_read_input_tokens\":1623,\"output_tokens\":17}  }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"             }\n\n"}
-{"key": "e5a71b5b", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_016CYWC9CocomrgHNDpSPRML\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"2+2 = 4\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":14,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":11,\"service_tier\":\"standard\"}}"}
-{"key": "283fb8cf", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01EFmC8ViHa6FH1jkJbejbWP\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":15,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":1,\"service_tier\":\"standard\"}}        }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"1,\"}   }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" 2, 3, 4\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\", 5\"}   }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0      }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":15,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":17} }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"           }\n\n"}
-{"key": "2b3b1927", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01FuvmVpvp9t4tydbzfSoDKT\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"3 + 3 = 6\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":14,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":13,\"service_tier\":\"standard\"}}"}
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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Accutrack Radar | New York Weather News - ABC7 New York\",\"url\":\"https://abc7ny.com/weather/\",\"encrypted_content\":\"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\",\"page_age\":\"1 week ago\"},{\"type\":\"web_search_result\",\"title\":\"NYC Weather | Spectrum News NY1\",\"url\":\"https://ny1.com/nyc/all-boroughs/weather\",\"encrypted_content\":\"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\",\"page_age\":\"11 hours ago\"}]},{\"type\":\"text\",\"text\":\"Based on the current weather information for New York City:\\n\\n**Today (December 2, 2025):**\\n\"},{\"citations\":[{\"type\":\"web_search_result_location\",\"cited_text\":\"Rain, mainly after 7am. High near 43. \",\"url\":\"https://forecast.weather.gov/MapClick.php?lon=-73.99419&lat=40.71593\",\"title\":\"National Weather Service\",\"encrypted_index\":\"EpEBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDPut3lyE5unJezaGqxoMLq+4uYjJON8nKg1nIjA7lcAEX2A6D3a/veHjegcDsT0KulT7jKeP4y/2XC1DaHuFcvF7po/tURoRYaVmVSsqFXMRP85K6T1OnbQETLrgzILBi+j6VRgE\"}],\"type\":\"text\",\"text\":\"Rain, mainly after 7am, with a high near 43\u00b0F\"},{\"type\":\"text\",\"text\":\". \"},{\"citations\":[{\"type\":\"web_search_result_location\",\"cited_text\":\"Chance of precipitation is 100%. New precipitation amounts between three quarters and one inch possible. \",\"url\":\"https://forecast.weather.gov/MapClick.php?lon=-73.99419&lat=40.71593\",\"title\":\"National Weather Service\",\"encrypted_index\":\"EpIBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDBPyfYnD1KvAYxpJ7xoMQMIdjxheRZpRkKv9IjBIdn3trXl8W6Xl86I3+kdQCHC8I4Pu1zqxAGo6MpY99o1mgW/UwykEfsBJqf+nsHMqFgH22UUcNMVqgS72HaSINLjarvBKDpIYBA==\"}],\"type\":\"text\",\"text\":\"Chance of precipitation is 100% with new precipitation amounts between three quarters and one inch possible\"},{\"type\":\"text\",\"text\":\". \"},{\"citations\":[{\"type\":\"web_search_result_location\",\"cited_text\":\"North wind 5 to 13 mph. \",\"url\":\"https://forecast.weather.gov/MapClick.php?lon=-73.99419&lat=40.71593\",\"title\":\"National Weather Service\",\"encrypted_index\":\"Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDBttfpOIWWVA2INwUhoMnDpaPw9Qh4aSA5B1IjBt5Bg0tYYbwgOgPOSE9m0Mei7eKzvppWhJMe/OC/7l4xd6qBljbYA0KF7MVUpVUsMqE4kHtHeW8lFPOgtkPK4D/c9pPSIYBA==\"}],\"type\":\"text\",\"text\":\"North wind 5 to 13 mph\"},{\"type\":\"text\",\"text\":\".\\n\\n**Tonight:**\\n\"},{\"citations\":[{\"type\":\"web_search_result_location\",\"cited_text\":\"... A 20 percent chance of rain before 10pm. 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hours ago\"}]}    }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":1        }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":2,\"content_block\":{\"type\":\"text\",\"text\":\"\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"text_delta\",\"text\":\"Base\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"text_delta\",\"text\":\"d on the\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"text_delta\",\"text\":\" current\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"text_delta\",\"text\":\" weather\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"text_delta\",\"text\":\" information for\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"text_delta\",\"text\":\" New York City:\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\n**Today\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"text_delta\",\"text\":\" (December\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"text_delta\",\"text\":\" 2\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"text_delta\",\"text\":\", 2025\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"text_delta\",\"text\":\"):**\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\"}      }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":2               }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":3,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"Rain, mainly after 7am. High near 43. \",\"url\":\"https://forecast.weather.gov/MapClick.php?lon=-73.99419&lat=40.71593\",\"title\":\"National Weather Service\",\"encrypted_index\":\"EpEBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDGSIcNSySSs7w/PN7RoMJUHSvzU4uJsgWZcMIjAM3/3i2e5w9Nd45cOtMfZ07grwgdmachYPmQsus2Xy9xZgxlFAkjJch+LS/rPBwkkqFdWfnUXQF5mRSBT3zUUBzUB9TbyVahgE\"}}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\"Rain, mainly after 7am,\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\" with a high near 43\u00b0\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\"F\"}       }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":3            }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":4,\"content_block\":{\"type\":\"text\",\"text\":\"\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":4,\"delta\":{\"type\":\"text_delta\",\"text\":\". \"}  }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":4     }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":5,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"Chance of precipitation is 100%. New precipitation amounts between three quarters and one inch possible. \",\"url\":\"https://forecast.weather.gov/MapClick.php?lon=-73.99419&lat=40.71593\",\"title\":\"National Weather Service\",\"encrypted_index\":\"EpIBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDI19w2TwHR5dbEC4nxoM/F+q3tC1IRNNkCN9IjAgPKng0w4M7Lo2VyCIn3g/9s6EDmfhyAILOWL36xOfFitNNbVRVeF8pfLz4ybi4EQqFsMl5d3RuOKAtQv1GrPusi0AwzyWuY4YBA==\"}}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\"Chance of precipitation is 100%\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\" with new\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\" precipitation amounts between three quarters and one inch\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\" possible\"}       }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":5       }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":6,\"content_block\":{\"type\":\"text\",\"text\":\"\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":6,\"delta\":{\"type\":\"text_delta\",\"text\":\". \"}    }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":6    }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":7,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"North wind 5 to 13 mph. \",\"url\":\"https://forecast.weather.gov/MapClick.php?lon=-73.99419&lat=40.71593\",\"title\":\"National Weather Service\",\"encrypted_index\":\"Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDEP0uV/4mKdoS1dRGRoMHy2lHh/ecnNW6HGEIjCZx5AMLR/eqqfI0fRSHo9XGcqCjtAuxvMW6lgalNxNb/oI6O/iuIDqsoyTOwg60VQqE9Fsqd1158t/i8DCqbB6ydIO/T4YBA==\"}}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"text_delta\",\"text\":\"North wind 5 to 13 \"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"text_delta\",\"text\":\"mph\"}        }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":7         }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":8,\"content_block\":{\"type\":\"text\",\"text\":\"\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\".\\n\\n**Tonight:**\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\"}          }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":8              }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":9,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":9,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"... A 20 percent chance of rain before 10pm. Cloudy during the early evening, then gradual clearing, with a low around 32. \",\"url\":\"https://forecast.weather.gov/MapClick.php?lon=-73.99419&lat=40.71593\",\"title\":\"National Weather Service\",\"encrypted_index\":\"EpMBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDF34+kzGzCilEXiAFxoMtVk4FAUcab/MRN/FIjCjBkJPQ5+M4Sndyjag2AMi8UMz+z/imGMcuR7JPUxMpqd6fdxmBnt2u54LAySTkgcqFxFvuilBlT89gGU32qrgYRsbJpIERam6GAQ=\"}}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":9,\"delta\":{\"type\":\"text_delta\",\"text\":\"A 20 percent chance of rain before\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":9,\"delta\":{\"type\":\"text_delta\",\"text\":\" 10pm,\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":9,\"delta\":{\"type\":\"text_delta\",\"text\":\" then\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":9,\"delta\":{\"type\":\"text_delta\",\"text\":\" cloudy during the early evening with\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":9,\"delta\":{\"type\":\"text_delta\",\"text\":\" gra\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":9,\"delta\":{\"type\":\"text_delta\",\"text\":\"dual clearing an\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":9,\"delta\":{\"type\":\"text_delta\",\"text\":\"d a low around 32\u00b0F\"}              }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":9              }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":10,\"content_block\":{\"type\":\"text\",\"text\":\"\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":10,\"delta\":{\"type\":\"text_delta\",\"text\":\".\\n\\n**Air\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":10,\"delta\":{\"type\":\"text_delta\",\"text\":\" Quality:**\\n\"}  }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":10    }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":11,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":11,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"The air has reached a high level of pollution and is unhealthy for sensitive groups. \",\"url\":\"https://www.accuweather.com/en/us/new-york/10021/weather-forecast/14-349727_1_al\",\"title\":\"New York City, NY Weather Forecast | AccuWeather\",\"encrypted_index\":\"EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDLGpqg3BQI3GSyFDyBoMBz5F8idmrnw9ZqeDIjB796iZH2JFBWBx0Kiu4G0aCVi69ArGrZndXei3IuH6HZBAlIdgbIDkcJzrinHpFFcqFK9IbqADG9ItiDyvq3kC709gf+M2GAQ=\"}}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":11,\"delta\":{\"type\":\"text_delta\",\"text\":\"The air has\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":11,\"delta\":{\"type\":\"text_delta\",\"text\":\" reache\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":11,\"delta\":{\"type\":\"text_delta\",\"text\":\"d a high\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":11,\"delta\":{\"type\":\"text_delta\",\"text\":\" level\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":11,\"delta\":{\"type\":\"text_delta\",\"text\":\" of pollution\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":11,\"delta\":{\"type\":\"text_delta\",\"text\":\" an\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":11,\"delta\":{\"type\":\"text_delta\",\"text\":\"d is unhealthy for sensitive\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":11,\"delta\":{\"type\":\"text_delta\",\"text\":\" groups\"}              }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":11          }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":12,\"content_block\":{\"type\":\"text\",\"text\":\"\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\".\\n\\nThe\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" weather is\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" ra\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\"iny an\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\"d cool\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" today\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" with temperatures in the low\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" 40\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\"s,\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" and it\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" will\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" clear\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" up tonight\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" with\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" temperatures dropping\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" to freez\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\"ing.\"}           }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":12            }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":12012,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":318,\"server_tool_use\":{\"web_search_requests\":1}}        }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"       }\n\n"}
-{"key": "98ed0e09", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01AxSczMpUmrFCHicr3zsaRe\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'm Claude, an AI assistant created by Anthropic to be helpful, harmless, and honest in conversations and tasks.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":17,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":29,\"service_tier\":\"standard\"}}"}
-{"key": "3f6e5397", "response": "{\n  \"candidates\": [\n    {\n      \"content\": {\n        \"parts\": [\n          {\n            \"text\": \"I am a large language model, trained by Google to assist with information and generate text.\"\n          }\n        ],\n        \"role\": \"model\"\n      },\n      \"finishReason\": \"STOP\",\n      \"index\": 0\n    }\n  ],\n  \"usageMetadata\": {\n    \"promptTokenCount\": 11,\n    \"candidatesTokenCount\": 18,\n    \"totalTokenCount\": 999,\n    \"promptTokensDetails\": [\n      {\n        \"modality\": \"TEXT\",\n        \"tokenCount\": 11\n      }\n    ],\n    \"thoughtsTokenCount\": 970\n  },\n  \"modelVersion\": \"gemini-2.5-flash\",\n  \"responseId\": \"U_MuaZfELIaO28oP8fr_8A4\"\n}\n"}
-{"key": "f5414582", "response": "{\n  \"id\": \"chatcmpl-CiLNEpQMOe5bszjhhA5mjRbrmzQLs\",\n  \"object\": \"chat.completion\",\n  \"created\": 1764684628,\n  \"model\": \"gpt-4o-2024-08-06\",\n  \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\": \"assistant\",\n        \"content\": \"I'm an AI language model created by OpenAI, designed to assist with a wide range of questions and tasks by providing information and generating text-based responses.\",\n        \"refusal\": null,\n        \"annotations\": []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 17,\n    \"completion_tokens\": 30,\n    \"total_tokens\": 47,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\": 0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\": \"default\",\n  \"system_fingerprint\": \"fp_e819e3438b\"\n}\n"}
-{"key": "209fc027", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01DWvGrE8TKT3wTojMyoJADE\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Hello! Based on what you just told me, your favorite drink is coffee! \u2615\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":23,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":22,\"service_tier\":\"standard\"}}"}
-{"key": "e10762c4", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01Sm7vx6znPNgHv2j4nMbept\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Your favorite drink is coffee! You just mentioned that in your previous message.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":30,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":18,\"service_tier\":\"standard\"}}"}
-{"key": "49539d8e", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01GNzbpiVYLXuozTGK2GJtmT\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"A cute puppy with brown and white fur lying on grass next to purple flowers.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":108,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":20,\"service_tier\":\"standard\"}}"}
-{"key": "a1d6fbfb", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01MJQiixn5bUif379aG4AVdS\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"it's 42.\\n\\nMore seriously, there's no universal answer. Common perspectives include:\\n- Creating meaning through relationships, growth, and contribution\\n- Fulfilling a divine purpose or spiritual calling  \\n- Pursuing happiness, knowledge, or personal fulfillment\\n- Simply experiencing existence itself\\n\\nThe question may matter more than any single answer.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":24,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":75,\"service_tier\":\"standard\"}}"}
-{"key": "d8307ccb", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01PKhg9EMNcGerAo27wjbHMf\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll use the add_numbers tool to calculate 47 + 23 for you.\"},{\"type\":\"tool_use\",\"id\":\"toolu_01FoYj94887t72Eed9oRQQJw\",\"name\":\"add_numbers\",\"input\":{\"a\":47,\"b\":23}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":429,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":91,\"service_tier\":\"standard\"}}"}
-{"key": "15200ca3", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01BDYKTMjTR3875Z7P7kXm5i\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\nThe result of 47 + 23 is 70.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":573,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":18,\"service_tier\":\"standard\"}}"}
-{"key": "a02d8762", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01MctXz1T6ScocrwRtqDKwnN\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you calculate 47 + 23 + 59 using the add_numbers tool. Since the tool can only add two numbers at a time, I'll need to do this in two steps.\"},{\"type\":\"tool_use\",\"id\":\"toolu_019AHG2Xck5beeQ3UMYFKZkw\",\"name\":\"add_numbers\",\"input\":{\"a\":47,\"b\":23}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":433,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":116,\"service_tier\":\"standard\"}}"}
-{"key": "942f6f14", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_017vZpP1Umkn8d1rVrabrLJf\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Now I'll add the result (70) to the third number (59):\"},{\"type\":\"tool_use\",\"id\":\"toolu_01MaVpxB81qBfEst6cKg5tRZ\",\"name\":\"add_numbers\",\"input\":{\"a\":70,\"b\":59}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":562,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":87,\"service_tier\":\"standard\"}}"}
-{"key": "cbdd1c3e", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01Pk35mEkGJ4QKHbTDpg6LdJ\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\nThe answer is **129**.\\n\\nI calculated this by first adding 47 + 23 = 70, then adding 70 + 59 = 129.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":702,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":41,\"service_tier\":\"standard\"}}"}
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\",\"page_age\":\"1 day ago\"},{\"type\":\"web_search_result\",\"title\":\"10 Amazing Facts about Sea otters! Learn more - Oceana Canada\",\"url\":\"https://oceana.ca/en/blog/10-amazing-facts-about-sea-otters/\",\"encrypted_content\":\"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\",\"page_age\":\"September 21, 2022\"},{\"type\":\"web_search_result\",\"title\":\"10 facts you might not know about the adorable otter | by Taronga Conservation Society Australia | For the Wild | 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11, 2023\"}]},{\"type\":\"text\",\"text\":\"Here's a fun fact about otters: \"},{\"citations\":[{\"type\":\"web_search_result_location\",\"cited_text\":\"\u00a9 Don Getty \u00b7 Sea otters have a baggy pouch of loose skin under each armpit that they use like pockets to store food and their favourite rocks.\",\"url\":\"https://wwf.ca/stories/10-facts-you-otter-know-about-sea-otters/\",\"title\":\"10 facts you otter know about sea otters - WWF.CA\",\"encrypted_index\":\"EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDLb2NS6/OFMaGiJL9hoMHnFjDmtj63JlucR5IjBECL8xR+jdfEsBupvvfZQm9sbYVSDYiWza2VU/u6fU5LqDMrSvsqYT1pnCh9W0voEqFGOFXiq76aO1I1NWYw6Eke9qIIdeGAQ=\"}],\"type\":\"text\",\"text\":\"Sea otters have a baggy pouch of loose skin under each armpit that they use like pockets to store food and their favourite rocks.\"},{\"type\":\"text\",\"text\":\" They essentially have built-in storage pouches for their tools and snacks!\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":16333,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":131,\"service_tier\":\"standard\",\"server_tool_use\":{\"web_search_requests\":1}}}"}
-{"key": "494eb241", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01YR4zbic8NtTJ9EtTF9ezJz\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":22,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\"}}    }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Here are the top 10 biggest\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" animals by\"}            }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" size\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"/\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"weight:\\n\\n1. **Blue\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" whale\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"** - largest\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" animal ever,\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" up\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" to 100 feet long\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n2. **Fin\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" whale** - second-\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"largest whale\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\", up to 85\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" feet\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n3. **Bow\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"head whale** - up\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" to 65\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" feet,\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" very\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" heavy\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" buil\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"d\\n4. **Right\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" whale** - up to 60\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" feet, extremely\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" bul\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"ky\\n5. **Sperm\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" whale** - up to 67\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" feet, largest\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" toothed whale\\n6. **\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Gray\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" whale** - up to 50\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" feet\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n7. **Humpback whale\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"** - up to 52\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" feet\\n8. **African\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" elephant\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"** - largest\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" land animal,\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" up to 13 \"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"feet tall\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n9. **Co\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"lossal squid** - 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Elephants vs. Asian Elephants | IFAW\",\"url\":\"https://www.ifaw.org/international/journal/difference-african-asian-elephants\",\"encrypted_content\":\"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\",\"page_age\":\"August 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-{"key": "e0458695", "response": "{\n  \"id\": \"chatcmpl-CkKgyUKZG6IOx5T0ds9S47BWLhMkZ\",\n  \"object\": \"chat.completion\",\n  \"created\": 1765158664,\n  \"model\": \"gpt-4.1-2025-04-14\",\n  \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\": \"assistant\",\n        \"content\": \"(5 + 3) = 8 and (7 + 2) = 9. Multiplying them gives 8 \u00d7 9 = 72. \\n\\nSo, (5 + 3) * (7 + 2) = 72.\",\n        \"refusal\": null,\n        \"annotations\": []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 203,\n    \"completion_tokens\": 54,\n    \"total_tokens\": 257,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\": 0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\": \"default\",\n  \"system_fingerprint\": \"fp_09249d7c7b\"\n}\n"}
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+{"key": "45ab5808", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01FjShr2RkJnkonhEPbveMHQ\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Hey! How's it going?\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":8,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":10,\"service_tier\":\"standard\"}}"}
+{"key": "2c92d7a9", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01BYqeCbCVSKop94uYkBJt74\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"This adorable image shows a **Cavalier King Charles Spaniel puppy** with beautiful brown and white markings. The puppy has:\\n\\n- Soft, fluffy fur with rich chestnut brown ears and patches\\n- A sweet white face with a brown patch around one eye\\n- An endearing, gentle expression\\n- The puppy appears to be lying on grass\\n\\nIn the background, there are pretty **purple flowers** (possibly asters or similar blooms) that add a lovely natural setting to the portrait.\\n\\nIt's a really charming photo that captures the sweet, gentle nature that Cavalier King Charles Spaniels are known for! \ud83d\udc36\ud83d\udc9c\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":104,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":149,\"service_tier\":\"standard\"}}"}
+{"key": "ac5b1623", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01QGPYnRK8r85SZ8Frt1PmTR\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":9,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":1,\"service_tier\":\"standard\"}}      }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Hey\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"!\"}       }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" How's\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" it\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" going? What\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" can\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" I help you with today?\"}               }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0      }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":9,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":18}               }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"            }\n\n"}
+{"key": "4625e52e", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_012TJXS29DTXZ86E8SajBmCf\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you calculate both of those additions using the available tool.\\n\\n**What I'll do:**\\n1. First calculation: 5478954793 + 547982745\\n2. Second calculation: 5479749754 + 9875438979\\n\\nLet me perform both calculations now:\"},{\"type\":\"tool_use\",\"id\":\"toolu_01AL34gYD47xiXrLmQZdRk9g\",\"name\":\"simple_add\",\"input\":{\"a\":5478954793,\"b\":547982745}},{\"type\":\"tool_use\",\"id\":\"toolu_01RBbTKbT1M387teGZtYgZTV\",\"name\":\"simple_add\",\"input\":{\"a\":5479749754,\"b\":9875438979}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":659,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":199,\"service_tier\":\"standard\"}}"}
+{"key": "e3bdc8fc", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01GgsxM79MnWRFUftiM4PeqL\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":659,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":6,\"service_tier\":\"standard\"}}             }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"I'll help you calculate both\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" of\"}    }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" those additions\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" using\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" the available\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" tools.\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\nI\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" nee\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"d to calculate:\\n1\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\". 5478954793 +\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" 547982745\\n2. \"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"5479749754 + 9\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"875438979\\n\\nSince\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" these are independent calculations\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\", I'll\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" perform\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" both\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" additions at\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" once.\"}    }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0           }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":1,\"content_block\":{\"type\":\"tool_use\",\"id\":\"toolu_01HpyerSS9TawyiPtpFvoRWX\",\"name\":\"simple_add\",\"input\":{}}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"{\\\"\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"a\\\": 54789\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"5479\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"3\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\", \\\"b\\\": 547\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"982745}\"}          }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":1 }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":2,\"content_block\":{\"type\":\"tool_use\",\"id\":\"toolu_01CKdYfX7kKHcJi7wKmf6zLH\",\"name\":\"simple_add\",\"input\":{}}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"{\\\"a\\\": \"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"54797497\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"54\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\", \\\"b\\\"\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\": \"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"987\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"5438979}\"}              }\n\nevent: content_block_stop\ndata: 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5\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"thinking_delta\",\"thinking\":\"\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"signature_delta\",\"signature\":\"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\"}             }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0 }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":1,\"content_block\":{\"type\":\"text\",\"text\":\"\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"#\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Derivative Solution\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\nTo\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" find the derivative of **\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"f\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"(x) = x\u00b3 +\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" 2x\u00b2 - 5x\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" + 1**, I'll apply\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" the power rule to\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" each term.\\n\\n## Using the Power\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Rule:\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" d/dx[x\u207f\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"] = n\u00b7x\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\u207f\u207b\u00b9\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\n**\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"Term\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" by\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" term:**\\n- d/dx[\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"x\u00b3] = 3x\u00b2\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- d/dx[2x\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\u00b2] = 4\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"x\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- d/dx[-5x]\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" = -5\\n- d/dx\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"[1] = 0\\n\\n##\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Final\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Answer\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\":\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n**\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"f'(x) = 3\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"x\u00b2 + 4x - 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week ago\"},{\"type\":\"web_search_result\",\"title\":\"9 Facts About Small-Clawed Otters And how you can save 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are aquatic mammals from the weasel family found on every continent except Australia and Antarctica. \"},{\"citations\":[{\"type\":\"web_search_result_location\",\"cited_text\":\"Thirteen different species exist around the globe. \",\"url\":\"https://www.doi.gov/blog/12-facts-about-otters-sea-otter-awareness-week\",\"title\":\"12 Facts About Otters for Sea Otter Awareness Week | U.S. Department of the Interior\",\"encrypted_index\":\"Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDGvCuNuJ3CUXMWu5wRoMycS+Rkq7I/khdKMNIjBPxPXQ5Tt0mjo7IWtBtPTE53ELsTXga9H6IysB0PmwbLIW+LiP8XRmyGjhNiBKkGYqE8CQrY1wj2lgCJfCDJZ0K7a8S0IYBA==\"}],\"type\":\"text\",\"text\":\"There are thirteen different species\"},{\"type\":\"text\",\"text\":\", ranging from \"},{\"citations\":[{\"type\":\"web_search_result_location\",\"cited_text\":\"The Asian small-clawed otter is the smallest otter species and the giant otter and sea otter are the largest. \",\"url\":\"https://en.wikipedia.org/wiki/Otter\",\"title\":\"Otter - Wikipedia\",\"encrypted_index\":\"EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDKXBnF1YfQTjerkfnhoMLVvfzEJLC2APURgOIjAObnOF1a/pE3engjTuwQHGPD5rfayQnzrllJWqSwLO0qQ2GoNHcPlJ0ZY9d3/Dqu4qFI6eT76vA0RzZ7dLJ1C45WOz9+4DGAQ=\"}],\"type\":\"text\",\"text\":\"the Asian small-clawed otter (the smallest) to the giant otter and sea otter (the largest)\"},{\"type\":\"text\",\"text\":\".\\n\\n\"},{\"citations\":[{\"type\":\"web_search_result_location\",\"cited_text\":\"Otters are distinguished by their long, slim bodies, powerful webbed feet for swimming, and their dense fur, which keeps them warm and buoyant in wate...\",\"url\":\"https://en.wikipedia.org/wiki/Otter\",\"title\":\"Otter - Wikipedia\",\"encrypted_index\":\"Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDBZxLovUJoRq+AZLmRoMutKrSFwv7o3YoBuEIjCVv6cO1GeZNJQa/x6w8+KoQZhFtYquBQNx1RIcx3wbrizX2iyMu2Wia2i7JDrKdLMqE1E23Bixyqj3VRD74cyPxFOFnPgYBA==\"}],\"type\":\"text\",\"text\":\"They have long, slim bodies, powerful webbed feet for swimming, and dense fur that keeps them warm and buoyant\"},{\"type\":\"text\",\"text\":\". 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6, 2023\"},{\"type\":\"web_search_result\",\"title\":\"Otter - 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week ago\"},{\"type\":\"web_search_result\",\"title\":\"9 Facts About Small-Clawed Otters And how you can save 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+{"key": "abf3f82f", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01Uea2hF1f597Dt9yrdu9DLc\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Here's a joke based on the number 8:\\n\\nWhy was 6 afraid of 7?\\n\\nBecause 7 8 (ate) 9!\\n\\nBut since we got 8 as our answer, here's another one:\\n\\nWhat do you call an 8 that's been working out?\\n\\nAn \\\"ate\\\" with great figure! \ud83d\udcaa\\n\\n(Get it? Because 8 already has a great figure with those curves!)\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":774,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":100,\"service_tier\":\"standard\"}}"}
+{"key": "f89b957e", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01Mp9wtR9tb7HroQrHuxYNiM\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"# Image Description\\n\\nThis adorable image shows a **Cavalier King Charles Spaniel puppy** with the classic Blenheim coloring (chestnut and white markings). \\n\\n## Key features visible:\\n- **Puppy with expressive brown eyes** looking directly at the camera\\n- **Soft, fluffy coat** with rich brown/chestnut patches on the ears and around the eyes\\n- **White blaze** down the center of the face\\n- **Lying on grass** in what appears to be a garden setting\\n- **Purple flowers** (possibly asters) visible in the background\\n- The puppy has a sweet, gentle expression typical of the breed\\n\\nThe photo has a warm, professional quality to it, possibly taken for breeding or promotional purposes. The natural outdoor setting with flowers creates a charming, pastoral atmosphere that highlights the puppy's cuteness.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":105,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":193,\"service_tier\":\"standard\"}}"}
+{"key": "ec458a2c", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01M9cdTdBXcY9oK6Q9157bVR\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\" D A C T E D\\n\\nI don't actually know your name - you haven't told me what it is yet! If you'd like me to spell your name, please let me know what it is first.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":16,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":47,\"service_tier\":\"standard\"}}"}
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+{"key": "b7a47e34", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01QeaSuX1FwywGoorwP5rA1B\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":44,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\"}}              }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\", 8, 9, \"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"10\"}  }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0 }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":44,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":12}            }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"         }\n\n"}
+{"key": "4c1f939a", "response": "{\n  \"candidates\": [\n    {\n      \"content\": {\n        \"parts\": [\n          {\n            \"functionCall\": {\n              \"name\": \"simple_add\",\n              \"args\": {\n                \"b\": 3,\n                \"a\": 5\n              }\n            },\n            \"thoughtSignature\": \"CvwBAXLI2nzDGkvUaYvSMo3VORvQxah6ZJvriV6N3VBPGkQEabA3lb6G22KeVmqNg1rq9Yw3GkC2VtZ5RUjbPIHMhcMSP30EcFdXMkvxLIwVLHKd96T/XL3grDQG1jnfkx11C1yAvyL9yNUKA5YxUxnN1uL1WB35c7SRz+UmSCSilK9tZs8uQCfi/nV0XZLff09lVkbzcxJtF3RobttpyF+uc/tQiywYE4rlhbPegkAt9aZB/MJWq6+FsLIvV6h8YkIrvv2hfcYepLhCVq5xqdGTPqIowo+gIZUCoJsFzREGu9TloScRmBZ2YJeK9ZO2DXCTRC28WDr/dG/bXj/4\"\n          }\n        ],\n        \"role\": \"model\"\n      },\n      \"finishReason\": \"STOP\",\n      \"index\": 0,\n      \"finishMessage\": \"Model generated function call(s).\"\n    }\n  ],\n  \"usageMetadata\": {\n    \"promptTokenCount\": 86,\n    \"candidatesTokenCount\": 20,\n    \"totalTokenCount\": 169,\n    \"promptTokensDetails\": [\n      {\n        \"modality\": \"TEXT\",\n        \"tokenCount\": 86\n      }\n    ],\n    \"thoughtsTokenCount\": 63\n  },\n  \"modelVersion\": \"gemini-2.5-flash\",\n  \"responseId\": \"wCU4afPuFNKOvdIPrY-yuAc\"\n}\n"}
+{"key": "4e44ed3c", "response": "{\n  \"candidates\": [\n    {\n      \"content\": {\n        \"parts\": [\n          {\n            \"text\": \"\\nThe `simple_add` tool was used to calculate 5 + 3.\\n\\nThe result is 8.\"\n          }\n        ],\n        \"role\": \"model\"\n      },\n      \"finishReason\": \"STOP\",\n      \"index\": 0\n    }\n  ],\n  \"usageMetadata\": {\n    \"promptTokenCount\": 160,\n    \"candidatesTokenCount\": 24,\n    \"totalTokenCount\": 184,\n    \"promptTokensDetails\": [\n      {\n        \"modality\": \"TEXT\",\n        \"tokenCount\": 160\n      }\n    ]\n  },\n  \"modelVersion\": \"gemini-2.5-flash\",\n  \"responseId\": \"wSU4adfZAfGUxN8Pseu6kAI\"\n}\n"}
+{"key": "99f7ba1b", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01Fd885v9Mmfimv4bra7Fc2Y\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll use the `simple_add` tool to calculate 5 + 3.\"},{\"type\":\"tool_use\",\"id\":\"toolu_01WCpNFXgxyemx6q4671BLVz\",\"name\":\"simple_add\",\"input\":{\"a\":5,\"b\":3}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":622,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":90,\"service_tier\":\"standard\"}}"}
+{"key": "1b040137", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01FYmTmgrMtkWxsLVo2RhPku\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\n**Answer: 5 + 3 = 8**\\n\\n**Explanation:**\\nI used the `simple_add` function with two parameters:\\n- `a = 5` (the first operand)\\n- `b = 3` (the second operand)\\n\\nThe function performed the addition operation and returned the result of **8**, which is the correct sum of 5 and 3.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":765,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":93,\"service_tier\":\"standard\"}}"}
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+{"key": "e041b3fd", "response": "{\n  \"id\": \"chatcmpl-CksArRXq3Rr5uEYLVNo25bS41F1FT\",\n  \"object\": \"chat.completion\",\n  \"created\": 1765287369,\n  \"model\": \"gpt-4.1-2025-04-14\",\n  \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\": \"assistant\",\n        \"content\": \"The result of 5 + 3 is 8.\\n\\nExplanation: The `simple_add` tool takes two numbers and adds them together. In this case, it added 5 and 3, resulting in 8.\",\n        \"refusal\": null,\n        \"annotations\": []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 156,\n    \"completion_tokens\": 45,\n    \"total_tokens\": 201,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\": 0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\": \"default\",\n  \"system_fingerprint\": \"fp_09249d7c7b\"\n}\n"}
+{"key": "5ffdd5a2", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_0123XDRazTnG3Xwgpao9AB9f\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"thinking\",\"thinking\":\"The user is asking me to add 5 and 3. I have a function called `simple_add` that can do this. Let me use it with a=5 and b=3.\",\"signature\":\"EqYCCkYIChgCKkD1C1Hu4mYMHaWbES/JHfZZIHrdQT/VN9pp1k67D7cGErSV/LTgbNHFHFqtPl3BgnOX9Dm6tvZHqNNpX+dJxSfvEgwld19/L62vEnT047EaDOTdwNbhw80HRZbMAyIwYnqn97s+3r1uT4/qDlY6Z7OxTM5cIdEHDhoW2EbczXAM2yDczb9+/FGm7HXVdkJkKo0B0MnZG+7bdkbpi/35vIrJoE4TYSmp88Br/pDbvHgF05NledRxGNdebevkbG3Y3AzW8QVAuCw1WmKr6NDzIe7MbBSEpEcJUThLb7Qq2HVK7wXypwGe5OJWIpVKhH0wbhaKVkJpU/ORvolNEyASTiMf7rV4nrq5ImGH+eMExWyqtJFgjhITDTJwq1Iqig8SGAE=\"},{\"type\":\"tool_use\",\"id\":\"toolu_01NhHnudKMnbXda4TuqJPxgU\",\"name\":\"simple_add\",\"input\":{\"a\":5,\"b\":3}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":639,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":121,\"service_tier\":\"standard\"}}"}
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week ago\"},{\"type\":\"web_search_result\",\"title\":\"9 Facts About Small-Clawed Otters And how you can save 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slides\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":11,\"delta\":{\"type\":\"text_delta\",\"text\":\" and playing with\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":11,\"delta\":{\"type\":\"text_delta\",\"text\":\" stones\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":11,\"delta\":{\"type\":\"text_delta\",\"text\":\".\"}   }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":11         }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":12,\"content_block\":{\"type\":\"text\",\"text\":\"\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":12,\"delta\":{\"type\":\"text_delta\",\"text\":\" \"}               }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":12               }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":13,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"When it\u2019s time to nap, sea otters entangle themselves in kelp so they don\u2019t float away. They also sometimes intertwine their feet with another sea ott...\",\"url\":\"https://www.nationalgeographic.com/animals/mammals/facts/otters-1\",\"title\":\"Otters, facts and information | National Geographic\",\"encrypted_index\":\"EpEBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDKUEslu18wj93fDX8RoM3F0lT6Dv5ZahmjaLIjC1X9tgYeWrD/7EQLsspf4Lc9fzSnOvxGwoOMnpl5cZxPnGyZuLJuwZuQu/3O4CoBsqFYM0ea8phg2Zx2lZFm0+WV4kJ4WjWhgE\"}}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\"Sea\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" otters entangle themselves in kelp\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" when\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" n\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\"apping so\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" they don't float away,\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" and sometimes\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" intertwine their feet with another sea\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" otter to\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":13,\"delta\":{\"type\":\"text_delta\",\"text\":\" stay together.\"}             }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":13              }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":13016,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":335,\"server_tool_use\":{\"web_search_requests\":1}}     }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\" }\n\n"}
+{"key": "3a066e35", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_014xS75DmRD58YS2m53yRebo\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll solve this step by step using the addition function.\\n\\n**Step 1:** First, let me calculate 5 + 3\"},{\"type\":\"tool_use\",\"id\":\"toolu_01LeHFNdTF7zBx37YWecRacM\",\"name\":\"simple_add\",\"input\":{\"a\":5,\"b\":3}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":617,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":100,\"service_tier\":\"standard\"}}"}
+{"key": "9766f7f8", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01AMiZZJacLeaWty9uJu4z8u\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"**Step 2:** Now I'll add 7 to that result (8 + 7)\"},{\"type\":\"tool_use\",\"id\":\"toolu_014Mpidzid6gmWTxSMB8stUB\",\"name\":\"simple_add\",\"input\":{\"a\":8,\"b\":7}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":730,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":93,\"service_tier\":\"standard\"}}"}
+{"key": "3aa71d6a", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01TfuCj1XJKhpCvAJP91NpZd\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"**Step 3:** Finally, I'll add 11 to that result (15 + 11)\"},{\"type\":\"tool_use\",\"id\":\"toolu_01Vsg7kGgmS4mNHm2qo8oHGv\",\"name\":\"simple_add\",\"input\":{\"a\":15,\"b\":11}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":836,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":94,\"service_tier\":\"standard\"}}"}
+{"key": "eee2a3ed", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_017Efwigcdu7vjKLSJypjgz5\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"**Answer:** ((5 + 3) + 7) + 11 = **26**\\n\\nHere's the breakdown:\\n- 5 + 3 = 8\\n- 8 + 7 = 15\\n- 15 + 11 = 26\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":943,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":67,\"service_tier\":\"standard\"}}"}
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+{"key": "bab26698", "response": "{\n  \"id\": \"chatcmpl-CksBO5p1jtwQKwhNqicSzg2yYAXty\",\n  \"object\": \"chat.completion\",\n  \"created\": 1765287402,\n  \"model\": \"gpt-4.1-2025-04-14\",\n  \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\": \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n            \"id\": \"call_af30uxkXQA7yzS6k8COuU0xo\",\n            \"type\": \"function\",\n            \"function\": {\n              \"name\": \"multiply\",\n              \"arguments\": \"{\\\"a\\\":8,\\\"b\\\":9}\"\n            }\n          }\n        ],\n        \"refusal\": null,\n        \"annotations\": []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"tool_calls\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 178,\n    \"completion_tokens\": 17,\n    \"total_tokens\": 195,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\": 0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\": \"default\",\n  \"system_fingerprint\": \"fp_09249d7c7b\"\n}\n"}
+{"key": "d18ebc62", "response": "{\n  \"id\": \"chatcmpl-CksBPicvdtrRzt3mP0axz0QmWBde5\",\n  \"object\": \"chat.completion\",\n  \"created\": 1765287403,\n  \"model\": \"gpt-4.1-2025-04-14\",\n  \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\": \"assistant\",\n        \"content\": \"(5 + 3) = 8 and (7 + 2) = 9. Multiplying them together: 8 \u00d7 9 = 72.\\n\\nSo, (5 + 3) * (7 + 2) = 72.\",\n        \"refusal\": null,\n        \"annotations\": []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 203,\n    \"completion_tokens\": 54,\n    \"total_tokens\": 257,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\": 0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\": \"default\",\n  \"system_fingerprint\": \"fp_09249d7c7b\"\n}\n"}
+{"key": "9b036356", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01VDEghcrGa5nsDsrba4ci82\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll calculate this step by step, following the order of operations.\\n\\n**Step 1:** Calculate the inner parentheses first\\n- (10 + 5) = ?\\n- (2 + 1) = ?\"},{\"type\":\"tool_use\",\"id\":\"toolu_01MBDRzbmeEipwHVpctEuGBy\",\"name\":\"simple_add\",\"input\":{\"a\":10,\"b\":5}},{\"type\":\"tool_use\",\"id\":\"toolu_01RXmkk99jMUGidae4kgD7BA\",\"name\":\"simple_add\",\"input\":{\"a\":2,\"b\":1}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":792,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":173,\"service_tier\":\"standard\"}}"}
+{"key": "29584b83", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_012oSJ8NHLCQoMei5iWt2w2K\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"**Step 2:** Now multiply 15 * 3\"},{\"type\":\"tool_use\",\"id\":\"toolu_01FYtN6MGiNYL35L5HFvbshv\",\"name\":\"multiply\",\"input\":{\"a\":15,\"b\":3}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":1030,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":82,\"service_tier\":\"standard\"}}"}
+{"key": "a5c809ea", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01XQUiN52kqsjXhakK4nAygE\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\n**Step 3:** Finally, divide 45 / 3\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":1139,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":24,\"service_tier\":\"standard\"}}"}
+{"key": "3c784192", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01NsbWKo3rVaQHrRKobRrM4U\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you calculate this step by step using the tools!\\n\\nFirst, let me calculate 1+2:\"},{\"type\":\"tool_use\",\"id\":\"toolu_01SzZDTuYSa8Z4qPTLZmxxKX\",\"name\":\"simple_add\",\"input\":{\"a\":1,\"b\":2}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":629,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":95,\"service_tier\":\"standard\"}}"}
+{"key": "1ecd234e", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01UGfC797od5p2NW3dW7qNaa\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\nLet me continue with the next calculation. Now I'll add 2 to the result (3+2):\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":777,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":33,\"service_tier\":\"standard\"}}"}
+{"key": "f4aa5afd", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01HGLRRMNet29saQZ4fQJNYG\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"2+2 = 4\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":14,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":11,\"service_tier\":\"standard\"}}"}
+{"key": "af6249a2", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01R8fZbxfKu1DSEMx2rJfi8C\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"tool_use\",\"id\":\"toolu_017pEA6WuT3fYxY1wW9wnS1d\",\"name\":\"async_add\",\"input\":{\"a\":5,\"b\":7}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":607,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":70,\"service_tier\":\"standard\"}}"}
+{"key": "a439c9a9", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01R894XnoD8ZWPfopS8odqEf\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\nThe result of 5 + 7 is **12**.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":731,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":18,\"service_tier\":\"standard\"}}"}
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       }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0}\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":1,\"content_block\":{\"type\":\"text\",\"text\":\"\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"#\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" Most Efficient:\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" **\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"Use your\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" language's built-in sort**\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\nFor 1000 random integers\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\", just\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" use the standar\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"d library:\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n-\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" **Python\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"**: `list\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\".\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"sort()` or\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" `sorted()\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"` (\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"Ti\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"msort)\\n- **JavaScript\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"**: `array\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\".sort()` \"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- **C\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"++**: `std::sort()\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"` (\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"Introsort)\\n- **\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"Java**: `Arrays.sort()`\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" or\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" `Collections.sort()`\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\nThese\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" are highly\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" optimized an\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"d will be O\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"(n log n) \"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\u2248 \"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"10\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\",\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"000 operations for\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" n\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"=1000.\\n\\n## If\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" implementing\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" from scratch:\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n**\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"Quicksort** with median\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"-of-three pivot selection\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" -\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" excellent\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" for random data,\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" O(n log\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" n) average case.\\n\\n##\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" For\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" integers specifically:\\n**Radix\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" sort** can\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" be faster\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" (\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"O(n\u00b7\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"k) where k =\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" digits\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"), especially\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" if\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" the\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" integer\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" range\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" is limite\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"d,\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" but built\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"-in sorts\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" are usually\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" sufficient\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" an\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"d sim\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"pler.\\n\\n**Bottom\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" line**: Don\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"'t overth\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\"ink it for\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\" \"}        }\n\nevent: content_block_delta\ndata: 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{\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"text_delta\",\"text\":\".\"}             }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":1              }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":57,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":586}          }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"             }\n\n"}
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{\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"by-step,\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" using parallel\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" calls\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" where\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" possible.\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\n**\"} }\n\nevent: content_block_delta\ndata: 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(\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"10 + 5) an\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"d (2 + 1) in\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" parallel since\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" they don't depend on each other:\"} }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0    }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":1,\"content_block\":{\"type\":\"tool_use\",\"id\":\"toolu_01DFtJtSUbpG6iBqxrm5LJTH\",\"name\":\"simple_add\",\"input\":{}}      }\n\nevent: content_block_delta\ndata: 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{\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"{\\\"a\\\": 2\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":2,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\", \\\"b\\\": 1}\"}        }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":2     }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"tool_use\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":802,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":183}     }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"         }\n\n"}
+{"key": "415d579a", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01NmuFd3AfryoXu3ufp7oP5q\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":1050,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":2,\"service_tier\":\"standard\"}}       }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"**After\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" Step\"}       }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" 1:**\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" We\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" now\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" have:\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- (\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"10 + 5) = \"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"15\\n- (2 + \"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"1) = 3\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- So\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" our\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" expression\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" is now\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\": (15 * 3)\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" / \"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"3\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\n**Step 2: Calculate the multiplication\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"**\\nNow I nee\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"d to multiply 15 * 3\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\":\"}}\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0   }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":1,\"content_block\":{\"type\":\"tool_use\",\"id\":\"toolu_01GRA6WESGW7y7EQyi6Lc2fo\",\"name\":\"multiply\",\"input\":{}}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"{\\\"a\\\": 15\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\", \"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":1,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"\\\"b\\\": 3}\"}           }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":1           }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"tool_use\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":1050,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":144}              }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"   }\n\n"}
+{"key": "d22e9ee7", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01VUj8QG5jW9iM2JMGjzBtMs\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":1221,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\"}}          }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\n**After Step 2:** We\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" now have:\\n- \"}              }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"15\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" * 3 = 45\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- So\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" our expression is now: 45 \"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"/ 3\\n\\n**Step 3\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\": Calculate the final\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" division**\"}            }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0         }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":1221,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":57}             }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"         }\n\n"}
+{"key": "df7ae6bd", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01Mwccugg3FBbKShmro1SsBv\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"We just calculated a mathematical expression step-by-step! \\n\\nLooking back at what happened:\\n\\n1. **First**, I calculated two additions in parallel:\\n   - 10 + 5 = 15\\n   - 2 + 1 = 3\\n\\n2. **Then**, I multiplied those results:\\n   - 15 \u00d7 3 = 45\\n\\n3. **Finally**, I was about to divide by 3 to get the final answer, but stopped before completing that last step.\\n\\nIt looks like I started solving an expression that would have been: **(10 + 5) \u00d7 (2 + 1) \u00f7 3**\\n\\nBut I realize now - you didn't actually ask me to solve anything! I just jumped into solving a math problem without you requesting it. My apologies for the confusion. \\n\\nIs there something specific you'd like me to help you calculate, or did you have a different question in mind?\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":1219,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":214,\"service_tier\":\"standard\"}}"}
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+{"key": "19c37014", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_0121xn1Tjxj1ukuXRsmL36Hd\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":3,\"cache_creation_input_tokens\":14,\"cache_read_input_tokens\":1623,\"cache_creation\":{\"ephemeral_5m_input_tokens\":14,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":3,\"service_tier\":\"standard\"}}       }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Goodbye!\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" Feel\"}     }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" free to come\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" back if\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" you have\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" any\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" questions\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\".\"}               }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0    }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":3,\"cache_creation_input_tokens\":14,\"cache_read_input_tokens\":1623,\"output_tokens\":17}           }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"         }\n\n"}
+{"key": "e5a71b5b", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_015xsYyJvJ3bHoXLQXdzWVQP\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"2+2 = 4\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":14,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":11,\"service_tier\":\"standard\"}}"}
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+{"key": "2b3b1927", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01HbwXM9dGux9MXHnxhheySa\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"3 + 3 = 6\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":14,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":13,\"service_tier\":\"standard\"}}"}
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hours ago\"},{\"type\":\"web_search_result\",\"title\":\"New York City, NY Hourly Weather Forecast | Weather 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week ago\"},{\"type\":\"web_search_result\",\"title\":\"NY weather forecast, NYC weather \u2013 NBC 4 New 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week ago\"},{\"type\":\"web_search_result\",\"title\":\"Accutrack Radar | New York Weather News - ABC7 New 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week ago\"}]},{\"type\":\"text\",\"text\":\"Based on the current weather information for New York City today (December 9, 2025):\\n\\n\"},{\"citations\":[{\"type\":\"web_search_result_location\",\"cited_text\":\"Breezy and colder with intervals of clouds and sunshine; bundle up; it will feel like midwinter Hi: 31\u00b0 \u00b7 Tonight: Variable clouds and very cold; dres...\",\"url\":\"https://www.accuweather.com/en/us/new-york/10021/weather-forecast/349727\",\"title\":\"New York, NY Weather Forecast | AccuWeather\",\"encrypted_index\":\"Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDJlgmuV2L2aUxYE3tBoM73eQcwtgLQL9wpBUIjD4Zww4ps8UcOhZ6kew0MPnU1/VlrNpv4Wo8NTu0Bg5duju1/rlgZPyPEKQwQ8YTlUqE0pnBO37KEjH3r5nNaePq9GbZ70YBA==\"}],\"type\":\"text\",\"text\":\"It's breezy and cold with intervals of clouds and sunshine, with a high of 31\u00b0F\"},{\"type\":\"text\",\"text\":\". \"},{\"citations\":[{\"type\":\"web_search_result_location\",\"cited_text\":\"Breezy and colder with 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week ago\"},{\"type\":\"web_search_result\",\"title\":\"Rain falls across NYC, as snow causes slippery roads in northern suburbs. Here's a look at how much. - CBS New York\",\"url\":\"https://www.cbsnews.com/newyork/news/nyc-weather-coastal-winter-storm-rain-snow/\",\"encrypted_content\":\"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\",\"page_age\":\"1 week ago\"},{\"type\":\"web_search_result\",\"title\":\"Is it snowing in NYC? Big Apple sees first flurries of the season | FOX 5 New York\",\"url\":\"https://www.fox5ny.com/weather/nyc-sees-first-snow-season-cold-november-air-moves\",\"encrypted_content\":\"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\",\"page_age\":\"1 month ago\"},{\"type\":\"web_search_result\",\"title\":\"New York, NY Weather Forecast | 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{\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\"It\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\"'s\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\" b\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\"reezy and col\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\"d with intervals of clouds and sunshine,\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\" with\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\" a high of 31\u00b0F\"}               }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":3            }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":4,\"content_block\":{\"type\":\"text\",\"text\":\"\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":4,\"delta\":{\"type\":\"text_delta\",\"text\":\". \"}     }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":4         }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":5,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"Breezy and colder with intervals of clouds and sunshine; bundle up; it will feel like midwinter Hi: 31\u00b0 \u00b7 Tonight: Variable clouds and very cold; dres...\",\"url\":\"https://www.accuweather.com/en/us/new-york/10021/weather-forecast/349727\",\"title\":\"New York, NY Weather Forecast | AccuWeather\",\"encrypted_index\":\"Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDDRbjCSCUzJVOvXuVhoMtTtyM0RP/Q7oC376IjC9n43DKJfyAcm+0OfT7z/8tszDpYJtldj91hRq8Pq6zb0YvIWv0fVzc1Cgvg/bX9cqE5aHgKB3uP3AIuq89pRax2lxeScYBA==\"}}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\"Tonight will\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\" be variable clouds and very cold with\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\" a low of 19\u00b0F,\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\" making\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\" it one of the coldest nights of\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\" the season so far\"} }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":5      }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":6,\"content_block\":{\"type\":\"text\",\"text\":\"\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":6,\"delta\":{\"type\":\"text_delta\",\"text\":\".\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":6,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\n\"}  }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":6       }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":7,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"Sunny skies this morning will give way to mostly cloudy skies during the afternoon. High around 35F. Winds SW at 5 to 10 mph. \",\"url\":\"https://www.wunderground.com/hourly/us/ny/new-york-city\",\"title\":\"New York City, NY Hourly Weather Forecast | Weather Underground\",\"encrypted_index\":\"EpMBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDMCK6ChQrv9/QRRs0hoMbcG8qCvb1wBrfBLjIjDj0BQIr5DJLkHi0VK9a5ASsjwRmpVmLKJCxdRCWLijdki1/24WvXCkIN760+T634IqF6gCgxRAqcLs7oFHhi5clR5iEsKtmV6aGAQ=\"}}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"text_delta\",\"text\":\"Sunny skies\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"text_delta\",\"text\":\" this morning will give way to mostly clou\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"text_delta\",\"text\":\"dy skies during the afternoon,\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"text_delta\",\"text\":\" with a\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"text_delta\",\"text\":\" high around 35\u00b0F and winds\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"text_delta\",\"text\":\" from\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"text_delta\",\"text\":\" the southwest\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"text_delta\",\"text\":\" at 5 to 10 \"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"text_delta\",\"text\":\"mph\"}    }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":7   }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":8,\"content_block\":{\"type\":\"text\",\"text\":\"\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\".\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\nIt\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\"'s\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\" definitely\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\" a\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\" day\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\" to bundle up and dress\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\" warmly for\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\" the col\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\"d winter\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":8,\"delta\":{\"type\":\"text_delta\",\"text\":\" weather!\"}       }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":8       }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":9945,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":252,\"server_tool_use\":{\"web_search_requests\":1}}}\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"}\n\n"}
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+{"key": "209fc027", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01BB86Myy1pNZAkfSqQYHZtT\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Hello! Based on what you just told me, your favorite drink is coffee! \u2615\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":23,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":22,\"service_tier\":\"standard\"}}"}
+{"key": "e10762c4", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01FJxm84E4q3odY1H9iKMbum\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Your favorite drink is coffee! You just mentioned that in your previous message.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":30,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":18,\"service_tier\":\"standard\"}}"}
+{"key": "49539d8e", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01B74BX7vwntEwyDSneaTFFd\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"A cute puppy with brown and white fur lying on grass next to purple flowers.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":108,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":20,\"service_tier\":\"standard\"}}"}
+{"key": "a1d6fbfb", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01ATagLnwdvp9CNWT8UQnRAa\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"it's 42.\\n\\nMore seriously, there's no universal answer. Common perspectives include:\\n- Creating meaning through relationships, growth, and contribution\\n- Fulfilling a divine purpose or spiritual calling  \\n- Pursuing happiness, knowledge, or personal fulfillment\\n- Simply experiencing existence itself\\n\\nThe question may matter more than any single answer.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":24,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":75,\"service_tier\":\"standard\"}}"}
+{"key": "d8307ccb", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01QFBWxxUaqXfUVCM7856ubD\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll use the add_numbers tool to calculate 47 + 23 for you.\"},{\"type\":\"tool_use\",\"id\":\"toolu_01KpCmXRphSndWujfNJcaEqQ\",\"name\":\"add_numbers\",\"input\":{\"a\":47,\"b\":23}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":429,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":91,\"service_tier\":\"standard\"}}"}
+{"key": "a196d483", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01BhWzoCxtWGCPPkMtAZY2fD\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\nThe result of 47 + 23 is 70.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":573,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":18,\"service_tier\":\"standard\"}}"}
+{"key": "a02d8762", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01Pu2VDEcgPojo9vXCuN4Ecz\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you calculate 47 + 23 + 59 using the add_numbers tool. Since the tool can only add two numbers at a time, I'll need to do this in two steps.\"},{\"type\":\"tool_use\",\"id\":\"toolu_01VKYd3oCD6JwhojgEDm5jK1\",\"name\":\"add_numbers\",\"input\":{\"a\":47,\"b\":23}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":433,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":116,\"service_tier\":\"standard\"}}"}
+{"key": "e1c05d89", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01SJWH4D6HhKVhuoxNkXgRRE\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Now I'll add the result (70) to the third number (59):\"},{\"type\":\"tool_use\",\"id\":\"toolu_018KTWS3L3xSWzWaLFQP3MQz\",\"name\":\"add_numbers\",\"input\":{\"a\":70,\"b\":59}}],\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":562,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":87,\"service_tier\":\"standard\"}}"}
+{"key": "e2a94c2f", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_018GxtCbsociEJktejjsTq6T\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\nThe answer is **129**.\\n\\nTo break it down:\\n- First: 47 + 23 = 70\\n- Then: 70 + 59 = 129\\n\\nSo 47 + 23 + 59 = 129.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":702,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":61,\"service_tier\":\"standard\"}}"}
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Amazing Facts about Sea otters! Learn more - Oceana 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week ago\"},{\"type\":\"web_search_result\",\"title\":\"Sea Otter - Animal profile, pictures, facts, range map | National Geographic 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11, 2023\"}]},{\"type\":\"text\",\"text\":\"Here's a fun fact about otters: \"},{\"citations\":[{\"type\":\"web_search_result_location\",\"cited_text\":\"\u00a9 Don Getty \u00b7 Sea otters have a baggy pouch of loose skin under each armpit that they use like pockets to store food and their favourite rocks.\",\"url\":\"https://wwf.ca/stories/10-facts-you-otter-know-about-sea-otters/\",\"title\":\"10 facts you otter know about sea otters - WWF.CA\",\"encrypted_index\":\"EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDB5A8S3t9C6RsH8IABoMPW+TU39zSCjstOGlIjCqUqpvlFxBxLritflMpbxtevgB7Txfe0jEm0rK8snXwauPlJgTKxOkrpNGJ8hEdfwqFHomlXoIzhKkdflI4fCii+PRgMzEGAQ=\"}],\"type\":\"text\",\"text\":\"Sea otters have a baggy pouch of loose skin under each armpit that they use like pockets to store food and their favourite rocks.\"},{\"type\":\"text\",\"text\":\" They essentially have built-in storage pouches for their tools and snacks!\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":16372,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":131,\"service_tier\":\"standard\",\"server_tool_use\":{\"web_search_requests\":1}}}"}
+{"key": "494eb241", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01EmDPCH62cCvUqygRxHVdj7\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":22,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\"}}               }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Here are the top 10 biggest\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" animals by\"}    }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" size\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"/\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"weight:\\n\\n1. **Blue\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" whale\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"** - largest\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" animal ever,\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" up\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" to 100 feet long\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n2. **Fin\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" whale** - second-\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"largest whale\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\", up to 85\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" feet\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n3. **Bow\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"head whale** - up\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" to 65\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" feet,\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" very\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" heavy\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" buil\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"d\\n4. **Right\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" whale** - up to 60\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" feet, extremely\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" bul\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"ky\\n5. **Sperm\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" whale** - up to 67\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" feet, largest\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" toothed whale\\n6. **\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Gray\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" whale** - up to 50\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" feet\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n7. **Humpback whale\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"** - up to 52\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" feet\\n8. **African\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" elephant\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"** - largest\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" land animal,\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" up to 13 \"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"feet tall\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n9. **Co\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"lossal squid** - 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           }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":2}\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":3,\"content_block\":{\"type\":\"text\",\"text\":\"\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\"**\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\"Male\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\" African\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\" eleph\"}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\"ants**:\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":3,\"delta\":{\"type\":\"text_delta\",\"text\":\" \"}}\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":3        }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":4,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"} }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":4,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"African elephants are the largest of all land animals, adult males weighing between 1,800 and 6,300 kg (2 and 7 tons/ 4,000 and 14,000 lb.). \",\"url\":\"https://seaworld.org/animals/all-about/elephants/characteristics/\",\"title\":\"All About Elephants - Physical Characteristics | United Parks & Resorts\",\"encrypted_index\":\"Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDPrB1IV81ZtbIKFDAhoMJaH6X1v+uGQuCQj5IjCxBA49MYR/I8glBE4zbQGzEYduFUhsm1Fc75GnNIGIndDvNYQXnx8BGCTkjA41BHsqE7Pbjrn6FM3MxycEtWW3Zs7mSoEYBA==\"}}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":4,\"delta\":{\"type\":\"text_delta\",\"text\":\"1\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":4,\"delta\":{\"type\":\"text_delta\",\"text\":\",800\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":4,\"delta\":{\"type\":\"text_delta\",\"text\":\"-\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":4,\"delta\":{\"type\":\"text_delta\",\"text\":\"6\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":4,\"delta\":{\"type\":\"text_delta\",\"text\":\",300 kg\"}               }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":4 }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":5,\"content_block\":{\"type\":\"text\",\"text\":\"\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\" (average\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\" ~\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\"4,050\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\" kg)\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\n**Male\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":5,\"delta\":{\"type\":\"text_delta\",\"text\":\" Asian elephants**: \"}            }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":5          }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":6,\"content_block\":{\"citations\":[],\"type\":\"text\",\"text\":\"\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":6,\"delta\":{\"type\":\"citations_delta\",\"citation\":{\"type\":\"web_search_result_location\",\"cited_text\":\"Asian elephant males weigh on average about 3,600 kilograms (7,900 pounds), with the heaviest reaching up to 6,000 kilograms (13,000 pounds). \",\"url\":\"https://www.ifaw.org/international/journal/difference-african-asian-elephants\",\"title\":\"African Elephants vs. Asian Elephants | IFAW\",\"encrypted_index\":\"Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDH0KBdCiYspte62c9xoMPGSCuPCvkoInfR07IjCkp4aEmvPRYKBZBY30NKq8b+gwWH21M8ZvWtpkuBp4wutVTgjJD6poM8x4nHE4m3oqE+nZpJ0lVQYPFOQi12hGdFSNFioYBA==\"}}             }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":6,\"delta\":{\"type\":\"text_delta\",\"text\":\"3,600\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":6,\"delta\":{\"type\":\"text_delta\",\"text\":\" \"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":6,\"delta\":{\"type\":\"text_delta\",\"text\":\"kg average\"} }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":6         }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":7,\"content_block\":{\"type\":\"tool_use\",\"id\":\"toolu_01UwfxuD6pEWzj1fCjiMzW23\",\"name\":\"add_numbers\",\"input\":{}}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"{\\\"a\\\"\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\": 40\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"50\"}        }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\", \\\"b\\\": 3\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":7,\"delta\":{\"type\":\"input_json_delta\",\"partial_json\":\"600}\"}      }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":7}\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"tool_use\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":15381,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":213,\"server_tool_use\":{\"web_search_requests\":1}} }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"         }\n\n"}
+{"key": "a94b8fb8", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01XtdUuw6178h95iXN6wHHZg\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":1126,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":2,\"service_tier\":\"standard\"}}      }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\nI\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" don\"}     }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"'t have\"}       }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" web\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" search capability\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\".\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" Base\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"d on general\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" knowledge:\"}   }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n\\n- Male\"}         }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" African elephants: ~\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"6\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\",000\"}          }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" \"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"kg average\"}}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"\\n- Male Asian elephants: ~\"}      }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"4\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\",000 kg average\"}    }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0 }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":1126,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"output_tokens\":51}           }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"}\n\n"}
diff --git a/lisette/_modidx.py b/lisette/_modidx.py
index bf98f9d..ac79fe8 100644
--- a/lisette/_modidx.py
+++ b/lisette/_modidx.py
@@ -26,6 +26,7 @@
                               'lisette.core._apply_cache_idxs': ('core.html#_apply_cache_idxs', 'lisette/core.py'),
                               'lisette.core._bytes2content': ('core.html#_bytes2content', 'lisette/core.py'),
                               'lisette.core._extract_tool': ('core.html#_extract_tool', 'lisette/core.py'),
+                              'lisette.core._filter_srvtools': ('core.html#_filter_srvtools', 'lisette/core.py'),
                               'lisette.core._has_cache': ('core.html#_has_cache', 'lisette/core.py'),
                               'lisette.core._has_search': ('core.html#_has_search', 'lisette/core.py'),
                               'lisette.core._lite_call_func': ('core.html#_lite_call_func', 'lisette/core.py'),
diff --git a/lisette/core.py b/lisette/core.py
index f401d9d..483c280 100644
--- a/lisette/core.py
+++ b/lisette/core.py
@@ -232,6 +232,9 @@ def _has_search(m):
     i = get_model_info(m)
     return bool(i.get('search_context_cost_per_query') or i.get('supports_web_search'))
 
+# %% ../nbs/00_core.ipynb
+def _filter_srvtools(tcs): return L(tcs).filter(lambda o: not o.id.startswith('srvtoolu_')) if tcs else None
+
 # %% ../nbs/00_core.ipynb
 def cite_footnote(msg):
     if not (delta:=nested_idx(msg, 'choices', 0, 'delta')): return
@@ -312,6 +315,7 @@ def _call(self, msg=None, prefill=None, temp=None, think=None, search=None, stre
             res = yield from stream_with_complete(res,postproc=cite_footnotes)
         m = contents(res)
         if prefill: m.content = prefill + m.content
+        m.tool_calls = _filter_srvtools(m.tool_calls)
         self.hist.append(m)
         yield res
 
@@ -410,6 +414,7 @@ async def _call(self, msg=None, prefill=None, temp=None, think=None, search=None
         m=contents(res)
         if prefill: m.content = prefill + m.content
         yield res
+        m.tool_calls = _filter_srvtools(m.tool_calls)
         self.hist.append(m)
 
         if tcs := m.tool_calls:
diff --git a/nbs/00_core.ipynb b/nbs/00_core.ipynb
index 40e5bfc..8d5fe02 100644
--- a/nbs/00_core.ipynb
+++ b/nbs/00_core.ipynb
@@ -249,12 +249,12 @@
        "- id: `chatcmpl-xxx`\n",
        "- model: `gemini-2.5-flash`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=896, prompt_tokens=4, total_tokens=900, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=886, rejected_prediction_tokens=None, text_tokens=10, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=None, text_tokens=4, image_tokens=None))`\n",
+       "- usage: `Usage(completion_tokens=34, prompt_tokens=4, total_tokens=38, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=24, rejected_prediction_tokens=None, text_tokens=10, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=None, text_tokens=4, image_tokens=None))`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gemini-2.5-flash', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Hey there! How can I help you today?', role='assistant', tool_calls=None, function_call=None, images=[], thinking_blocks=[], provider_specific_fields=None))], usage=Usage(completion_tokens=896, prompt_tokens=4, total_tokens=900, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=886, rejected_prediction_tokens=None, text_tokens=10, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=None, text_tokens=4, image_tokens=None)), vertex_ai_grounding_metadata=[], vertex_ai_url_context_metadata=[], vertex_ai_safety_results=[], vertex_ai_citation_metadata=[])"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gemini-2.5-flash', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Hey there! How can I help you today?', role='assistant', tool_calls=None, function_call=None, images=[], thinking_blocks=[], provider_specific_fields=None))], usage=Usage(completion_tokens=34, prompt_tokens=4, total_tokens=38, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=24, rejected_prediction_tokens=None, text_tokens=10, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=None, text_tokens=4, image_tokens=None)), vertex_ai_grounding_metadata=[], vertex_ai_url_context_metadata=[], vertex_ai_safety_results=[], vertex_ai_citation_metadata=[])"
       ]
      },
      "metadata": {},
@@ -308,7 +308,7 @@
     {
      "data": {
       "text/markdown": [
-       "Hey! How can I help you today? 😊\n",
+       "Hello! How can I help you today? 😊\n",
        "\n",
        "<details>\n",
        "\n",
@@ -320,7 +320,7 @@
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gpt-4.1-2025-04-14', object='chat.completion', system_fingerprint='fp_433e8c8649', choices=[Choices(finish_reason='stop', index=0, message=Message(content='Hey! How can I help you today? 😊', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'refusal': None}, annotations=[]), provider_specific_fields={})], usage=Usage(completion_tokens=10, prompt_tokens=10, total_tokens=20, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None)), service_tier='default')"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gpt-4.1-2025-04-14', object='chat.completion', system_fingerprint='fp_433e8c8649', choices=[Choices(finish_reason='stop', index=0, message=Message(content='Hello! How can I help you today? 😊', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'refusal': None}, annotations=[]), provider_specific_fields={})], usage=Usage(completion_tokens=10, prompt_tokens=10, total_tokens=20, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None)), service_tier='default')"
       ]
      },
      "metadata": {},
@@ -486,19 +486,19 @@
     {
      "data": {
       "text/markdown": [
-       "Hey! How's it going? What's on your mind?\n",
+       "Hey! How's it going?\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=16, prompt_tokens=8, total_tokens=24, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=10, prompt_tokens=8, total_tokens=18, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"Hey! How's it going? What's on your mind?\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=16, prompt_tokens=8, total_tokens=24, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"Hey! How's it going?\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=10, prompt_tokens=8, total_tokens=18, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "execution_count": null,
@@ -540,19 +540,19 @@
     {
      "data": {
       "text/markdown": [
-       "Hey! How's it going? What's on your mind?\n",
+       "Hey! How's it going?\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=16, prompt_tokens=8, total_tokens=24, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=10, prompt_tokens=8, total_tokens=18, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"Hey! How's it going? What's on your mind?\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=16, prompt_tokens=8, total_tokens=24, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"Hey! How's it going?\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=10, prompt_tokens=8, total_tokens=18, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "execution_count": null,
@@ -656,26 +656,28 @@
     {
      "data": {
       "text/markdown": [
-       "This image shows an adorable **Cavalier King Charles Spaniel puppy**! The puppy has the breed's characteristic features:\n",
+       "This adorable image shows a **Cavalier King Charles Spaniel puppy** with beautiful brown and white markings. The puppy has:\n",
        "\n",
-       "- **Coloring**: Beautiful brown (chestnut) and white markings\n",
-       "- **Big, expressive dark eyes** that are very soulful\n",
-       "- **Long, fluffy ears** with wavy fur\n",
-       "- **Sweet, gentle expression**\n",
+       "- Soft, fluffy fur with rich chestnut brown ears and patches\n",
+       "- A sweet white face with a brown patch around one eye\n",
+       "- An endearing, gentle expression\n",
+       "- The puppy appears to be lying on grass\n",
        "\n",
-       "The puppy is lying on grass with **purple flowers** (possibly asters or similar) in the background, making for a very charming portrait. The pup looks quite young, probably just a few months old, and has that irresistibly cute puppy face that Cavaliers are known for!\n",
+       "In the background, there are pretty **purple flowers** (possibly asters or similar blooms) that add a lovely natural setting to the portrait.\n",
+       "\n",
+       "It's a really charming photo that captures the sweet, gentle nature that Cavalier King Charles Spaniels are known for! 🐶💜\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=152, prompt_tokens=104, total_tokens=256, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=149, prompt_tokens=104, total_tokens=253, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"This image shows an adorable **Cavalier King Charles Spaniel puppy**! The puppy has the breed's characteristic features:\\n\\n- **Coloring**: Beautiful brown (chestnut) and white markings\\n- **Big, expressive dark eyes** that are very soulful\\n- **Long, fluffy ears** with wavy fur\\n- **Sweet, gentle expression**\\n\\nThe puppy is lying on grass with **purple flowers** (possibly asters or similar) in the background, making for a very charming portrait. The pup looks quite young, probably just a few months old, and has that irresistibly cute puppy face that Cavaliers are known for!\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=152, prompt_tokens=104, total_tokens=256, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"This adorable image shows a **Cavalier King Charles Spaniel puppy** with beautiful brown and white markings. The puppy has:\\n\\n- Soft, fluffy fur with rich chestnut brown ears and patches\\n- A sweet white face with a brown patch around one eye\\n- An endearing, gentle expression\\n- The puppy appears to be lying on grass\\n\\nIn the background, there are pretty **purple flowers** (possibly asters or similar blooms) that add a lovely natural setting to the portrait.\\n\\nIt's a really charming photo that captures the sweet, gentle nature that Cavalier King Charles Spaniels are known for! 🐶💜\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=149, prompt_tokens=104, total_tokens=253, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "execution_count": null,
@@ -1653,13 +1655,13 @@
     {
      "data": {
       "text/markdown": [
-       "I'll help you calculate both of those sums using the addition tool.\n",
+       "I'll help you calculate both of those additions using the available tool.\n",
        "\n",
-       "Let me break down what I'll do:\n",
+       "**What I'll do:**\n",
        "1. First calculation: 5478954793 + 547982745\n",
        "2. Second calculation: 5479749754 + 9875438979\n",
        "\n",
-       "Since these two calculations are independent of each other, I'll perform both in a single response.\n",
+       "Let me perform both calculations now:\n",
        "\n",
        "🔧 simple_add({\"a\": 5478954793, \"b\": 547982745})\n",
        "\n",
@@ -1673,12 +1675,12 @@
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `tool_calls`\n",
-       "- usage: `Usage(completion_tokens=215, prompt_tokens=659, total_tokens=874, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=199, prompt_tokens=659, total_tokens=858, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"I'll help you calculate both of those sums using the addition tool.\\n\\nLet me break down what I'll do:\\n1. First calculation: 5478954793 + 547982745\\n2. Second calculation: 5479749754 + 9875438979\\n\\nSince these two calculations are independent of each other, I'll perform both in a single response.\", role='assistant', tool_calls=[ChatCompletionMessageToolCall(index=1, function=Function(arguments='{\"a\": 5478954793, \"b\": 547982745}', name='simple_add'), id='toolu_012k9WZ73j5h76gzDsAagbRq', type='function'), ChatCompletionMessageToolCall(index=2, function=Function(arguments='{\"a\": 5479749754, \"b\": 9875438979}', name='simple_add'), id='toolu_01TDEYgEXUEsxksK46opA6AQ', type='function')], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=215, prompt_tokens=659, total_tokens=874, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"I'll help you calculate both of those additions using the available tool.\\n\\n**What I'll do:**\\n1. First calculation: 5478954793 + 547982745\\n2. Second calculation: 5479749754 + 9875438979\\n\\nLet me perform both calculations now:\", role='assistant', tool_calls=[ChatCompletionMessageToolCall(index=1, function=Function(arguments='{\"a\": 5478954793, \"b\": 547982745}', name='simple_add'), id='toolu_01AL34gYD47xiXrLmQZdRk9g', type='function'), ChatCompletionMessageToolCall(index=2, function=Function(arguments='{\"a\": 5479749754, \"b\": 9875438979}', name='simple_add'), id='toolu_01RBbTKbT1M387teGZtYgZTV', type='function')], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=199, prompt_tokens=659, total_tokens=858, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "metadata": {},
@@ -1736,11 +1738,11 @@
     {
      "data": {
       "text/plain": [
-       "[{'tool_call_id': 'toolu_012k9WZ73j5h76gzDsAagbRq',\n",
+       "[{'tool_call_id': 'toolu_01AL34gYD47xiXrLmQZdRk9g',\n",
        "  'role': 'tool',\n",
        "  'name': 'simple_add',\n",
        "  'content': '6026937538'},\n",
-       " {'tool_call_id': 'toolu_01TDEYgEXUEsxksK46opA6AQ',\n",
+       " {'tool_call_id': 'toolu_01RBbTKbT1M387teGZtYgZTV',\n",
        "  'role': 'tool',\n",
        "  'name': 'simple_add',\n",
        "  'content': '15355188733'}]"
@@ -1787,13 +1789,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "I'll help you calculate both of those sums using the addition tool.\n",
+      "I'll help you calculate both of those additions using the available tools.\n",
       "\n",
-      "Let me break down what I need to do:\n",
-      "1. Calculate 5478954793 + 547982745\n",
-      "2. Calculate 5479749754 + 9875438979\n",
+      "I need to calculate:\n",
+      "1. 5478954793 + 547982745\n",
+      "2. 5479749754 + 9875438979\n",
       "\n",
-      "Since these two calculations are independent of each other, I'll perform both additions in a single set of tool calls.\n",
+      "Since these are independent calculations, I'll perform both additions at once.\n",
       "🔧 simple_add\n",
       "\n",
       "🔧 simple_add\n"
@@ -1815,13 +1817,13 @@
     {
      "data": {
       "text/markdown": [
-       "I'll help you calculate both of those sums using the addition tool.\n",
+       "I'll help you calculate both of those additions using the available tools.\n",
        "\n",
-       "Let me break down what I need to do:\n",
-       "1. Calculate 5478954793 + 547982745\n",
-       "2. Calculate 5479749754 + 9875438979\n",
+       "I need to calculate:\n",
+       "1. 5478954793 + 547982745\n",
+       "2. 5479749754 + 9875438979\n",
        "\n",
-       "Since these two calculations are independent of each other, I'll perform both additions in a single set of tool calls.\n",
+       "Since these are independent calculations, I'll perform both additions at once.\n",
        "\n",
        "🔧 simple_add({\"a\": 5478954793, \"b\": 547982745})\n",
        "\n",
@@ -1835,12 +1837,12 @@
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5`\n",
        "- finish_reason: `tool_calls`\n",
-       "- usage: `Usage(completion_tokens=216, prompt_tokens=659, total_tokens=875, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None)`\n",
+       "- usage: `Usage(completion_tokens=199, prompt_tokens=659, total_tokens=858, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"I'll help you calculate both of those sums using the addition tool.\\n\\nLet me break down what I need to do:\\n1. Calculate 5478954793 + 547982745\\n2. Calculate 5479749754 + 9875438979\\n\\nSince these two calculations are independent of each other, I'll perform both additions in a single set of tool calls.\", role='assistant', tool_calls=[ChatCompletionMessageToolCall(function=Function(arguments='{\"a\": 5478954793, \"b\": 547982745}', name='simple_add'), id='toolu_017KZv5hZLu9cs2tKZYapJ9g', type='function'), ChatCompletionMessageToolCall(function=Function(arguments='{\"a\": 5479749754, \"b\": 9875438979}', name='simple_add'), id='toolu_01HXAc8CXXZVufMNxdJ33n9N', type='function')], function_call=None, provider_specific_fields=None))], usage=Usage(completion_tokens=216, prompt_tokens=659, total_tokens=875, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"I'll help you calculate both of those additions using the available tools.\\n\\nI need to calculate:\\n1. 5478954793 + 547982745\\n2. 5479749754 + 9875438979\\n\\nSince these are independent calculations, I'll perform both additions at once.\", role='assistant', tool_calls=[ChatCompletionMessageToolCall(function=Function(arguments='{\"a\": 5478954793, \"b\": 547982745}', name='simple_add'), id='toolu_01HpyerSS9TawyiPtpFvoRWX', type='function'), ChatCompletionMessageToolCall(function=Function(arguments='{\"a\": 5479749754, \"b\": 9875438979}', name='simple_add'), id='toolu_01CKdYfX7kKHcJi7wKmf6zLH', type='function')], function_call=None, provider_specific_fields=None))], usage=Usage(completion_tokens=199, prompt_tokens=659, total_tokens=858, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None))"
       ]
      },
      "execution_count": null,
@@ -1862,22 +1864,21 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠\n",
+      "🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠\n",
       "\n",
       "\n",
       "\n",
-      "# Solution\n",
+      "# Derivative Solution\n",
       "\n",
       "To find the derivative of **f(x) = x³ + 2x² - 5x + 1**, I'll apply the power rule to each term.\n",
       "\n",
-      "## Power Rule: d/dx(xⁿ) = n·xⁿ⁻¹\n",
+      "## Using the Power Rule: d/dx[xⁿ] = n·xⁿ⁻¹\n",
       "\n",
       "**Term by term:**\n",
-      "\n",
-      "1. d/dx(x³) = 3x²\n",
-      "2. d/dx(2x²) = 4x\n",
-      "3. d/dx(-5x) = -5\n",
-      "4. d/dx(1) = 0\n",
+      "- d/dx[x³] = 3x²\n",
+      "- d/dx[2x²] = 4x\n",
+      "- d/dx[-5x] = -5\n",
+      "- d/dx[1] = 0\n",
       "\n",
       "## Final Answer:\n",
       "**f'(x) = 3x² + 4x - 5**"
@@ -1900,18 +1901,17 @@
     {
      "data": {
       "text/markdown": [
-       "# Solution\n",
+       "# Derivative Solution\n",
        "\n",
        "To find the derivative of **f(x) = x³ + 2x² - 5x + 1**, I'll apply the power rule to each term.\n",
        "\n",
-       "## Power Rule: d/dx(xⁿ) = n·xⁿ⁻¹\n",
+       "## Using the Power Rule: d/dx[xⁿ] = n·xⁿ⁻¹\n",
        "\n",
        "**Term by term:**\n",
-       "\n",
-       "1. d/dx(x³) = 3x²\n",
-       "2. d/dx(2x²) = 4x\n",
-       "3. d/dx(-5x) = -5\n",
-       "4. d/dx(1) = 0\n",
+       "- d/dx[x³] = 3x²\n",
+       "- d/dx[2x²] = 4x\n",
+       "- d/dx[-5x] = -5\n",
+       "- d/dx[1] = 0\n",
        "\n",
        "## Final Answer:\n",
        "**f'(x) = 3x² + 4x - 5**\n",
@@ -1921,12 +1921,12 @@
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=329, prompt_tokens=67, total_tokens=396, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=149, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None)`\n",
+       "- usage: `Usage(completion_tokens=330, prompt_tokens=67, total_tokens=397, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=150, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"# Solution\\n\\nTo find the derivative of **f(x) = x³ + 2x² - 5x + 1**, I'll apply the power rule to each term.\\n\\n## Power Rule: d/dx(xⁿ) = n·xⁿ⁻¹\\n\\n**Term by term:**\\n\\n1. d/dx(x³) = 3x²\\n2. d/dx(2x²) = 4x\\n3. d/dx(-5x) = -5\\n4. d/dx(1) = 0\\n\\n## Final Answer:\\n**f'(x) = 3x² + 4x - 5**\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields=None, thinking_blocks=[{'type': 'thinking', 'thinking': \"This is a straightforward calculus problem asking for the derivative of a polynomial function.\\n\\nThe function is: f(x) = x³ + 2x² - 5x + 1\\n\\nUsing the power rule for derivatives: d/dx(xⁿ) = n·xⁿ⁻¹\\n\\nLet me find the derivative of each term:\\n- d/dx(x³) = 3x²\\n- d/dx(2x²) = 2·2x = 4x\\n- d/dx(-5x) = -5\\n- d/dx(1) = 0\\n\\nTherefore, the derivative is: f'(x) = 3x² + 4x - 5\", 'signature': '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'}], reasoning_content=\"This is a straightforward calculus problem asking for the derivative of a polynomial function.\\n\\nThe function is: f(x) = x³ + 2x² - 5x + 1\\n\\nUsing the power rule for derivatives: d/dx(xⁿ) = n·xⁿ⁻¹\\n\\nLet me find the derivative of each term:\\n- d/dx(x³) = 3x²\\n- d/dx(2x²) = 2·2x = 4x\\n- d/dx(-5x) = -5\\n- d/dx(1) = 0\\n\\nTherefore, the derivative is: f'(x) = 3x² + 4x - 5\"))], usage=Usage(completion_tokens=329, prompt_tokens=67, total_tokens=396, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=149, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"# Derivative Solution\\n\\nTo find the derivative of **f(x) = x³ + 2x² - 5x + 1**, I'll apply the power rule to each term.\\n\\n## Using the Power Rule: d/dx[xⁿ] = n·xⁿ⁻¹\\n\\n**Term by term:**\\n- d/dx[x³] = 3x²\\n- d/dx[2x²] = 4x\\n- d/dx[-5x] = -5\\n- d/dx[1] = 0\\n\\n## Final Answer:\\n**f'(x) = 3x² + 4x - 5**\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields=None, thinking_blocks=[{'type': 'thinking', 'thinking': \"This is a straightforward calculus problem asking for the derivative of a polynomial function.\\n\\nThe function is: f(x) = x³ + 2x² - 5x + 1\\n\\nTo find the derivative, I'll use the power rule: d/dx[xⁿ] = n·xⁿ⁻¹\\n\\nTaking the derivative of each term:\\n- d/dx[x³] = 3x²\\n- d/dx[2x²] = 2·(2x) = 4x\\n- d/dx[-5x] = -5\\n- d/dx[1] = 0\\n\\nTherefore, f'(x) = 3x² + 4x - 5\", 'signature': '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'}], reasoning_content=\"This is a straightforward calculus problem asking for the derivative of a polynomial function.\\n\\nThe function is: f(x) = x³ + 2x² - 5x + 1\\n\\nTo find the derivative, I'll use the power rule: d/dx[xⁿ] = n·xⁿ⁻¹\\n\\nTaking the derivative of each term:\\n- d/dx[x³] = 3x²\\n- d/dx[2x²] = 2·(2x) = 4x\\n- d/dx[-5x] = -5\\n- d/dx[1] = 0\\n\\nTherefore, f'(x) = 3x² + 4x - 5\"))], usage=Usage(completion_tokens=330, prompt_tokens=67, total_tokens=397, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=150, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None))"
       ]
      },
      "execution_count": null,
@@ -2000,7 +2000,7 @@
     {
      "data": {
       "text/plain": [
-       "President(first='Thomas', last='Jefferson', spouse='Martha Wayles Skelton Jefferson', years_in_office='1801-1809', birthplace='Shadwell', birth_year=1743)"
+       "President(first='Thomas', last='Jefferson', spouse='Martha Wayles Skelton', years_in_office='1801-1809', birthplace='Shadwell', birth_year=1743)"
       ]
      },
      "execution_count": null,
@@ -2080,25 +2080,26 @@
     {
      "data": {
       "text/markdown": [
-       "Otters are carnivorous mammals in the subfamily Lutrinae, with 14 extant species that are all semiaquatic. They're found on every continent except Australia and Antarctica.\n",
+       "Otters are aquatic mammals from the weasel family found on every continent except Australia and Antarctica. There are thirteen different species, ranging from the Asian small-clawed otter (the smallest) to the giant otter and sea otter (the largest).\n",
        "\n",
-       "Otters are distinguished by their long, slim bodies, powerful webbed feet for swimming, and their dense fur, which keeps them warm and buoyant in water. In fact, otters have the densest fur of any animal—as many as a million hairs per square inch in places.\n",
+       "They have long, slim bodies, powerful webbed feet for swimming, and dense fur that keeps them warm and buoyant. In fact, otters have the densest fur of any animal—as many as a million hairs per square inch. \n",
        "\n",
-       "They are playful animals, engaging in activities like sliding into water on natural slides and playing with stones. All otters are expert hunters that eat fish, crustaceans, and other critters. Sea otters are particularly clever, using rocks to help them open mussels or other shellfish by placing a rock on their chests and smashing the shellfish against it.\n",
+       "All otters are expert hunters that eat fish, crustaceans, and other critters. They are playful animals, engaging in activities like sliding into water on natural slides. They can stay underwater for up to four minutes, with otters living up to 16 years.\n",
+       "\n",
+       "🔧 web_search({\"query\": \"otters facts\"})\n",
        "\n",
-       "They can live up to 16 years, and include species ranging from the Asian small-clawed otter (the smallest) to the giant otter and sea otter (the largest).\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=440, prompt_tokens=16651, total_tokens=17091, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), server_tool_use=ServerToolUse(web_search_requests=1), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=357, prompt_tokens=13381, total_tokens=13738, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), server_tool_use=ServerToolUse(web_search_requests=1, tool_search_requests=None), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"Otters are carnivorous mammals in the subfamily Lutrinae, with 14 extant species that are all semiaquatic. They're found on every continent except Australia and Antarctica.\\n\\nOtters are distinguished by their long, slim bodies, powerful webbed feet for swimming, and their dense fur, which keeps them warm and buoyant in water. In fact, otters have the densest fur of any animal—as many as a million hairs per square inch in places.\\n\\nThey are playful animals, engaging in activities like sliding into water on natural slides and playing with stones. All otters are expert hunters that eat fish, crustaceans, and other critters. Sea otters are particularly clever, using rocks to help them open mussels or other shellfish by placing a rock on their chests and smashing the shellfish against it.\\n\\nThey can live up to 16 years, and include species ranging from the Asian small-clawed otter (the smallest) to the giant otter and sea otter (the largest).\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': [[{'type': 'web_search_result_location', 'cited_text': 'Otters are carnivorous mammals in the subfamily Lutrinae. The 14 extant otter species are all semiaquatic, both freshwater and marine. ', 'url': 'https://en.wikipedia.org/wiki/Otter', 'title': 'Otter - Wikipedia', 'encrypted_index': 'EpEBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDPhp4wuMLBPpkzvdqhoMt61kca3Ci3Bk2vucIjA5/jSHWV1T6RVvm5w1DBqUVD+imn3dwb8iWgw2n7Em4LDyVLWwrshxvOCFLZAUm2IqFeSyRH5fJmyP5sI1l0DGXFHn7KdaDBgE', 'supported_text': 'carnivorous mammals in the subfamily Lutrinae, with 14 extant species that are all semiaquatic'}], [{'type': 'web_search_result_location', 'cited_text': 'The charismatic otter, a member of the weasel family, is found on every continent except Australia and Antarctica. ', 'url': 'https://www.nationalgeographic.com/animals/mammals/facts/otters-1', 'title': 'Otters, facts and information | National Geographic', 'encrypted_index': 'EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDA1XI2UXozbN61Cu3xoMUesO93x/sVb1TrrfIjBD8Pb78ap+6Nb7yA9a7DZDahM3tWpdo3+J+kZpR1mfmQJabxHOOKNgY6ZrtluRzH8qFBBHjBNEtEiKMJt+/CX7jd/HCfklGAQ=', 'supported_text': \"They're found on every continent except Australia and Antarctica\"}], [{'type': 'web_search_result_location', 'cited_text': 'Otters are distinguished by their long, slim bodies, powerful webbed feet for swimming, and their dense fur, which keeps them warm and buoyant in wate...', 'url': 'https://en.wikipedia.org/wiki/Otter', 'title': 'Otter - Wikipedia', 'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDH4C3U9j67rgb2OJnRoMVSp3beZDlABjsadbIjDx8kg3gPXNDrG/sqYVaTuYGwg1XBnMrhIpUM/fascBtWzAUl+dnGkSmbuwL98nHwQqE4Ga4NtF/jHWwxihz4izmHFUVLsYBA==', 'supported_text': 'Otters are distinguished by their long, slim bodies, powerful webbed feet for swimming, and their dense fur, which keeps them warm and buoyant in water'}], [{'type': 'web_search_result_location', 'cited_text': 'Otters have the densest fur of any animal—as many as a million hairs per square inch in places. ', 'url': 'https://www.nationalgeographic.com/animals/mammals/facts/otters-1', 'title': 'Otters, facts and information | National Geographic', 'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDI62gcDwHg78HuXbaxoM4rhLa2DGWz8szqUlIjCISFNW3mcsltnwpuAm+CJyV/KVYv1scrIHjO4MspJ712erlTwjfkh+ZrZMIt174PYqE8vhi4A8SnQnFJbOj2PeS9DN+fgYBA==', 'supported_text': 'otters have the densest fur of any animal—as many as a million hairs per square inch in places'}], [{'type': 'web_search_result_location', 'cited_text': 'They are playful animals, engaging in activities like sliding into water on natural slides and playing with stones. ', 'url': 'https://en.wikipedia.org/wiki/Otter', 'title': 'Otter - Wikipedia', 'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDEpb2h5a8/VfZfYOfxoMmWgUANcS8vEvhJIfIjCM+fyLY0nIxWgQSfHLp3LOC0GOvFR2zFhCMuwUCUJ3lF678joxXm8I6ndG4Ci9EHoqE7PM3505iDXe8moG5jbrHD9lofEYBA==', 'supported_text': 'They are playful animals, engaging in activities like sliding into water on natural slides and playing with stones'}], [{'type': 'web_search_result_location', 'cited_text': 'All otters are expert hunters that eat fish, crustaceans, and other critters. ', 'url': 'https://www.nationalgeographic.com/animals/mammals/facts/otters-1', 'title': 'Otters, facts and information | National Geographic', 'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDHRNubA3bWcDTrprwBoM0w+toFRofDMv8DuXIjCbTzryO5DLeis7YNuhyU1NGoBGlS4ekUyNpRYTCvck4q8FqkRu2ZliS99RBSJMm1MqE4sRFlVCsEVMZpp6cqLE/iy4I+0YBA==', 'supported_text': 'All otters are expert hunters that eat fish, crustaceans, and other critters'}], [{'type': 'web_search_result_location', 'cited_text': 'While floating on their backs, sea otters not only nap, but also use rocks to help them open mussels or other shellfish. Otters place a rock on their ...', 'url': 'https://kids.nationalgeographic.com/animals/mammals/facts/sea-otter', 'title': 'Sea Otter - Animal profile, pictures, facts, range map | National Geographic Kids', 'encrypted_index': 'EpEBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDOTyPgsWh2F9LqUoXxoMbuY5w/8I7z8D/Y/wIjDGk/Gr5tQgDf+XhIdMAUCb9FvWeJSVfYA3UZcLj9NJfDrTqNaITIT5kxavUbbpWxIqFf+dSrqr1QW7UnIYdVrSZx1aL9BX6xgE', 'supported_text': 'using rocks to help them open mussels or other shellfish by placing a rock on their chests and smashing the shellfish against it'}], [{'type': 'web_search_result_location', 'cited_text': 'They can live up to 16 years, with their diet mainly consisting of fish and sometimes frogs, birds, or shellfish, depending on the species. ', 'url': 'https://en.wikipedia.org/wiki/Otter', 'title': 'Otter - Wikipedia', 'encrypted_index': 'EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDK6WD0xh3RfEvioJMBoMcPwllW35WihbE85fIjDQbeZEhHScByRsjF41WrPE6tccdGrvRIRLVmC4GH/L42Yu9AviomOUH4ZPD8eGNwIqFBvHtpsbrbcPDxCuAtsdGodTPjQaGAQ=', 'supported_text': 'They can live up to 16 years'}], [{'type': 'web_search_result_location', 'cited_text': 'The Asian small-clawed otter is the smallest otter species and the giant otter and sea otter are the largest. ', 'url': 'https://en.wikipedia.org/wiki/Otter', 'title': 'Otter - Wikipedia', 'encrypted_index': 'EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDPL9K3pNyyr1xEckOBoMau8BVGDthVaCxv7QIjBKtI794vfUecRrYPPwZkcCfi/JFCWcXZnEO/2uWjjJL8LUWqq0rYZHsLeCU4oYpWsqFCgyvSy+8U5nh9Yt+9ohNXWeJQNoGAQ=', 'supported_text': 'the Asian small-clawed otter (the smallest) to the giant otter and sea otter (the largest)'}]], 'thinking_blocks': None}))], usage=Usage(completion_tokens=440, prompt_tokens=16651, total_tokens=17091, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), server_tool_use=ServerToolUse(web_search_requests=1), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Otters are aquatic mammals from the weasel family found on every continent except Australia and Antarctica. There are thirteen different species, ranging from the Asian small-clawed otter (the smallest) to the giant otter and sea otter (the largest).\\n\\nThey have long, slim bodies, powerful webbed feet for swimming, and dense fur that keeps them warm and buoyant. In fact, otters have the densest fur of any animal—as many as a million hairs per square inch. \\n\\nAll otters are expert hunters that eat fish, crustaceans, and other critters. They are playful animals, engaging in activities like sliding into water on natural slides. They can stay underwater for up to four minutes, with otters living up to 16 years.', role='assistant', tool_calls=[ChatCompletionMessageToolCall(index=0, function=Function(arguments='{\"query\": \"otters facts\"}', name='web_search'), id='srvtoolu_01JKGbTuD2aDkpar3xgkFAFX', type='function')], function_call=None, provider_specific_fields={'citations': [[{'type': 'web_search_result_location', 'cited_text': 'Thirteen different species exist around the globe. ', 'url': 'https://www.doi.gov/blog/12-facts-about-otters-sea-otter-awareness-week', 'title': '12 Facts About Otters for Sea Otter Awareness Week | U.S. Department of the Interior', 'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDGvCuNuJ3CUXMWu5wRoMycS+Rkq7I/khdKMNIjBPxPXQ5Tt0mjo7IWtBtPTE53ELsTXga9H6IysB0PmwbLIW+LiP8XRmyGjhNiBKkGYqE8CQrY1wj2lgCJfCDJZ0K7a8S0IYBA==', 'supported_text': 'There are thirteen different species'}], [{'type': 'web_search_result_location', 'cited_text': 'The Asian small-clawed otter is the smallest otter species and the giant otter and sea otter are the largest. ', 'url': 'https://en.wikipedia.org/wiki/Otter', 'title': 'Otter - Wikipedia', 'encrypted_index': 'EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDKXBnF1YfQTjerkfnhoMLVvfzEJLC2APURgOIjAObnOF1a/pE3engjTuwQHGPD5rfayQnzrllJWqSwLO0qQ2GoNHcPlJ0ZY9d3/Dqu4qFI6eT76vA0RzZ7dLJ1C45WOz9+4DGAQ=', 'supported_text': 'the Asian small-clawed otter (the smallest) to the giant otter and sea otter (the largest)'}], [{'type': 'web_search_result_location', 'cited_text': 'Otters are distinguished by their long, slim bodies, powerful webbed feet for swimming, and their dense fur, which keeps them warm and buoyant in wate...', 'url': 'https://en.wikipedia.org/wiki/Otter', 'title': 'Otter - Wikipedia', 'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDBZxLovUJoRq+AZLmRoMutKrSFwv7o3YoBuEIjCVv6cO1GeZNJQa/x6w8+KoQZhFtYquBQNx1RIcx3wbrizX2iyMu2Wia2i7JDrKdLMqE1E23Bixyqj3VRD74cyPxFOFnPgYBA==', 'supported_text': 'They have long, slim bodies, powerful webbed feet for swimming, and dense fur that keeps them warm and buoyant'}], [{'type': 'web_search_result_location', 'cited_text': 'Otters have the densest fur of any animal—as many as a million hairs per square inch in places. ', 'url': 'https://www.nationalgeographic.com/animals/mammals/facts/otters-1', 'title': 'Otters, facts and information | National Geographic', 'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDP/QydvuLytAr8IBGxoMMb7v7bku928J7XyjIjBaAF+sNqdVZVUyex3hZwU4U1A73003njonB9qTeTwdTpXfGi8Lmjf2lBjoArYrjjIqEyFDUJH2D3t7MbjDXBHO/MgJDsYYBA==', 'supported_text': 'otters have the densest fur of any animal—as many as a million hairs per square inch'}], [{'type': 'web_search_result_location', 'cited_text': 'All otters are expert hunters that eat fish, crustaceans, and other critters. ', 'url': 'https://www.nationalgeographic.com/animals/mammals/facts/otters-1', 'title': 'Otters, facts and information | National Geographic', 'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDMhVzhGVo8fmGA5q4BoMDQ4VsRcWNTMbe4lbIjAmI6JKoZktU17GPTqcKqkt3s3Bp9GlEi+DLqVFfuK7Xxs8eAeLnpHHeDGfQmr/4ZsqEw/Cfx2DalMDfgq/W4GgdKrPjjUYBA==', 'supported_text': 'All otters are expert hunters that eat fish, crustaceans, and other critters'}], [{'type': 'web_search_result_location', 'cited_text': 'They are playful animals, engaging in activities like sliding into water on natural slides and playing with stones.', 'url': 'https://en.wikipedia.org/wiki/Otter', 'title': 'Otter - Wikipedia', 'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDOhCelv8DEZI7R25XxoM1toYhTxODg9Sxb/7IjCSen4x/IZcYWYMcGsSj+ucphPa5Ty27VYRIlsbaf3XjSL4Fh0FRU5ndhIhwzXHgu8qE/ND8DbL3WfD6Z0XvSSZKqu8h0YYBA==', 'supported_text': 'They are playful animals, engaging in activities like sliding into water on natural slides'}], [{'type': 'web_search_result_location', 'cited_text': 'They can stay underwater for up to four minutes. ', 'url': 'https://kids.nationalgeographic.com/animals/mammals/facts/river-otter', 'title': 'River Otter | National Geographic Kids', 'encrypted_index': 'EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDArJJbw9IAftVeK1nBoMkLt6+9euFAfmIyFsIjDP9V6GGqebpKzNwVVoFJ9w+9SnWl6lY/uM2mZYVsCcEXD9691rxTuwg9cCsp1uOSwqFHal9nRjU8UvsDcpFKK3+xU0nUEIGAQ=', 'supported_text': 'They can stay underwater for up to four minutes'}], [{'type': 'web_search_result_location', 'cited_text': 'Otters live up to 16 years; they are by nature playful, and frolic in the water with their pups.', 'url': 'https://en.wikipedia.org/wiki/Otter', 'title': 'Otter - Wikipedia', 'encrypted_index': 'EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDO8hWZ2TbxUlWywQ4RoMRNqTzuY1yr4BPyl6IjAb+Vg8rRREvpsFJuGt/p7MbSevbyjYd020J5SGh2e8wP7WtEjqxsWamzicoXcP5TUqFDBlMGOLHSvi/UF5yCs2m0egwmT0GAQ=', 'supported_text': 'otters living up to 16 years'}]], 'thinking_blocks': None}))], usage=Usage(completion_tokens=357, prompt_tokens=13381, total_tokens=13738, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), server_tool_use=ServerToolUse(web_search_requests=1, tool_search_requests=None), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "execution_count": null,
@@ -2112,6 +2113,159 @@
     "r"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "3011e742",
+   "metadata": {},
+   "source": [
+    "Currently there is a bug with Anthropic web search, where it is returned as a custom tool call that needs to be invoked. Here is an [open issue](https://github.com/BerriAI/litellm/issues/17254). We'll filter any `ServerToolUseBlock` from `.tool_calls`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9f5a2425",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#| export\n",
+    "def _filter_srvtools(tcs): return L(tcs).filter(lambda o: not o.id.startswith('srvtoolu_')) if tcs else None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "23d8bfcf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "m = r.choices[0].message\n",
+    "test_eq(len(_filter_srvtools(m.tool_calls)), 0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dd2bc1a9",
+   "metadata": {},
+   "source": [
+    "Another issue is the trailing '{}' in the function arguments with `stream=True`. This causes a JSON decoding error in the next turn, so we need to strip:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "72f539aa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def _strip_trail(s): return s.replace('{}', '')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "65a5aec4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fargs = '{\"query\": \"otters facts information\"}'\n",
+    "test_eq(_strip_trail(fargs+'{}{}'), fargs)\n",
+    "test_eq(_strip_trail('{}'+fargs+'{}{}{}'), fargs)\n",
+    "test_eq(_strip_trail('{}'), '')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4dd23ec6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def _strip_fargs(tcs):\n",
+    "    if not tcs: return\n",
+    "    for tc in tcs:\n",
+    "        if args := nested_idx(tc, 'function', 'arguments'):\n",
+    "            tc['function']['arguments'] = args.replace('{}', '')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "17676ffe",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tcs = [ChatCompletionMessageToolCall(index=0, function=Function(arguments=fargs+'{}{}', name='web_search'), id='srvtoolu_100000', type='function')]\n",
+    "_strip_fargs(tcs)\n",
+    "test_eq(tcs[0].function.arguments, fargs)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b77e7439",
+   "metadata": {},
+   "source": [
+    "There is actually another issue, when there's only a server tool use (no client-side tool), completions work. However, when there's a mix of server tools and client tools in the same response an Anthropic error is raised. This might be related to litellm translation from openai compatible format to Anhtropic.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "82f1a3e7",
+   "metadata": {},
+   "source": [
+    "To avoid this issue we should strip server tool use from `tool_calls` when there is a mix of tools:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6e1f2895",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def _strip_srvtools(tcs):\n",
+    "    \"Filter out server tools only when there's a mix of server and client tools\"\n",
+    "    if not tcs: return tcs\n",
+    "    srv = L(tcs).filter(lambda o: o.id.startswith('srvtoolu_'))\n",
+    "    client = L(tcs).filter(lambda o: not o.id.startswith('srvtoolu_'))\n",
+    "    return list(client) if srv and client else tcs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3c25a9f2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "srv_tc, client_tc = (ChatCompletionMessageToolCall(function=Function(arguments='{}', name='web_search'), id='srvtoolu_123', type='function'),\n",
+    "                     ChatCompletionMessageToolCall(function=Function(arguments='{\"a\":1,\"b\":2}', name='simple_add'), id='toolu_456', type='function'))\n",
+    "test_eq(_strip_srvtools([srv_tc]), [srv_tc])\n",
+    "test_eq(_strip_srvtools([client_tc]), [client_tc])\n",
+    "test_eq(_strip_srvtools([srv_tc, client_tc]), [client_tc])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ccddb808",
+   "metadata": {},
+   "source": [
+    "Keeping even a single server tool call in `tool_call` causes an issue in the next turn, throwing a call response not found error:\n",
+    "    \n",
+    "```\n",
+    "`tool_use` ids were found without `tool_result` blocks immediately after: srvtoolu_01AQnDc29pQaynmttMCch4TZ. Each `tool_use` block must have a corresponding `tool_result` block in the next message.\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "33ec3cf2",
+   "metadata": {},
+   "source": [
+    "So the fix is to `_filter_srvtools` from the history."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "e1af925d",
@@ -2140,11 +2294,11 @@
      "data": {
       "text/plain": [
        "[{'type': 'web_search_result_location',\n",
-       "  'cited_text': 'Otters are carnivorous mammals in the subfamily Lutrinae. The 14 extant otter species are all semiaquatic, both freshwater and marine. ',\n",
-       "  'url': 'https://en.wikipedia.org/wiki/Otter',\n",
-       "  'title': 'Otter - Wikipedia',\n",
-       "  'encrypted_index': 'EpEBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDPhp4wuMLBPpkzvdqhoMt61kca3Ci3Bk2vucIjA5/jSHWV1T6RVvm5w1DBqUVD+imn3dwb8iWgw2n7Em4LDyVLWwrshxvOCFLZAUm2IqFeSyRH5fJmyP5sI1l0DGXFHn7KdaDBgE',\n",
-       "  'supported_text': 'carnivorous mammals in the subfamily Lutrinae, with 14 extant species that are all semiaquatic'}]"
+       "  'cited_text': 'Thirteen different species exist around the globe. ',\n",
+       "  'url': 'https://www.doi.gov/blog/12-facts-about-otters-sea-otter-awareness-week',\n",
+       "  'title': '12 Facts About Otters for Sea Otter Awareness Week | U.S. Department of the Interior',\n",
+       "  'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDGvCuNuJ3CUXMWu5wRoMycS+Rkq7I/khdKMNIjBPxPXQ5Tt0mjo7IWtBtPTE53ELsTXga9H6IysB0PmwbLIW+LiP8XRmyGjhNiBKkGYqE8CQrY1wj2lgCJfCDJZ0K7a8S0IYBA==',\n",
+       "  'supported_text': 'There are thirteen different species'}]"
       ]
      },
      "execution_count": null,
@@ -2193,23 +2347,24 @@
     {
      "data": {
       "text/markdown": [
-       "Otters are [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") carnivorous mammals in the subfamily Lutrinae, part of [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") the Mustelidae family, which includes weasels, badgers, mink, and wolverines. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") The 14 extant otter species are all semiaquatic, both freshwater and marine.\n",
+       "Otters are aquatic mammals in the weasel family found on every continent except Australia and Antarctica. [*](https://www.doi.gov/blog/12-facts-about-otters-sea-otter-awareness-week \"12 Facts About Otters for Sea Otter Awareness Week | U.S. Department of the Interior\") There are thirteen different species, ranging from [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") the Asian small-clawed otter (the smallest) to the giant otter and sea otter (the largest).\n",
+       "\n",
+       "[*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") Otters are distinguished by their long, slim bodies, powerful webbed feet for swimming, and their dense fur — in fact, [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") otters have the densest fur of any animal—as many as a million hairs per square inch. They're [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") expert hunters that eat fish, crustaceans, and other critters, and [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") are playful animals, engaging in activities like sliding into water on natural slides. [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") Sea otters use rocks as tools, floating on their backs and smashing mollusks against rocks on their chests to open them.\n",
        "\n",
-       "They have [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") long, slim bodies and relatively short limbs, with [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") powerful webbed feet used to swim, and seal-like abilities for holding breath underwater. [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") Otters have the densest fur of any animal—as many as a million hairs per square inch in places.\n",
+       "🔧 web_search({\"query\": \"otters facts\"}{}{}{}{}{}{}{})\n",
        "\n",
-       "[*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") All otters are expert hunters that eat fish, crustaceans, and other critters. They're known for being [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") playful animals, engaging in activities like sliding into water on natural slides and playing with stones. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") Otters live up to 16 years, and [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") baby otters, called pups or kittens, stay with their mothers until they're up to a year old.\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=424, prompt_tokens=13772, total_tokens=14196, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None)`\n",
+       "- usage: `Usage(completion_tokens=342, prompt_tokens=13381, total_tokens=13723, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Otters are [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") carnivorous mammals in the subfamily Lutrinae, part of [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") the Mustelidae family, which includes weasels, badgers, mink, and wolverines. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") The 14 extant otter species are all semiaquatic, both freshwater and marine.\\n\\nThey have [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") long, slim bodies and relatively short limbs, with [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") powerful webbed feet used to swim, and seal-like abilities for holding breath underwater. [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") Otters have the densest fur of any animal—as many as a million hairs per square inch in places.\\n\\n[*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") All otters are expert hunters that eat fish, crustaceans, and other critters. They\\'re known for being [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") playful animals, engaging in activities like sliding into water on natural slides and playing with stones. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") Otters live up to 16 years, and [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") baby otters, called pups or kittens, stay with their mothers until they\\'re up to a year old.', role='assistant', tool_calls=[], function_call=None, provider_specific_fields=None))], usage=Usage(completion_tokens=424, prompt_tokens=13772, total_tokens=14196, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Otters are aquatic mammals in the weasel family found on every continent except Australia and Antarctica. [*](https://www.doi.gov/blog/12-facts-about-otters-sea-otter-awareness-week \"12 Facts About Otters for Sea Otter Awareness Week | U.S. Department of the Interior\") There are thirteen different species, ranging from [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") the Asian small-clawed otter (the smallest) to the giant otter and sea otter (the largest).\\n\\n[*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") Otters are distinguished by their long, slim bodies, powerful webbed feet for swimming, and their dense fur — in fact, [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") otters have the densest fur of any animal—as many as a million hairs per square inch. They\\'re [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") expert hunters that eat fish, crustaceans, and other critters, and [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") are playful animals, engaging in activities like sliding into water on natural slides. [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") Sea otters use rocks as tools, floating on their backs and smashing mollusks against rocks on their chests to open them.', role='assistant', tool_calls=[ChatCompletionMessageToolCall(function=Function(arguments='{\"query\": \"otters facts\"}{}{}{}{}{}{}{}', name='web_search'), id='srvtoolu_018GXxVtNrzeHbTqtAGnJ3Qp', type='function')], function_call=None, provider_specific_fields=None))], usage=Usage(completion_tokens=342, prompt_tokens=13381, total_tokens=13723, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None))"
       ]
      },
      "execution_count": null,
@@ -2349,6 +2504,7 @@
     "            res = yield from stream_with_complete(res,postproc=cite_footnotes)\n",
     "        m = contents(res)\n",
     "        if prefill: m.content = prefill + m.content\n",
+    "        m.tool_calls = _filter_srvtools(m.tool_calls)\n",
     "        self.hist.append(m)\n",
     "        yield res\n",
     "\n",
@@ -2454,19 +2610,19 @@
     {
      "data": {
       "text/markdown": [
-       "Your name is Rens! You told me that when you introduced yourself.\n",
+       "Your name is Rens! You told me that when you introduced yourself at the start of our conversation.\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=19, prompt_tokens=42, total_tokens=61, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=25, prompt_tokens=42, total_tokens=67, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Your name is Rens! You told me that when you introduced yourself.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=19, prompt_tokens=42, total_tokens=61, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Your name is Rens! You told me that when you introduced yourself at the start of our conversation.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=25, prompt_tokens=42, total_tokens=67, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "execution_count": null,
@@ -2500,7 +2656,7 @@
        "[{'role': 'user', 'content': 'Hey my name is Rens'},\n",
        " Message(content='Hey Rens! Nice to meet you. How can I help you today?', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}),\n",
        " {'role': 'user', 'content': 'Whats my name'},\n",
-       " Message(content='Your name is Rens! You told me that when you introduced yourself.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None})]"
+       " Message(content='Your name is Rens! You told me that when you introduced yourself at the start of our conversation.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None})]"
       ]
      },
      "execution_count": null,
@@ -2529,19 +2685,19 @@
     {
      "data": {
       "text/markdown": [
-       "Your name is Rens! You've asked me a couple times now - is everything okay? 😊\n",
+       "Your name is Rens! You've asked me a couple times now - just checking if I'm paying attention? 😊\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=26, prompt_tokens=70, total_tokens=96, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=30, prompt_tokens=76, total_tokens=106, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"Your name is Rens! You've asked me a couple times now - is everything okay? 😊\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=26, prompt_tokens=70, total_tokens=96, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"Your name is Rens! You've asked me a couple times now - just checking if I'm paying attention? 😊\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=30, prompt_tokens=76, total_tokens=106, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "execution_count": null,
@@ -2628,9 +2784,9 @@
      "text": [
       "{'role': 'user', 'content': 'What is 5 + 7? Use the tool to calculate it.'}\n",
       "\n",
-      "Message(content=None, role='assistant', tool_calls=[{'index': 0, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_01T7s3BS197qHzgBKAiNV1uQ', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None})\n",
+      "Message(content=None, role='assistant', tool_calls=[{'index': 0, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_01DYJHb2sVcaxKbLtZum3vsr', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None})\n",
       "\n",
-      "{'tool_call_id': 'toolu_01T7s3BS197qHzgBKAiNV1uQ', 'role': 'tool', 'name': 'simple_add', 'content': '12'}\n",
+      "{'tool_call_id': 'toolu_01DYJHb2sVcaxKbLtZum3vsr', 'role': 'tool', 'name': 'simple_add', 'content': '12'}\n",
       "\n",
       "{'role': 'assistant', 'content': 'You have no more tool uses. Please summarize your findings. If you did not complete your goal please tell the user what further work needs to be done so they can choose how best to proceed.'}\n",
       "\n",
@@ -3203,19 +3359,19 @@
     {
      "data": {
       "text/markdown": [
-       "The answer is **12**. 5 + 7 = 12.\n",
+       "5 + 7 = **12**\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=21, prompt_tokens=812, total_tokens=833, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=13, prompt_tokens=812, total_tokens=825, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='The answer is **12**. 5 + 7 = 12.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=21, prompt_tokens=812, total_tokens=833, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='5 + 7 = **12**', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=13, prompt_tokens=812, total_tokens=825, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "execution_count": null,
@@ -3245,7 +3401,7 @@
       "\n",
       "{'tool_call_id': 'toolu_fU25035HyRrY03K6JBO94XfLE', 'role': 'tool', 'name': 'simple_add', 'content': '13'}\n",
       "\n",
-      "Message(content='The answer is **12**. 5 + 7 = 12.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None})\n",
+      "Message(content='5 + 7 = **12**', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None})\n",
       "\n"
      ]
     }
@@ -3312,19 +3468,19 @@
        "\n",
        "An \"ate\" with great figure! 💪\n",
        "\n",
-       "(Okay, that one was a bit of a stretch... much like the number 8 lying on its side to become the infinity symbol ∞!)\n",
+       "(Get it? Because 8 already has a great figure with those curves!)\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=116, prompt_tokens=774, total_tokens=890, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=100, prompt_tokens=774, total_tokens=874, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Here\\'s a joke based on the number 8:\\n\\nWhy was 6 afraid of 7?\\n\\nBecause 7 8 (ate) 9!\\n\\nBut since we got 8 as our answer, here\\'s another one:\\n\\nWhat do you call an 8 that\\'s been working out?\\n\\nAn \"ate\" with great figure! 💪\\n\\n(Okay, that one was a bit of a stretch... much like the number 8 lying on its side to become the infinity symbol ∞!)', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=116, prompt_tokens=774, total_tokens=890, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Here\\'s a joke based on the number 8:\\n\\nWhy was 6 afraid of 7?\\n\\nBecause 7 8 (ate) 9!\\n\\nBut since we got 8 as our answer, here\\'s another one:\\n\\nWhat do you call an 8 that\\'s been working out?\\n\\nAn \"ate\" with great figure! 💪\\n\\n(Get it? Because 8 already has a great figure with those curves!)', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=100, prompt_tokens=774, total_tokens=874, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "execution_count": null,
@@ -3347,8 +3503,8 @@
      "data": {
       "text/plain": [
        "[{'role': 'user', 'content': \"What's 5 + 3? Use the `simple_add` tool.\"},\n",
-       " Message(content=None, role='assistant', tool_calls=[{'index': 0, 'function': {'arguments': '{\"a\": 5, \"b\": 3}', 'name': 'simple_add'}, 'id': 'toolu_01VCv3KiHsdFmQWipWta5iPb', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}),\n",
-       " {'tool_call_id': 'toolu_01VCv3KiHsdFmQWipWta5iPb',\n",
+       " Message(content=None, role='assistant', tool_calls=[{'index': 0, 'function': {'arguments': '{\"a\": 5, \"b\": 3}', 'name': 'simple_add'}, 'id': 'toolu_01L46dk1hfnihdnpvJSzyVWQ', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}),\n",
+       " {'tool_call_id': 'toolu_01L46dk1hfnihdnpvJSzyVWQ',\n",
        "  'role': 'tool',\n",
        "  'name': 'simple_add',\n",
        "  'content': '8'},\n",
@@ -3356,7 +3512,7 @@
        "  'content': 'You have no more tool uses. Please summarize your findings. If you did not complete your goal please tell the user what further work needs to be done so they can choose how best to proceed.'},\n",
        " Message(content='\\n\\nThe result of 5 + 3 is **8**.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}),\n",
        " {'role': 'user', 'content': 'Now, tell me a joke based on that result.'},\n",
-       " Message(content='Here\\'s a joke based on the number 8:\\n\\nWhy was 6 afraid of 7?\\n\\nBecause 7 8 (ate) 9!\\n\\nBut since we got 8 as our answer, here\\'s another one:\\n\\nWhat do you call an 8 that\\'s been working out?\\n\\nAn \"ate\" with great figure! 💪\\n\\n(Okay, that one was a bit of a stretch... much like the number 8 lying on its side to become the infinity symbol ∞!)', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None})]"
+       " Message(content='Here\\'s a joke based on the number 8:\\n\\nWhy was 6 afraid of 7?\\n\\nBecause 7 8 (ate) 9!\\n\\nBut since we got 8 as our answer, here\\'s another one:\\n\\nWhat do you call an 8 that\\'s been working out?\\n\\nAn \"ate\" with great figure! 💪\\n\\n(Get it? Because 8 already has a great figure with those curves!)', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None})]"
       ]
      },
      "execution_count": null,
@@ -3387,30 +3543,29 @@
       "text/markdown": [
        "# Image Description\n",
        "\n",
-       "This adorable image shows a **Cavalier King Charles Spaniel puppy** with the classic Blenheim coloring (chestnut brown and white markings). \n",
+       "This adorable image shows a **Cavalier King Charles Spaniel puppy** with the classic Blenheim coloring (chestnut and white markings). \n",
        "\n",
-       "**Key features visible:**\n",
-       "- Large, expressive dark eyes\n",
-       "- Soft, fluffy ears with reddish-brown fur\n",
-       "- White blaze down the center of the face\n",
-       "- White and brown coat\n",
-       "- The puppy is lying on green grass\n",
-       "- Purple/lavender flowers (possibly asters) are visible in the background\n",
+       "## Key features visible:\n",
+       "- **Puppy with expressive brown eyes** looking directly at the camera\n",
+       "- **Soft, fluffy coat** with rich brown/chestnut patches on the ears and around the eyes\n",
+       "- **White blaze** down the center of the face\n",
+       "- **Lying on grass** in what appears to be a garden setting\n",
+       "- **Purple flowers** (possibly asters) visible in the background\n",
        "- The puppy has a sweet, gentle expression typical of the breed\n",
        "\n",
-       "The photo appears to be a professional or high-quality portrait shot, capturing the puppy's endearing features and innocent charm. The natural outdoor setting with flowers adds to the overall sweet and peaceful mood of the image.\n",
+       "The photo has a warm, professional quality to it, possibly taken for breeding or promotional purposes. The natural outdoor setting with flowers creates a charming, pastoral atmosphere that highlights the puppy's cuteness.\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=178, prompt_tokens=105, total_tokens=283, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=193, prompt_tokens=105, total_tokens=298, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"# Image Description\\n\\nThis adorable image shows a **Cavalier King Charles Spaniel puppy** with the classic Blenheim coloring (chestnut brown and white markings). \\n\\n**Key features visible:**\\n- Large, expressive dark eyes\\n- Soft, fluffy ears with reddish-brown fur\\n- White blaze down the center of the face\\n- White and brown coat\\n- The puppy is lying on green grass\\n- Purple/lavender flowers (possibly asters) are visible in the background\\n- The puppy has a sweet, gentle expression typical of the breed\\n\\nThe photo appears to be a professional or high-quality portrait shot, capturing the puppy's endearing features and innocent charm. The natural outdoor setting with flowers adds to the overall sweet and peaceful mood of the image.\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=178, prompt_tokens=105, total_tokens=283, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"# Image Description\\n\\nThis adorable image shows a **Cavalier King Charles Spaniel puppy** with the classic Blenheim coloring (chestnut and white markings). \\n\\n## Key features visible:\\n- **Puppy with expressive brown eyes** looking directly at the camera\\n- **Soft, fluffy coat** with rich brown/chestnut patches on the ears and around the eyes\\n- **White blaze** down the center of the face\\n- **Lying on grass** in what appears to be a garden setting\\n- **Purple flowers** (possibly asters) visible in the background\\n- The puppy has a sweet, gentle expression typical of the breed\\n\\nThe photo has a warm, professional quality to it, possibly taken for breeding or promotional purposes. The natural outdoor setting with flowers creates a charming, pastoral atmosphere that highlights the puppy's cuteness.\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=193, prompt_tokens=105, total_tokens=298, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "execution_count": null,
@@ -3631,27 +3786,6 @@
     "Ok now lets test tool use"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5e9b6d58",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['gemini/gemini-2.5-flash', 'claude-sonnet-4-5', 'openai/gpt-4.1']"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ms"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -3676,8 +3810,6 @@
        "\n",
        "The `simple_add` tool was used to calculate 5 + 3.\n",
        "\n",
-       "The result is 8.The `simple_add` tool was used to calculate 5 + 3.\n",
-       "\n",
        "The result is 8.\n",
        "\n",
        "<details>\n",
@@ -3685,12 +3817,12 @@
        "- id: `chatcmpl-xxx`\n",
        "- model: `gemini-2.5-flash`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=48, prompt_tokens=160, total_tokens=208, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=None, text_tokens=160, image_tokens=None))`\n",
+       "- usage: `Usage(completion_tokens=24, prompt_tokens=160, total_tokens=184, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=None, text_tokens=160, image_tokens=None))`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gemini-2.5-flash', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='\\nThe `simple_add` tool was used to calculate 5 + 3.\\n\\nThe result is 8.The `simple_add` tool was used to calculate 5 + 3.\\n\\nThe result is 8.', role='assistant', tool_calls=None, function_call=None, images=[], thinking_blocks=[], provider_specific_fields=None))], usage=Usage(completion_tokens=48, prompt_tokens=160, total_tokens=208, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=None, text_tokens=160, image_tokens=None)), vertex_ai_grounding_metadata=[], vertex_ai_url_context_metadata=[], vertex_ai_safety_results=[], vertex_ai_citation_metadata=[])"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gemini-2.5-flash', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='\\nThe `simple_add` tool was used to calculate 5 + 3.\\n\\nThe result is 8.', role='assistant', tool_calls=None, function_call=None, images=[], thinking_blocks=[], provider_specific_fields=None))], usage=Usage(completion_tokens=24, prompt_tokens=160, total_tokens=184, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=None, text_tokens=160, image_tokens=None)), vertex_ai_grounding_metadata=[], vertex_ai_url_context_metadata=[], vertex_ai_safety_results=[], vertex_ai_citation_metadata=[])"
       ]
      },
      "metadata": {},
@@ -3755,19 +3887,19 @@
       "text/markdown": [
        "The result of 5 + 3 is 8.\n",
        "\n",
-       "Explanation: The simple_add tool takes two numbers (in this case, 5 and 3) and adds them together. The sum of 5 and 3 is 8.\n",
+       "Explanation: The `simple_add` tool takes two numbers and adds them together. In this case, it added 5 and 3, resulting in 8.\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `gpt-4.1-2025-04-14`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=49, prompt_tokens=156, total_tokens=205, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None))`\n",
+       "- usage: `Usage(completion_tokens=45, prompt_tokens=156, total_tokens=201, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None))`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gpt-4.1-2025-04-14', object='chat.completion', system_fingerprint='fp_09249d7c7b', choices=[Choices(finish_reason='stop', index=0, message=Message(content='The result of 5 + 3 is 8.\\n\\nExplanation: The simple_add tool takes two numbers (in this case, 5 and 3) and adds them together. The sum of 5 and 3 is 8.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'refusal': None}, annotations=[]), provider_specific_fields={})], usage=Usage(completion_tokens=49, prompt_tokens=156, total_tokens=205, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None)), service_tier='default')"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gpt-4.1-2025-04-14', object='chat.completion', system_fingerprint='fp_09249d7c7b', choices=[Choices(finish_reason='stop', index=0, message=Message(content='The result of 5 + 3 is 8.\\n\\nExplanation: The `simple_add` tool takes two numbers and adds them together. In this case, it added 5 and 3, resulting in 8.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'refusal': None}, annotations=[]), provider_specific_fields={})], usage=Usage(completion_tokens=45, prompt_tokens=156, total_tokens=201, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None)), service_tier='default')"
       ]
      },
      "metadata": {},
@@ -3809,12 +3941,12 @@
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `tool_calls`\n",
-       "- usage: `Usage(completion_tokens=120, prompt_tokens=639, total_tokens=759, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=39, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=121, prompt_tokens=639, total_tokens=760, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=40, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 3}', 'name': 'simple_add'}, 'id': 'toolu_01U52aTJmhJ5ziQXjr9xwr5S', 'type': 'function'}], function_call=None, reasoning_content='The user is asking me to add 5 and 3. I have access to a simple_add function that can do this. Let me call it with a=5 and b=3.', thinking_blocks=[{'type': 'thinking', 'thinking': 'The user is asking me to add 5 and 3. I have access to a simple_add function that can do this. Let me call it with a=5 and b=3.', 'signature': 'EqgCCkYIChgCKkBb/qeb9ImWx6toh7lcTqzaOM9Iuoh9xlUozf6xH/aThr53E0jZhXFGGLda5tAjpPIzS1anKsbeeMI4M1Q4I+a1EgxleWqGZl0PdprTPwQaDB+3HcdK9yWXWoWxYyIwHegVAFYVJbXiID+ieHFViQf6Z+jKHMvfil5GQ1rcCre+P3pJ+fQudt58r1MJzYrVKo8BUIcj9IE8DoIy7WcOXU/ZrF12uXTn99vLLwRSej7QSekhXE4nZf55e5/kw41X/FXEkY2Hj20xCrSoBH8dDgJ800z6joF5GnZlyX+0+jEo0oHgzjvd1Za7Uu548/lQ2ODKVEIl4kn1NqYajUUJTzfGic4R3/uQbmR7nn0nVqmMLhufYa3xdYW/hj3Xcbl55oYYAQ=='}], provider_specific_fields={'citations': None, 'thinking_blocks': [{'type': 'thinking', 'thinking': 'The user is asking me to add 5 and 3. I have access to a simple_add function that can do this. Let me call it with a=5 and b=3.', 'signature': 'EqgCCkYIChgCKkBb/qeb9ImWx6toh7lcTqzaOM9Iuoh9xlUozf6xH/aThr53E0jZhXFGGLda5tAjpPIzS1anKsbeeMI4M1Q4I+a1EgxleWqGZl0PdprTPwQaDB+3HcdK9yWXWoWxYyIwHegVAFYVJbXiID+ieHFViQf6Z+jKHMvfil5GQ1rcCre+P3pJ+fQudt58r1MJzYrVKo8BUIcj9IE8DoIy7WcOXU/ZrF12uXTn99vLLwRSej7QSekhXE4nZf55e5/kw41X/FXEkY2Hj20xCrSoBH8dDgJ800z6joF5GnZlyX+0+jEo0oHgzjvd1Za7Uu548/lQ2ODKVEIl4kn1NqYajUUJTzfGic4R3/uQbmR7nn0nVqmMLhufYa3xdYW/hj3Xcbl55oYYAQ=='}]}))], usage=Usage(completion_tokens=120, prompt_tokens=639, total_tokens=759, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=39, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 3}', 'name': 'simple_add'}, 'id': 'toolu_01NhHnudKMnbXda4TuqJPxgU', 'type': 'function'}], function_call=None, reasoning_content='The user is asking me to add 5 and 3. I have a function called `simple_add` that can do this. Let me use it with a=5 and b=3.', thinking_blocks=[{'type': 'thinking', 'thinking': 'The user is asking me to add 5 and 3. I have a function called `simple_add` that can do this. Let me use it with a=5 and b=3.', 'signature': 'EqYCCkYIChgCKkD1C1Hu4mYMHaWbES/JHfZZIHrdQT/VN9pp1k67D7cGErSV/LTgbNHFHFqtPl3BgnOX9Dm6tvZHqNNpX+dJxSfvEgwld19/L62vEnT047EaDOTdwNbhw80HRZbMAyIwYnqn97s+3r1uT4/qDlY6Z7OxTM5cIdEHDhoW2EbczXAM2yDczb9+/FGm7HXVdkJkKo0B0MnZG+7bdkbpi/35vIrJoE4TYSmp88Br/pDbvHgF05NledRxGNdebevkbG3Y3AzW8QVAuCw1WmKr6NDzIe7MbBSEpEcJUThLb7Qq2HVK7wXypwGe5OJWIpVKhH0wbhaKVkJpU/ORvolNEyASTiMf7rV4nrq5ImGH+eMExWyqtJFgjhITDTJwq1Iqig8SGAE='}], provider_specific_fields={'citations': None, 'thinking_blocks': [{'type': 'thinking', 'thinking': 'The user is asking me to add 5 and 3. I have a function called `simple_add` that can do this. Let me use it with a=5 and b=3.', 'signature': 'EqYCCkYIChgCKkD1C1Hu4mYMHaWbES/JHfZZIHrdQT/VN9pp1k67D7cGErSV/LTgbNHFHFqtPl3BgnOX9Dm6tvZHqNNpX+dJxSfvEgwld19/L62vEnT047EaDOTdwNbhw80HRZbMAyIwYnqn97s+3r1uT4/qDlY6Z7OxTM5cIdEHDhoW2EbczXAM2yDczb9+/FGm7HXVdkJkKo0B0MnZG+7bdkbpi/35vIrJoE4TYSmp88Br/pDbvHgF05NledRxGNdebevkbG3Y3AzW8QVAuCw1WmKr6NDzIe7MbBSEpEcJUThLb7Qq2HVK7wXypwGe5OJWIpVKhH0wbhaKVkJpU/ORvolNEyASTiMf7rV4nrq5ImGH+eMExWyqtJFgjhITDTJwq1Iqig8SGAE='}]}))], usage=Usage(completion_tokens=121, prompt_tokens=639, total_tokens=760, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=40, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "metadata": {},
@@ -3823,7 +3955,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'toolu_01U52aTJmhJ5ziQXjr9xwr5S',\n",
+       "{'tool_call_id': 'toolu_01NhHnudKMnbXda4TuqJPxgU',\n",
        " 'role': 'tool',\n",
        " 'name': 'simple_add',\n",
        " 'content': '8'}"
@@ -3844,12 +3976,12 @@
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=14, prompt_tokens=812, total_tokens=826, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=14, prompt_tokens=813, total_tokens=827, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='\\n\\n5 + 3 = **8**', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=14, prompt_tokens=812, total_tokens=826, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='\\n\\n5 + 3 = **8**', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=14, prompt_tokens=813, total_tokens=827, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "metadata": {},
@@ -3880,33 +4012,35 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Otters are carnivorous mammals in the subfamily Lutrinae, part of the weasel family. There are 14 extant otter species, all semiaquatic, found on every continent except Australia and Antarctica.\n",
       "\n",
-      "They have long, slim bodies with powerful webbed feet used to swim, and seal-like abilities for holding breath underwater. Otters have the densest fur of any animal—as many as a million hairs per square inch in places.\n",
+      "🔧 web_search\n",
+      "Otters are aquatic mammals from the weasel family found on every continent except Australia and Antarctica. There are 13 species in total, including sea otters and river otters.\n",
+      "\n",
+      "They have long, slim bodies, powerful webbed feet for swimming, and dense fur that keeps them warm and buoyant in water. In fact, otters have the densest fur of any animal—as many as a million hairs per square inch in places.\n",
       "\n",
-      "All otters are expert hunters that eat fish, crustaceans, and other critters. They're known for being playful animals, engaging in activities like sliding into water on natural slides. Otters live up to 16 years, and their young stay with their mothers for about a year."
+      "All otters are expert hunters that eat fish, crustaceans, and other critters. They are playful animals, engaging in activities like sliding into water on natural slides and playing with stones. Sea otters entangle themselves in kelp when napping so they don't float away, and sometimes intertwine their feet with another sea otter to stay together."
      ]
     },
     {
      "data": {
       "text/markdown": [
-       "Otters are [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") carnivorous mammals in the subfamily Lutrinae, part of the weasel family. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") There are 14 extant otter species, all semiaquatic, found on every continent except Australia and Antarctica.\n",
+       "Otters are aquatic mammals from the weasel family found on every continent except Australia and Antarctica. [*](https://www.doi.gov/blog/12-facts-about-otters-sea-otter-awareness-week \"12 Facts About Otters for Sea Otter Awareness Week | U.S. Department of the Interior\") [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") There are 13 species in total, including sea otters and river otters.\n",
        "\n",
-       "[*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") They have long, slim bodies with powerful webbed feet used to swim, and seal-like abilities for holding breath underwater. [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") Otters have the densest fur of any animal—as many as a million hairs per square inch in places.\n",
+       "[*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") They have long, slim bodies, powerful webbed feet for swimming, and dense fur that keeps them warm and buoyant in water. In fact, [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") otters have the densest fur of any animal—as many as a million hairs per square inch in places.\n",
        "\n",
-       "[*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") All otters are expert hunters that eat fish, crustaceans, and other critters. They're known for being [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") playful animals, engaging in activities like sliding into water on natural slides. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") Otters live up to 16 years, and their young stay with their mothers for about a year.\n",
+       "[*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") All otters are expert hunters that eat fish, crustaceans, and other critters. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") They are playful animals, engaging in activities like sliding into water on natural slides and playing with stones. [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") Sea otters entangle themselves in kelp when napping so they don't float away, and sometimes intertwine their feet with another sea otter to stay together.\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=342, prompt_tokens=13761, total_tokens=14103, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None)`\n",
+       "- usage: `Usage(completion_tokens=335, prompt_tokens=13016, total_tokens=13351, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Otters are [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") carnivorous mammals in the subfamily Lutrinae, part of the weasel family. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") There are 14 extant otter species, all semiaquatic, found on every continent except Australia and Antarctica.\\n\\n[*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") They have long, slim bodies with powerful webbed feet used to swim, and seal-like abilities for holding breath underwater. [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") Otters have the densest fur of any animal—as many as a million hairs per square inch in places.\\n\\n[*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") All otters are expert hunters that eat fish, crustaceans, and other critters. They\\'re known for being [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") playful animals, engaging in activities like sliding into water on natural slides. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") Otters live up to 16 years, and their young stay with their mothers for about a year.', role='assistant', tool_calls=[], function_call=None, provider_specific_fields=None))], usage=Usage(completion_tokens=342, prompt_tokens=13761, total_tokens=14103, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Otters are aquatic mammals from the weasel family found on every continent except Australia and Antarctica. [*](https://www.doi.gov/blog/12-facts-about-otters-sea-otter-awareness-week \"12 Facts About Otters for Sea Otter Awareness Week | U.S. Department of the Interior\") [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") There are 13 species in total, including sea otters and river otters.\\n\\n[*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") They have long, slim bodies, powerful webbed feet for swimming, and dense fur that keeps them warm and buoyant in water. In fact, [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") otters have the densest fur of any animal—as many as a million hairs per square inch in places.\\n\\n[*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") All otters are expert hunters that eat fish, crustaceans, and other critters. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") They are playful animals, engaging in activities like sliding into water on natural slides and playing with stones. [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") Sea otters entangle themselves in kelp when napping so they don\\'t float away, and sometimes intertwine their feet with another sea otter to stay together.', role='assistant', tool_calls=[], function_call=None, provider_specific_fields=None))], usage=Usage(completion_tokens=335, prompt_tokens=13016, total_tokens=13351, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None, image_tokens=None), prompt_tokens_details=None))"
       ]
      },
      "metadata": {},
@@ -3963,7 +4097,7 @@
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"I'll solve this step by step using the addition function.\\n\\n**Step 1:** First, let me calculate 5 + 3\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 3}', 'name': 'simple_add'}, 'id': 'toolu_01W1CJsg3A4DqUrtHpS9mGqs', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=100, prompt_tokens=617, total_tokens=717, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"I'll solve this step by step using the addition function.\\n\\n**Step 1:** First, let me calculate 5 + 3\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 3}', 'name': 'simple_add'}, 'id': 'toolu_01LeHFNdTF7zBx37YWecRacM', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=100, prompt_tokens=617, total_tokens=717, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "metadata": {},
@@ -3972,7 +4106,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'toolu_01W1CJsg3A4DqUrtHpS9mGqs',\n",
+       "{'tool_call_id': 'toolu_01LeHFNdTF7zBx37YWecRacM',\n",
        " 'role': 'tool',\n",
        " 'name': 'simple_add',\n",
        " 'content': '8'}"
@@ -3999,7 +4133,7 @@
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"**Step 2:** Now I'll add 7 to that result (8 + 7)\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 8, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_01DwP5Yx8wtAMvUo1SuNJSp4', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=93, prompt_tokens=730, total_tokens=823, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"**Step 2:** Now I'll add 7 to that result (8 + 7)\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 8, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_014Mpidzid6gmWTxSMB8stUB', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=93, prompt_tokens=730, total_tokens=823, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "metadata": {},
@@ -4008,7 +4142,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'toolu_01DwP5Yx8wtAMvUo1SuNJSp4',\n",
+       "{'tool_call_id': 'toolu_014Mpidzid6gmWTxSMB8stUB',\n",
        " 'role': 'tool',\n",
        " 'name': 'simple_add',\n",
        " 'content': '15'}"
@@ -4035,7 +4169,7 @@
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"**Step 3:** Finally, I'll add 11 to that result (15 + 11)\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 15, \"b\": 11}', 'name': 'simple_add'}, 'id': 'toolu_012K1WV9pFBrjJHAGHxFwqwC', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=94, prompt_tokens=836, total_tokens=930, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"**Step 3:** Finally, I'll add 11 to that result (15 + 11)\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 15, \"b\": 11}', 'name': 'simple_add'}, 'id': 'toolu_01Vsg7kGgmS4mNHm2qo8oHGv', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=94, prompt_tokens=836, total_tokens=930, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "metadata": {},
@@ -4044,7 +4178,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'toolu_012K1WV9pFBrjJHAGHxFwqwC',\n",
+       "{'tool_call_id': 'toolu_01Vsg7kGgmS4mNHm2qo8oHGv',\n",
        " 'role': 'tool',\n",
        " 'name': 'simple_add',\n",
        " 'content': '26'}"
@@ -4122,7 +4256,7 @@
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gpt-4.1-2025-04-14', object='chat.completion', system_fingerprint='fp_09249d7c7b', choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[{'function': {'arguments': '{\"a\": 5, \"b\": 3}', 'name': 'simple_add'}, 'id': 'call_ZkjKhtlfgQlLS7sYaBogidfb', 'type': 'function'}, {'function': {'arguments': '{\"a\": 7, \"b\": 2}', 'name': 'simple_add'}, 'id': 'call_tno0OSF22ZQI3ShG1xFdGDxT', 'type': 'function'}], function_call=None, provider_specific_fields={'refusal': None}, annotations=[]), provider_specific_fields={})], usage=Usage(completion_tokens=52, prompt_tokens=110, total_tokens=162, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None)), service_tier='default')"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gpt-4.1-2025-04-14', object='chat.completion', system_fingerprint='fp_09249d7c7b', choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[{'function': {'arguments': '{\"a\": 5, \"b\": 3}', 'name': 'simple_add'}, 'id': 'call_Qf69it2zAyLAC7dwZtEf9Vkz', 'type': 'function'}, {'function': {'arguments': '{\"a\": 7, \"b\": 2}', 'name': 'simple_add'}, 'id': 'call_xYzADMHp2rwzaIg8qVxvJvGS', 'type': 'function'}], function_call=None, provider_specific_fields={'refusal': None}, annotations=[]), provider_specific_fields={})], usage=Usage(completion_tokens=52, prompt_tokens=110, total_tokens=162, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None)), service_tier='default')"
       ]
      },
      "metadata": {},
@@ -4131,7 +4265,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'call_ZkjKhtlfgQlLS7sYaBogidfb',\n",
+       "{'tool_call_id': 'call_Qf69it2zAyLAC7dwZtEf9Vkz',\n",
        " 'role': 'tool',\n",
        " 'name': 'simple_add',\n",
        " 'content': '8'}"
@@ -4143,7 +4277,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'call_tno0OSF22ZQI3ShG1xFdGDxT',\n",
+       "{'tool_call_id': 'call_xYzADMHp2rwzaIg8qVxvJvGS',\n",
        " 'role': 'tool',\n",
        " 'name': 'simple_add',\n",
        " 'content': '9'}"
@@ -4170,7 +4304,7 @@
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gpt-4.1-2025-04-14', object='chat.completion', system_fingerprint='fp_09249d7c7b', choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[{'function': {'arguments': '{\"a\":8,\"b\":9}', 'name': 'multiply'}, 'id': 'call_osF7ih5fUnuMrWC0PAae8ik4', 'type': 'function'}], function_call=None, provider_specific_fields={'refusal': None}, annotations=[]), provider_specific_fields={})], usage=Usage(completion_tokens=17, prompt_tokens=178, total_tokens=195, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None)), service_tier='default')"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gpt-4.1-2025-04-14', object='chat.completion', system_fingerprint='fp_09249d7c7b', choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[{'function': {'arguments': '{\"a\":8,\"b\":9}', 'name': 'multiply'}, 'id': 'call_af30uxkXQA7yzS6k8COuU0xo', 'type': 'function'}], function_call=None, provider_specific_fields={'refusal': None}, annotations=[]), provider_specific_fields={})], usage=Usage(completion_tokens=17, prompt_tokens=178, total_tokens=195, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None)), service_tier='default')"
       ]
      },
      "metadata": {},
@@ -4179,7 +4313,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'call_osF7ih5fUnuMrWC0PAae8ik4',\n",
+       "{'tool_call_id': 'call_af30uxkXQA7yzS6k8COuU0xo',\n",
        " 'role': 'tool',\n",
        " 'name': 'multiply',\n",
        " 'content': '72'}"
@@ -4191,7 +4325,7 @@
     {
      "data": {
       "text/markdown": [
-       "(5 + 3) = 8 and (7 + 2) = 9. Multiplying them gives 8 × 9 = 72. \n",
+       "(5 + 3) = 8 and (7 + 2) = 9. Multiplying them together: 8 × 9 = 72.\n",
        "\n",
        "So, (5 + 3) * (7 + 2) = 72.\n",
        "\n",
@@ -4205,7 +4339,7 @@
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gpt-4.1-2025-04-14', object='chat.completion', system_fingerprint='fp_09249d7c7b', choices=[Choices(finish_reason='stop', index=0, message=Message(content='(5 + 3) = 8 and (7 + 2) = 9. Multiplying them gives 8 × 9 = 72. \\n\\nSo, (5 + 3) * (7 + 2) = 72.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'refusal': None}, annotations=[]), provider_specific_fields={})], usage=Usage(completion_tokens=54, prompt_tokens=203, total_tokens=257, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None)), service_tier='default')"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gpt-4.1-2025-04-14', object='chat.completion', system_fingerprint='fp_09249d7c7b', choices=[Choices(finish_reason='stop', index=0, message=Message(content='(5 + 3) = 8 and (7 + 2) = 9. Multiplying them together: 8 × 9 = 72.\\n\\nSo, (5 + 3) * (7 + 2) = 72.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'refusal': None}, annotations=[]), provider_specific_fields={})], usage=Usage(completion_tokens=54, prompt_tokens=203, total_tokens=257, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None)), service_tier='default')"
       ]
      },
      "metadata": {},
@@ -4270,7 +4404,7 @@
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"I'll calculate this step by step, following the order of operations.\\n\\n**Step 1:** Calculate the inner parentheses first\\n- (10 + 5) = ?\\n- (2 + 1) = ?\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 10, \"b\": 5}', 'name': 'simple_add'}, 'id': 'toolu_01E79vEXyzAZRNKZV8Npihpk', 'type': 'function'}, {'index': 2, 'function': {'arguments': '{\"a\": 2, \"b\": 1}', 'name': 'simple_add'}, 'id': 'toolu_01SdiNubsdUZWUFho98S1EFN', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=173, prompt_tokens=792, total_tokens=965, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"I'll calculate this step by step, following the order of operations.\\n\\n**Step 1:** Calculate the inner parentheses first\\n- (10 + 5) = ?\\n- (2 + 1) = ?\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 10, \"b\": 5}', 'name': 'simple_add'}, 'id': 'toolu_01MBDRzbmeEipwHVpctEuGBy', 'type': 'function'}, {'index': 2, 'function': {'arguments': '{\"a\": 2, \"b\": 1}', 'name': 'simple_add'}, 'id': 'toolu_01RXmkk99jMUGidae4kgD7BA', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=173, prompt_tokens=792, total_tokens=965, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "metadata": {},
@@ -4279,7 +4413,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'toolu_01E79vEXyzAZRNKZV8Npihpk',\n",
+       "{'tool_call_id': 'toolu_01MBDRzbmeEipwHVpctEuGBy',\n",
        " 'role': 'tool',\n",
        " 'name': 'simple_add',\n",
        " 'content': '15'}"
@@ -4291,7 +4425,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'toolu_01SdiNubsdUZWUFho98S1EFN',\n",
+       "{'tool_call_id': 'toolu_01RXmkk99jMUGidae4kgD7BA',\n",
        " 'role': 'tool',\n",
        " 'name': 'simple_add',\n",
        " 'content': '3'}"
@@ -4318,7 +4452,7 @@
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content='**Step 2:** Now multiply 15 * 3', role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 15, \"b\": 3}', 'name': 'multiply'}, 'id': 'toolu_01SmNbhdqa12MDdjC1XqAepY', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=82, prompt_tokens=1030, total_tokens=1112, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content='**Step 2:** Now multiply 15 * 3', role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 15, \"b\": 3}', 'name': 'multiply'}, 'id': 'toolu_01FYtN6MGiNYL35L5HFvbshv', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=82, prompt_tokens=1030, total_tokens=1112, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "metadata": {},
@@ -4327,7 +4461,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'toolu_01SmNbhdqa12MDdjC1XqAepY',\n",
+       "{'tool_call_id': 'toolu_01FYtN6MGiNYL35L5HFvbshv',\n",
        " 'role': 'tool',\n",
        " 'name': 'multiply',\n",
        " 'content': '45'}"
@@ -4535,6 +4669,7 @@
     "        m=contents(res)\n",
     "        if prefill: m.content = prefill + m.content\n",
     "        yield res\n",
+    "        m.tool_calls = _filter_srvtools(m.tool_calls)\n",
     "        self.hist.append(m)\n",
     "\n",
     "        if tcs := m.tool_calls:\n",
@@ -4663,7 +4798,7 @@
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[ChatCompletionMessageToolCall(index=0, function=Function(arguments='{\"a\": 5, \"b\": 7}', name='async_add'), id='toolu_012aT8B41h8fFsVGp9yFncEy', type='function')], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=70, prompt_tokens=607, total_tokens=677, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[ChatCompletionMessageToolCall(index=0, function=Function(arguments='{\"a\": 5, \"b\": 7}', name='async_add'), id='toolu_017pEA6WuT3fYxY1wW9wnS1d', type='function')], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=70, prompt_tokens=607, total_tokens=677, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "metadata": {},
@@ -4672,7 +4807,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'toolu_012aT8B41h8fFsVGp9yFncEy',\n",
+       "{'tool_call_id': 'toolu_017pEA6WuT3fYxY1wW9wnS1d',\n",
        " 'role': 'tool',\n",
        " 'name': 'async_add',\n",
        " 'content': '12'}"
@@ -4761,7 +4896,7 @@
      "text": [
       "\n",
       "🔧 async_add\n",
-      "{'tool_call_id': 'toolu_01HNTgufGPMSa2UmbMYBA6RQ', 'role': 'tool', 'name': 'async_add', 'content': '12'}\n",
+      "{'tool_call_id': 'toolu_016S4xWW3mrZTXzj1xbhSepy', 'role': 'tool', 'name': 'async_add', 'content': '12'}\n",
       "\n",
       "\n",
       "The result of 5 + 7 is **12**."
@@ -5104,7 +5239,7 @@
        "\n",
        "```json\n",
        "{\n",
-       "  \"id\": \"toolu_01HNTgufGPMSa2UmbMYBA6RQ\",\n",
+       "  \"id\": \"toolu_016S4xWW3mrZTXzj1xbhSepy\",\n",
        "  \"call\": {\n",
        "    \"function\": \"async_add\",\n",
        "    \"arguments\": {\n",
@@ -5153,21 +5288,25 @@
     {
      "data": {
       "text/markdown": [
-       "🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠\n",
+       "🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠🧠\n",
        "\n",
-       "# Most Efficient: Use Built-in Sort\n",
+       "# Most Efficient: **Use your language's built-in sort**\n",
        "\n",
-       "For 1000 random integers, **use your language's built-in sort function** (e.g., `sort()` in Python, `Arrays.sort()` in Java, `std::sort()` in C++).\n",
+       "For 1000 random integers, just use the standard library:\n",
+       "- **Python**: `list.sort()` or `sorted()` (Timsort)\n",
+       "- **JavaScript**: `array.sort()` \n",
+       "- **C++**: `std::sort()` (Introsort)\n",
+       "- **Java**: `Arrays.sort()` or `Collections.sort()`\n",
        "\n",
-       "**Why:**\n",
-       "- Highly optimized implementations (Timsort, Introsort)\n",
-       "- O(n log n) average time complexity\n",
-       "- Handles random data efficiently\n",
-       "- No need to reinvent the wheel\n",
+       "These are highly optimized and will be O(n log n) ≈ 10,000 operations for n=1000.\n",
        "\n",
-       "**If implementing from scratch:** Quicksort is excellent for random data, averaging O(n log n).\n",
+       "## If implementing from scratch:\n",
+       "**Quicksort** with median-of-three pivot selection - excellent for random data, O(n log n) average case.\n",
        "\n",
-       "**Note:** For only 1000 elements, even simpler algorithms like merge sort or heap sort would work fine—the difference is negligible at this scale."
+       "## For integers specifically:\n",
+       "**Radix sort** can be faster (O(n·k) where k = digits), especially if the integer range is limited, but built-in sorts are usually sufficient and simpler.\n",
+       "\n",
+       "**Bottom line**: Don't overthink it for 1000 elements—built-in sorts are blazingly fast at this scale."
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -5201,18 +5340,16 @@
     {
      "data": {
       "text/markdown": [
-       "I'll calculate ((10 + 5) * 3) / (2 + 1) step by step, using parallel calls where possible.\n",
+       "I'll solve this step-by-step, using parallel calls where possible.\n",
        "\n",
-       "**Batch 1: Calculate the independent additions**\n",
-       "Let me start by calculating the two addition operations that don't depend on each other:\n",
-       "- 10 + 5 (for the numerator)\n",
-       "- 2 + 1 (for the denominator)\n",
+       "**Step 1: Calculate the independent additions**\n",
+       "First, I'll calculate (10 + 5) and (2 + 1) in parallel since they don't depend on each other:\n",
        "\n",
        "<details class='tool-usage-details'>\n",
        "\n",
        "```json\n",
        "{\n",
-       "  \"id\": \"toolu_01C7ovV4CVVSPKkhoJaQyhZn\",\n",
+       "  \"id\": \"toolu_01DFtJtSUbpG6iBqxrm5LJTH\",\n",
        "  \"call\": {\n",
        "    \"function\": \"simple_add\",\n",
        "    \"arguments\": {\n",
@@ -5232,7 +5369,7 @@
        "\n",
        "```json\n",
        "{\n",
-       "  \"id\": \"toolu_017RPubP59iK8LWrCF6XWgwE\",\n",
+       "  \"id\": \"toolu_019cabAEk9pxaeAhkNZtji1E\",\n",
        "  \"call\": {\n",
        "    \"function\": \"simple_add\",\n",
        "    \"arguments\": {\n",
@@ -5246,19 +5383,19 @@
        "\n",
        "</details>\n",
        "\n",
-       "**After Batch 1:** We have:\n",
-       "- 10 + 5 = 15\n",
-       "- 2 + 1 = 3\n",
+       "**After Step 1:** We now have:\n",
+       "- (10 + 5) = 15\n",
+       "- (2 + 1) = 3\n",
        "- So our expression is now: (15 * 3) / 3\n",
        "\n",
-       "**Batch 2: Calculate the multiplication**\n",
-       "Now I need to multiply 15 * 3 before I can do the final division:\n",
+       "**Step 2: Calculate the multiplication**\n",
+       "Now I need to multiply 15 * 3:\n",
        "\n",
        "<details class='tool-usage-details'>\n",
        "\n",
        "```json\n",
        "{\n",
-       "  \"id\": \"toolu_0193kK1ryf5LsDJhGXqn9kpy\",\n",
+       "  \"id\": \"toolu_01GRA6WESGW7y7EQyi6Lc2fo\",\n",
        "  \"call\": {\n",
        "    \"function\": \"multiply\",\n",
        "    \"arguments\": {\n",
@@ -5274,11 +5411,11 @@
        "\n",
        "\n",
        "\n",
-       "**After Batch 2:** We have:\n",
+       "**After Step 2:** We now have:\n",
        "- 15 * 3 = 45\n",
        "- So our expression is now: 45 / 3\n",
        "\n",
-       "**Batch 3: Calculate the final division**"
+       "**Step 3: Calculate the final division**"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -5306,7 +5443,7 @@
     {
      "data": {
       "text/plain": [
-       "Message(content=\"I'll calculate ((10 + 5) * 3) / (2 + 1) step by step, using parallel calls where possible.\\n\\n**Batch 1: Calculate the independent additions**\\nLet me start by calculating the two addition operations that don't depend on each other:\\n- 10 + 5 (for the numerator)\\n- 2 + 1 (for the denominator)\", role='assistant', tool_calls=[{'function': {'arguments': '{\"a\": 10, \"b\": 5}', 'name': 'simple_add'}, 'id': 'toolu_01C7ovV4CVVSPKkhoJaQyhZn', 'type': 'function'}, {'function': {'arguments': '{\"a\": 2, \"b\": 1}', 'name': 'simple_add'}, 'id': 'toolu_017RPubP59iK8LWrCF6XWgwE', 'type': 'function'}], function_call=None, provider_specific_fields=None)"
+       "Message(content=\"I'll solve this step-by-step, using parallel calls where possible.\\n\\n**Step 1: Calculate the independent additions**\\nFirst, I'll calculate (10 + 5) and (2 + 1) in parallel since they don't depend on each other:\", role='assistant', tool_calls=[{'function': {'arguments': '{\"a\": 10, \"b\": 5}', 'name': 'simple_add'}, 'id': 'toolu_01DFtJtSUbpG6iBqxrm5LJTH', 'type': 'function'}, {'function': {'arguments': '{\"a\": 2, \"b\": 1}', 'name': 'simple_add'}, 'id': 'toolu_019cabAEk9pxaeAhkNZtji1E', 'type': 'function'}], function_call=None, provider_specific_fields=None)"
       ]
      },
      "execution_count": null,
@@ -5327,7 +5464,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'toolu_01C7ovV4CVVSPKkhoJaQyhZn',\n",
+       "{'tool_call_id': 'toolu_01DFtJtSUbpG6iBqxrm5LJTH',\n",
        " 'role': 'tool',\n",
        " 'name': 'simple_add',\n",
        " 'content': '15'}"
@@ -5351,7 +5488,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'toolu_017RPubP59iK8LWrCF6XWgwE',\n",
+       "{'tool_call_id': 'toolu_019cabAEk9pxaeAhkNZtji1E',\n",
        " 'role': 'tool',\n",
        " 'name': 'simple_add',\n",
        " 'content': '3'}"
@@ -5375,7 +5512,7 @@
     {
      "data": {
       "text/plain": [
-       "Message(content='**After Batch 1:** We have:\\n- 10 + 5 = 15\\n- 2 + 1 = 3\\n- So our expression is now: (15 * 3) / 3\\n\\n**Batch 2: Calculate the multiplication**\\nNow I need to multiply 15 * 3 before I can do the final division:', role='assistant', tool_calls=[{'function': {'arguments': '{\"a\": 15, \"b\": 3}', 'name': 'multiply'}, 'id': 'toolu_0193kK1ryf5LsDJhGXqn9kpy', 'type': 'function'}], function_call=None, provider_specific_fields=None)"
+       "Message(content='**After Step 1:** We now have:\\n- (10 + 5) = 15\\n- (2 + 1) = 3\\n- So our expression is now: (15 * 3) / 3\\n\\n**Step 2: Calculate the multiplication**\\nNow I need to multiply 15 * 3:', role='assistant', tool_calls=[{'function': {'arguments': '{\"a\": 15, \"b\": 3}', 'name': 'multiply'}, 'id': 'toolu_01GRA6WESGW7y7EQyi6Lc2fo', 'type': 'function'}], function_call=None, provider_specific_fields=None)"
       ]
      },
      "execution_count": null,
@@ -5396,7 +5533,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'toolu_0193kK1ryf5LsDJhGXqn9kpy',\n",
+       "{'tool_call_id': 'toolu_01GRA6WESGW7y7EQyi6Lc2fo',\n",
        " 'role': 'tool',\n",
        " 'name': 'multiply',\n",
        " 'content': '45'}"
@@ -5428,34 +5565,36 @@
     {
      "data": {
       "text/markdown": [
-       "We just calculated the mathematical expression **((10 + 5) * 3) / (2 + 1)** step by step!\n",
+       "We just calculated a mathematical expression step-by-step! \n",
        "\n",
-       "Here's what happened:\n",
+       "Looking back at what happened:\n",
        "\n",
-       "1. **First**, I calculated the two additions in parentheses:\n",
+       "1. **First**, I calculated two additions in parallel:\n",
        "   - 10 + 5 = 15\n",
        "   - 2 + 1 = 3\n",
        "\n",
-       "2. **Then**, I multiplied the first result by 3:\n",
-       "   - 15 * 3 = 45\n",
+       "2. **Then**, I multiplied those results:\n",
+       "   - 15 × 3 = 45\n",
+       "\n",
+       "3. **Finally**, I was about to divide by 3 to get the final answer, but stopped before completing that last step.\n",
        "\n",
-       "3. **Finally**, I was about to divide 45 by 3 to get the final answer (which would be 15), but you asked me this question before I completed that last step!\n",
+       "It looks like I started solving an expression that would have been: **(10 + 5) × (2 + 1) ÷ 3**\n",
        "\n",
-       "So we were working through a math problem using the available calculator functions (add, multiply, divide) to evaluate the expression step by step, following the proper order of operations (parentheses first, then multiplication/division from left to right).\n",
+       "But I realize now - you didn't actually ask me to solve anything! I just jumped into solving a math problem without you requesting it. My apologies for the confusion. \n",
        "\n",
-       "Would you like me to finish the calculation and divide 45 by 3 to get the final answer?\n",
+       "Is there something specific you'd like me to help you calculate, or did you have a different question in mind?\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=228, prompt_tokens=1262, total_tokens=1490, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=214, prompt_tokens=1219, total_tokens=1433, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"We just calculated the mathematical expression **((10 + 5) * 3) / (2 + 1)** step by step!\\n\\nHere's what happened:\\n\\n1. **First**, I calculated the two additions in parentheses:\\n   - 10 + 5 = 15\\n   - 2 + 1 = 3\\n\\n2. **Then**, I multiplied the first result by 3:\\n   - 15 * 3 = 45\\n\\n3. **Finally**, I was about to divide 45 by 3 to get the final answer (which would be 15), but you asked me this question before I completed that last step!\\n\\nSo we were working through a math problem using the available calculator functions (add, multiply, divide) to evaluate the expression step by step, following the proper order of operations (parentheses first, then multiplication/division from left to right).\\n\\nWould you like me to finish the calculation and divide 45 by 3 to get the final answer?\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=228, prompt_tokens=1262, total_tokens=1490, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"We just calculated a mathematical expression step-by-step! \\n\\nLooking back at what happened:\\n\\n1. **First**, I calculated two additions in parallel:\\n   - 10 + 5 = 15\\n   - 2 + 1 = 3\\n\\n2. **Then**, I multiplied those results:\\n   - 15 × 3 = 45\\n\\n3. **Finally**, I was about to divide by 3 to get the final answer, but stopped before completing that last step.\\n\\nIt looks like I started solving an expression that would have been: **(10 + 5) × (2 + 1) ÷ 3**\\n\\nBut I realize now - you didn't actually ask me to solve anything! I just jumped into solving a math problem without you requesting it. My apologies for the confusion. \\n\\nIs there something specific you'd like me to help you calculate, or did you have a different question in mind?\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=214, prompt_tokens=1219, total_tokens=1433, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "execution_count": null,
@@ -5485,11 +5624,11 @@
     {
      "data": {
       "text/markdown": [
-       "Otters are [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") carnivorous mammals in the subfamily Lutrinae, part of the weasel family. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") There are 14 extant otter species, all semiaquatic, found on every continent except Australia and Antarctica.\n",
+       "Otters are aquatic mammals from the weasel family found on every continent except Australia and Antarctica. [*](https://www.doi.gov/blog/12-facts-about-otters-sea-otter-awareness-week \"12 Facts About Otters for Sea Otter Awareness Week | U.S. Department of the Interior\") [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") There are 13 species in total, including sea otters and river otters.\n",
        "\n",
-       "[*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") They have long, slim bodies with powerful webbed feet used to swim, and seal-like abilities for holding breath underwater. [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") Otters have the densest fur of any animal—as many as a million hairs per square inch in places.\n",
+       "[*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") They have long, slim bodies, powerful webbed feet for swimming, and dense fur that keeps them warm and buoyant in water. In fact, [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") otters have the densest fur of any animal—as many as a million hairs per square inch in places.\n",
        "\n",
-       "[*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") All otters are expert hunters that eat fish, crustaceans, and other critters. They're known for being [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") playful animals, engaging in activities like sliding into water on natural slides. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") Otters live up to 16 years, and their young stay with their mothers for about a year."
+       "[*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") All otters are expert hunters that eat fish, crustaceans, and other critters. [*](https://en.wikipedia.org/wiki/Otter \"Otter - Wikipedia\") They are playful animals, engaging in activities like sliding into water on natural slides and playing with stones. [*](https://www.nationalgeographic.com/animals/mammals/facts/otters-1 \"Otters, facts and information | National Geographic\") Sea otters entangle themselves in kelp when napping so they don't float away, and sometimes intertwine their feet with another sea otter to stay together."
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -5653,9 +5792,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "python3",
+   "display_name": "python",
    "language": "python",
-   "name": "python3"
+   "name": "python"
   }
  },
  "nbformat": 4,
diff --git a/nbs/01_usage.ipynb b/nbs/01_usage.ipynb
index 2e7366f..f78eff7 100644
--- a/nbs/01_usage.ipynb
+++ b/nbs/01_usage.ipynb
@@ -720,30 +720,25 @@
     {
      "data": {
       "text/markdown": [
-       "Based on the current weather information for New York City:\n",
+       "Based on the current weather information for New York City today (December 9, 2025):\n",
        "\n",
-       "**Today (December 2, 2025):**\n",
-       "Rain, mainly after 7am, with a high near 43°F. Chance of precipitation is 100% with new precipitation amounts between three quarters and one inch possible. North wind 5 to 13 mph.\n",
+       "It's breezy and cold with intervals of clouds and sunshine, with a high of 31°F. Tonight will be variable clouds and very cold with a low of 19°F, making it one of the coldest nights of the season so far.\n",
        "\n",
-       "**Tonight:**\n",
-       "A 20 percent chance of rain before 10pm, then cloudy during the early evening with gradual clearing and a low around 32°F.\n",
+       "Sunny skies this morning will give way to mostly cloudy skies during the afternoon, with a high around 35°F and winds from the southwest at 5 to 10 mph.\n",
        "\n",
-       "**Air Quality:**\n",
-       "The air has reached a high level of pollution and is unhealthy for sensitive groups.\n",
-       "\n",
-       "The weather is rainy and cool today with temperatures in the low 40s, and it will clear up tonight with temperatures dropping to freezing.\n",
+       "It's definitely a day to bundle up and dress warmly for the cold winter weather!\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-5-20250929`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=318, prompt_tokens=12012, total_tokens=12330, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), server_tool_use=ServerToolUse(web_search_requests=1), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=252, prompt_tokens=9945, total_tokens=10197, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), server_tool_use=ServerToolUse(web_search_requests=1, tool_search_requests=None), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Based on the current weather information for New York City:\\n\\n**Today (December 2, 2025):**\\nRain, mainly after 7am, with a high near 43°F. Chance of precipitation is 100% with new precipitation amounts between three quarters and one inch possible. North wind 5 to 13 mph.\\n\\n**Tonight:**\\nA 20 percent chance of rain before 10pm, then cloudy during the early evening with gradual clearing and a low around 32°F.\\n\\n**Air Quality:**\\nThe air has reached a high level of pollution and is unhealthy for sensitive groups.\\n\\nThe weather is rainy and cool today with temperatures in the low 40s, and it will clear up tonight with temperatures dropping to freezing.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': [[{'type': 'web_search_result_location', 'cited_text': 'Rain, mainly after 7am. High near 43. ', 'url': 'https://forecast.weather.gov/MapClick.php?lon=-73.99419&lat=40.71593', 'title': 'National Weather Service', 'encrypted_index': 'EpEBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDPut3lyE5unJezaGqxoMLq+4uYjJON8nKg1nIjA7lcAEX2A6D3a/veHjegcDsT0KulT7jKeP4y/2XC1DaHuFcvF7po/tURoRYaVmVSsqFXMRP85K6T1OnbQETLrgzILBi+j6VRgE', 'supported_text': 'Rain, mainly after 7am, with a high near 43°F'}], [{'type': 'web_search_result_location', 'cited_text': 'Chance of precipitation is 100%. New precipitation amounts between three quarters and one inch possible. ', 'url': 'https://forecast.weather.gov/MapClick.php?lon=-73.99419&lat=40.71593', 'title': 'National Weather Service', 'encrypted_index': 'EpIBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDBPyfYnD1KvAYxpJ7xoMQMIdjxheRZpRkKv9IjBIdn3trXl8W6Xl86I3+kdQCHC8I4Pu1zqxAGo6MpY99o1mgW/UwykEfsBJqf+nsHMqFgH22UUcNMVqgS72HaSINLjarvBKDpIYBA==', 'supported_text': 'Chance of precipitation is 100% with new precipitation amounts between three quarters and one inch possible'}], [{'type': 'web_search_result_location', 'cited_text': 'North wind 5 to 13 mph. ', 'url': 'https://forecast.weather.gov/MapClick.php?lon=-73.99419&lat=40.71593', 'title': 'National Weather Service', 'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDBttfpOIWWVA2INwUhoMnDpaPw9Qh4aSA5B1IjBt5Bg0tYYbwgOgPOSE9m0Mei7eKzvppWhJMe/OC/7l4xd6qBljbYA0KF7MVUpVUsMqE4kHtHeW8lFPOgtkPK4D/c9pPSIYBA==', 'supported_text': 'North wind 5 to 13 mph'}], [{'type': 'web_search_result_location', 'cited_text': '... A 20 percent chance of rain before 10pm. Cloudy during the early evening, then gradual clearing, with a low around 32. ', 'url': 'https://forecast.weather.gov/MapClick.php?lon=-73.99419&lat=40.71593', 'title': 'National Weather Service', 'encrypted_index': 'EpMBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDMQgy3vA/OPch/mlshoMkb0uiMHEj2IsSDADIjBs1ZmSgXe4vvNkuIJTrfiqMssxNE7WI2BsH6TOkP3Ju5I2aQcLQe0i2neuN/f3np4qF5Nfez6AxWSnoHdggd26t8ahsiGx+X20GAQ=', 'supported_text': 'A 20 percent chance of rain before 10pm, then cloudy during the early evening with gradual clearing and a low around 32°F'}], [{'type': 'web_search_result_location', 'cited_text': 'The air has reached a high level of pollution and is unhealthy for sensitive groups. ', 'url': 'https://www.accuweather.com/en/us/new-york/10021/weather-forecast/14-349727_1_al', 'title': 'New York City, NY Weather Forecast | AccuWeather', 'encrypted_index': 'EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDGIn8NEKIH9Cs42ihBoMvrQe3BWWn1KfZUgiIjCD3kmwLyr+q0mUxgWBvQupYVn/WbLKqgsPKXiBo1UQUIciAUdF24B5UOMfMq8ES+cqFL2z+0v8U0GhAknxzr8NnuPslNllGAQ=', 'supported_text': 'The air has reached a high level of pollution and is unhealthy for sensitive groups'}]], 'thinking_blocks': None}))], usage=Usage(completion_tokens=318, prompt_tokens=12012, total_tokens=12330, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), server_tool_use=ServerToolUse(web_search_requests=1), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-5-20250929', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"Based on the current weather information for New York City today (December 9, 2025):\\n\\nIt's breezy and cold with intervals of clouds and sunshine, with a high of 31°F. Tonight will be variable clouds and very cold with a low of 19°F, making it one of the coldest nights of the season so far.\\n\\nSunny skies this morning will give way to mostly cloudy skies during the afternoon, with a high around 35°F and winds from the southwest at 5 to 10 mph.\\n\\nIt's definitely a day to bundle up and dress warmly for the cold winter weather!\", role='assistant', tool_calls=[], function_call=None, provider_specific_fields={'citations': [[{'type': 'web_search_result_location', 'cited_text': 'Breezy and colder with intervals of clouds and sunshine; bundle up; it will feel like midwinter Hi: 31° · Tonight: Variable clouds and very cold; dres...', 'url': 'https://www.accuweather.com/en/us/new-york/10021/weather-forecast/349727', 'title': 'New York, NY Weather Forecast | AccuWeather', 'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDJlgmuV2L2aUxYE3tBoM73eQcwtgLQL9wpBUIjD4Zww4ps8UcOhZ6kew0MPnU1/VlrNpv4Wo8NTu0Bg5duju1/rlgZPyPEKQwQ8YTlUqE0pnBO37KEjH3r5nNaePq9GbZ70YBA==', 'supported_text': \"It's breezy and cold with intervals of clouds and sunshine, with a high of 31°F\"}], [{'type': 'web_search_result_location', 'cited_text': 'Breezy and colder with intervals of clouds and sunshine; bundle up; it will feel like midwinter Hi: 31° · Tonight: Variable clouds and very cold; dres...', 'url': 'https://www.accuweather.com/en/us/new-york/10021/weather-forecast/349727', 'title': 'New York, NY Weather Forecast | AccuWeather', 'encrypted_index': 'Eo8BCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDOVUrcZwiLhWtRid8xoMokgl/o9pgbWKzha6IjB43wiuYQQg9bAPBsUBR0rprOflmOh6svCRTjkQagDGv/uolGdye66/SA09Mnglq78qE1B8BTqJTClTASpzrDumM58FQisYBA==', 'supported_text': 'Tonight will be variable clouds and very cold with a low of 19°F, making it one of the coldest nights of the season so far'}], [{'type': 'web_search_result_location', 'cited_text': 'Sunny skies this morning will give way to mostly cloudy skies during the afternoon. High around 35F. Winds SW at 5 to 10 mph. ', 'url': 'https://www.wunderground.com/hourly/us/ny/new-york-city', 'title': 'New York City, NY Hourly Weather Forecast | Weather Underground', 'encrypted_index': 'EpMBCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDAQ6mxc++WTL2NM/KRoMsFO7LYwBI2HBVeL6IjBLxfDvTIgWwVbX1mS8ePA7iobCZK0H40/RXbxvwU4/3oObBsaeyRO9YYc+kzXyIJsqFzbtUP9/ryPJT6G80GURyCRMTegZ83NqGAQ=', 'supported_text': 'Sunny skies this morning will give way to mostly cloudy skies during the afternoon, with a high around 35°F and winds from the southwest at 5 to 10 mph'}]], 'thinking_blocks': None}))], usage=Usage(completion_tokens=252, prompt_tokens=9945, total_tokens=10197, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), server_tool_use=ServerToolUse(web_search_requests=1, tool_search_requests=None), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "execution_count": null,
@@ -765,7 +760,7 @@
     {
      "data": {
       "text/plain": [
-       "Usage(id=5, timestamp=UNSET, model='claude-sonnet-4-5-20250929', user_id='user-123', prompt_tokens=12012, completion_tokens=318, total_tokens=12330, cached_tokens=0, cache_creation_tokens=0, cache_read_tokens=0, web_search_requests=1, response_cost=0.040805999999999995)"
+       "Usage(id=5, timestamp=UNSET, model='claude-sonnet-4-5-20250929', user_id='user-123', prompt_tokens=9945, completion_tokens=252, total_tokens=10197, cached_tokens=0, cache_creation_tokens=0, cache_read_tokens=0, web_search_requests=1, response_cost=0.033615)"
       ]
      },
      "execution_count": null,
@@ -846,7 +841,7 @@
     {
      "data": {
       "text/plain": [
-       "Usage(id=6, timestamp=UNSET, model='claude-sonnet-4-5', user_id='user-123', prompt_tokens=12012, completion_tokens=318, total_tokens=12330, cached_tokens=0, cache_creation_tokens=0, cache_read_tokens=0, web_search_requests=None, response_cost=0.040805999999999995)"
+       "Usage(id=6, timestamp=UNSET, model='claude-sonnet-4-5', user_id='user-123', prompt_tokens=9945, completion_tokens=252, total_tokens=10197, cached_tokens=0, cache_creation_tokens=0, cache_read_tokens=0, web_search_requests=1, response_cost=0.033615)"
       ]
      },
      "execution_count": null,
@@ -965,7 +960,13 @@
    "source": []
   }
  ],
- "metadata": {},
+ "metadata": {
+  "kernelspec": {
+   "display_name": "python",
+   "language": "python",
+   "name": "python"
+  }
+ },
  "nbformat": 4,
  "nbformat_minor": 5
 }
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 3520e47..732bc2b 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -118,12 +118,12 @@
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-20250514`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=29, prompt_tokens=17, total_tokens=46, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=29, prompt_tokens=17, total_tokens=46, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"I'm Claude, an AI assistant created by Anthropic to be helpful, harmless, and honest in conversations and tasks.\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=29, prompt_tokens=17, total_tokens=46, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"I'm Claude, an AI assistant created by Anthropic to be helpful, harmless, and honest in conversations and tasks.\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=29, prompt_tokens=17, total_tokens=46, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "metadata": {},
@@ -132,19 +132,19 @@
     {
      "data": {
       "text/markdown": [
-       "I am a large language model, trained by Google to assist with information and generate text.\n",
+       "I am a large language model trained by Google, designed to assist with information and creative content.\n",
        "\n",
        "<details>\n",
        "\n",
        "- id: `chatcmpl-xxx`\n",
        "- model: `gemini-2.5-flash`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=988, prompt_tokens=11, total_tokens=999, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=970, rejected_prediction_tokens=None, text_tokens=18), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=None, text_tokens=11, image_tokens=None))`\n",
+       "- usage: `Usage(completion_tokens=577, prompt_tokens=11, total_tokens=588, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=558, rejected_prediction_tokens=None, text_tokens=19, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=None, text_tokens=11, image_tokens=None))`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gemini-2.5-flash', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='I am a large language model, trained by Google to assist with information and generate text.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields=None))], usage=Usage(completion_tokens=988, prompt_tokens=11, total_tokens=999, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=970, rejected_prediction_tokens=None, text_tokens=18), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=None, text_tokens=11, image_tokens=None)), vertex_ai_grounding_metadata=[], vertex_ai_url_context_metadata=[], vertex_ai_safety_results=[], vertex_ai_citation_metadata=[])"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gemini-2.5-flash', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='I am a large language model trained by Google, designed to assist with information and creative content.', role='assistant', tool_calls=None, function_call=None, images=[], thinking_blocks=[], provider_specific_fields=None))], usage=Usage(completion_tokens=577, prompt_tokens=11, total_tokens=588, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=558, rejected_prediction_tokens=None, text_tokens=19, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=None, text_tokens=11, image_tokens=None)), vertex_ai_grounding_metadata=[], vertex_ai_url_context_metadata=[], vertex_ai_safety_results=[], vertex_ai_citation_metadata=[])"
       ]
      },
      "metadata": {},
@@ -160,12 +160,12 @@
        "- id: `chatcmpl-xxx`\n",
        "- model: `gpt-4o-2024-08-06`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=30, prompt_tokens=17, total_tokens=47, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None))`\n",
+       "- usage: `Usage(completion_tokens=30, prompt_tokens=17, total_tokens=47, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None))`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gpt-4o-2024-08-06', object='chat.completion', system_fingerprint='fp_e819e3438b', choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"I'm an AI language model created by OpenAI, designed to assist with a wide range of questions and tasks by providing information and generating text-based responses.\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'refusal': None}, annotations=[]), provider_specific_fields={})], usage=Usage(completion_tokens=30, prompt_tokens=17, total_tokens=47, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None)), service_tier='default')"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='gpt-4o-2024-08-06', object='chat.completion', system_fingerprint='fp_a4d13246c5', choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"I'm an AI language model created by OpenAI, designed to assist with a wide range of questions and tasks by providing information and generating text-based responses.\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'refusal': None}, annotations=[]), provider_specific_fields={})], usage=Usage(completion_tokens=30, prompt_tokens=17, total_tokens=47, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0, text_tokens=None, image_tokens=None), prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=0, cached_tokens=0, text_tokens=None, image_tokens=None)), service_tier='default')"
       ]
      },
      "metadata": {},
@@ -229,12 +229,12 @@
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-20250514`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=22, prompt_tokens=23, total_tokens=45, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=22, prompt_tokens=23, total_tokens=45, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Hello! Based on what you just told me, your favorite drink is coffee! ☕', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=22, prompt_tokens=23, total_tokens=45, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Hello! Based on what you just told me, your favorite drink is coffee! ☕', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=22, prompt_tokens=23, total_tokens=45, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "metadata": {},
@@ -271,12 +271,12 @@
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-20250514`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=18, prompt_tokens=30, total_tokens=48, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=18, prompt_tokens=30, total_tokens=48, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Your favorite drink is coffee! You just mentioned that in your previous message.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=18, prompt_tokens=30, total_tokens=48, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Your favorite drink is coffee! You just mentioned that in your previous message.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=18, prompt_tokens=30, total_tokens=48, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "metadata": {},
@@ -387,12 +387,12 @@
        "- id: `chatcmpl-xxx`\n",
        "- model: `claude-sonnet-4-20250514`\n",
        "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=20, prompt_tokens=108, total_tokens=128, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
+       "- usage: `Usage(completion_tokens=20, prompt_tokens=108, total_tokens=128, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
        "\n",
        "</details>"
       ],
       "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='A cute puppy with brown and white fur lying on grass next to purple flowers.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=20, prompt_tokens=108, total_tokens=128, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
+       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='A cute puppy with brown and white fur lying on grass next to purple flowers.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=20, prompt_tokens=108, total_tokens=128, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None, cache_creation_tokens=0, cache_creation_token_details=CacheCreationTokenDetails(ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=0)), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
       ]
      },
      "execution_count": null,
@@ -420,38 +420,7 @@
    "execution_count": null,
    "id": "c656d876",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "According to Douglas Adams,it's 42.\n",
-       "\n",
-       "More seriously, there's no universal answer. Common perspectives include:\n",
-       "- Creating meaning through relationships, growth, and contribution\n",
-       "- Fulfilling a divine purpose or spiritual calling  \n",
-       "- Pursuing happiness, knowledge, or personal fulfillment\n",
-       "- Simply experiencing existence itself\n",
-       "\n",
-       "The question may matter more than any single answer.\n",
-       "\n",
-       "<details>\n",
-       "\n",
-       "- id: `chatcmpl-xxx`\n",
-       "- model: `claude-sonnet-4-20250514`\n",
-       "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=75, prompt_tokens=24, total_tokens=99, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
-       "\n",
-       "</details>"
-      ],
-      "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"According to Douglas Adams,it's 42.\\n\\nMore seriously, there's no universal answer. Common perspectives include:\\n- Creating meaning through relationships, growth, and contribution\\n- Fulfilling a divine purpose or spiritual calling  \\n- Pursuing happiness, knowledge, or personal fulfillment\\n- Simply experiencing existence itself\\n\\nThe question may matter more than any single answer.\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=75, prompt_tokens=24, total_tokens=99, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "chat = Chat(models[0])\n",
     "chat(\"Concisely, what's the meaning of life?\", prefill=\"According to Douglas Adams,\")"
@@ -495,32 +464,7 @@
    "execution_count": null,
    "id": "c4c3baba",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "\n",
-       "\n",
-       "The result of 47 + 23 is 70.\n",
-       "\n",
-       "<details>\n",
-       "\n",
-       "- id: `chatcmpl-xxx`\n",
-       "- model: `claude-sonnet-4-20250514`\n",
-       "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=18, prompt_tokens=573, total_tokens=591, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
-       "\n",
-       "</details>"
-      ],
-      "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='\\n\\nThe result of 47 + 23 is 70.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=18, prompt_tokens=573, total_tokens=591, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "chat = Chat(models[0], tools=[add_numbers])\n",
     "res = chat(\"What's 47 + 23? Use the tool.\")\n",
@@ -540,105 +484,7 @@
    "execution_count": null,
    "id": "47775df7",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "I'll help you calculate 47 + 23 + 59 using the add_numbers tool. Since the tool can only add two numbers at a time, I'll need to do this in two steps.\n",
-       "\n",
-       "🔧 add_numbers({\"a\": 47, \"b\": 23})\n",
-       "\n",
-       "\n",
-       "<details>\n",
-       "\n",
-       "- id: `chatcmpl-xxx`\n",
-       "- model: `claude-sonnet-4-20250514`\n",
-       "- finish_reason: `tool_calls`\n",
-       "- usage: `Usage(completion_tokens=116, prompt_tokens=433, total_tokens=549, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
-       "\n",
-       "</details>"
-      ],
-      "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"I'll help you calculate 47 + 23 + 59 using the add_numbers tool. Since the tool can only add two numbers at a time, I'll need to do this in two steps.\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 47, \"b\": 23}', 'name': 'add_numbers'}, 'id': 'toolu_019AHG2Xck5beeQ3UMYFKZkw', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=116, prompt_tokens=433, total_tokens=549, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'tool_call_id': 'toolu_019AHG2Xck5beeQ3UMYFKZkw',\n",
-       " 'role': 'tool',\n",
-       " 'name': 'add_numbers',\n",
-       " 'content': '70'}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "Now I'll add the result (70) to the third number (59):\n",
-       "\n",
-       "🔧 add_numbers({\"a\": 70, \"b\": 59})\n",
-       "\n",
-       "\n",
-       "<details>\n",
-       "\n",
-       "- id: `chatcmpl-xxx`\n",
-       "- model: `claude-sonnet-4-20250514`\n",
-       "- finish_reason: `tool_calls`\n",
-       "- usage: `Usage(completion_tokens=87, prompt_tokens=562, total_tokens=649, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
-       "\n",
-       "</details>"
-      ],
-      "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='tool_calls', index=0, message=Message(content=\"Now I'll add the result (70) to the third number (59):\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 70, \"b\": 59}', 'name': 'add_numbers'}, 'id': 'toolu_01MaVpxB81qBfEst6cKg5tRZ', 'type': 'function'}], function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=87, prompt_tokens=562, total_tokens=649, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'tool_call_id': 'toolu_01MaVpxB81qBfEst6cKg5tRZ',\n",
-       " 'role': 'tool',\n",
-       " 'name': 'add_numbers',\n",
-       " 'content': '129'}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "\n",
-       "\n",
-       "The answer is **129**.\n",
-       "\n",
-       "I calculated this by first adding 47 + 23 = 70, then adding 70 + 59 = 129.\n",
-       "\n",
-       "<details>\n",
-       "\n",
-       "- id: `chatcmpl-xxx`\n",
-       "- model: `claude-sonnet-4-20250514`\n",
-       "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=41, prompt_tokens=702, total_tokens=743, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
-       "\n",
-       "</details>"
-      ],
-      "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='\\n\\nThe answer is **129**.\\n\\nI calculated this by first adding 47 + 23 = 70, then adding 70 + 59 = 129.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=41, prompt_tokens=702, total_tokens=743, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "chat = Chat(models[0], tools=[add_numbers])\n",
     "res = chat(\"What's 47 + 23 + 59? Use the tool.\",max_steps=3,return_all=True)\n",
@@ -668,30 +514,7 @@
    "execution_count": null,
    "id": "5d33be9e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "Here's a fun fact about otters: Sea otters have a baggy pouch of loose skin under each armpit that they use like pockets to store food and their favourite rocks. They essentially have built-in storage pouches for their tools and snacks!\n",
-       "\n",
-       "<details>\n",
-       "\n",
-       "- id: `chatcmpl-xxx`\n",
-       "- model: `claude-sonnet-4-20250514`\n",
-       "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=131, prompt_tokens=16333, total_tokens=16464, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), server_tool_use=ServerToolUse(web_search_requests=1), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
-       "\n",
-       "</details>"
-      ],
-      "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"Here's a fun fact about otters: Sea otters have a baggy pouch of loose skin under each armpit that they use like pockets to store food and their favourite rocks. They essentially have built-in storage pouches for their tools and snacks!\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': [[{'type': 'web_search_result_location', 'cited_text': '© Don Getty · Sea otters have a baggy pouch of loose skin under each armpit that they use like pockets to store food and their favourite rocks.', 'url': 'https://wwf.ca/stories/10-facts-you-otter-know-about-sea-otters/', 'title': '10 facts you otter know about sea otters - WWF.CA', 'encrypted_index': 'EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDLb2NS6/OFMaGiJL9hoMHnFjDmtj63JlucR5IjBECL8xR+jdfEsBupvvfZQm9sbYVSDYiWza2VU/u6fU5LqDMrSvsqYT1pnCh9W0voEqFGOFXiq76aO1I1NWYw6Eke9qIIdeGAQ='}]], 'thinking_blocks': None}))], usage=Usage(completion_tokens=131, prompt_tokens=16333, total_tokens=16464, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), server_tool_use=ServerToolUse(web_search_requests=1), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "chat = Chat(models[0], search='l')  # 'l'ow, 'm'edium, or 'h'igh search context\n",
     "res = chat(\"Please tell me one fun fact about otters. Keep it brief\")\n",
@@ -713,23 +536,7 @@
    "execution_count": null,
    "id": "a3910821",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'citations': [[{'type': 'web_search_result_location',\n",
-       "    'cited_text': '© Don Getty · Sea otters have a baggy pouch of loose skin under each armpit that they use like pockets to store food and their favourite rocks.',\n",
-       "    'url': 'https://wwf.ca/stories/10-facts-you-otter-know-about-sea-otters/',\n",
-       "    'title': '10 facts you otter know about sea otters - WWF.CA',\n",
-       "    'encrypted_index': 'EpABCioIChgCIiQ4ODk4YTFkYy0yMTNkLTRhNmYtOTljYi03ZTBlNTUzZDc0NWISDLb2NS6/OFMaGiJL9hoMHnFjDmtj63JlucR5IjBECL8xR+jdfEsBupvvfZQm9sbYVSDYiWza2VU/u6fU5LqDMrSvsqYT1pnCh9W0voEqFGOFXiq76aO1I1NWYw6Eke9qIIdeGAQ='}]],\n",
-       " 'thinking_blocks': None}"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "res.choices[0].message.provider_specific_fields"
    ]
@@ -778,28 +585,7 @@
    "execution_count": null,
    "id": "cc81074b",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Here are the top 10 biggest animals by size/weight:\n",
-      "\n",
-      "1. **Blue whale** - largest animal ever, up to 100 feet long\n",
-      "2. **Fin whale** - second-largest whale, up to 85 feet\n",
-      "3. **Bowhead whale** - up to 65 feet, very heavy build\n",
-      "4. **Right whale** - up to 60 feet, extremely bulky\n",
-      "5. **Sperm whale** - up to 67 feet, largest toothed whale\n",
-      "6. **Gray whale** - up to 50 feet\n",
-      "7. **Humpback whale** - up to 52 feet\n",
-      "8. **African elephant** - largest land animal, up to 13 feet tall\n",
-      "9. **Colossal squid** - up to 46 feet long (largest invertebrate)\n",
-      "10. **Giraffe** - tallest animal, up to 18 feet tall\n",
-      "\n",
-      "*Note: Most are marine mammals due to water's buoyancy support for massive size.*None"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "for chunk in res_gen:\n",
     "    if isinstance(chunk,ModelResponseStream): print(chunk.choices[0].delta.content,end='')"
@@ -818,43 +604,7 @@
    "execution_count": null,
    "id": "518cda43",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "Here are the top 10 biggest animals by size/weight:\n",
-       "\n",
-       "1. **Blue whale** - largest animal ever, up to 100 feet long\n",
-       "2. **Fin whale** - second-largest whale, up to 85 feet\n",
-       "3. **Bowhead whale** - up to 65 feet, very heavy build\n",
-       "4. **Right whale** - up to 60 feet, extremely bulky\n",
-       "5. **Sperm whale** - up to 67 feet, largest toothed whale\n",
-       "6. **Gray whale** - up to 50 feet\n",
-       "7. **Humpback whale** - up to 52 feet\n",
-       "8. **African elephant** - largest land animal, up to 13 feet tall\n",
-       "9. **Colossal squid** - up to 46 feet long (largest invertebrate)\n",
-       "10. **Giraffe** - tallest animal, up to 18 feet tall\n",
-       "\n",
-       "*Note: Most are marine mammals due to water's buoyancy support for massive size.*\n",
-       "\n",
-       "<details>\n",
-       "\n",
-       "- id: `chatcmpl-xxx`\n",
-       "- model: `claude-sonnet-4-20250514`\n",
-       "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=232, prompt_tokens=22, total_tokens=254, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None), prompt_tokens_details=None)`\n",
-       "\n",
-       "</details>"
-      ],
-      "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content=\"Here are the top 10 biggest animals by size/weight:\\n\\n1. **Blue whale** - largest animal ever, up to 100 feet long\\n2. **Fin whale** - second-largest whale, up to 85 feet\\n3. **Bowhead whale** - up to 65 feet, very heavy build\\n4. **Right whale** - up to 60 feet, extremely bulky\\n5. **Sperm whale** - up to 67 feet, largest toothed whale\\n6. **Gray whale** - up to 50 feet\\n7. **Humpback whale** - up to 52 feet\\n8. **African elephant** - largest land animal, up to 13 feet tall\\n9. **Colossal squid** - up to 46 feet long (largest invertebrate)\\n10. **Giraffe** - tallest animal, up to 18 feet tall\\n\\n*Note: Most are marine mammals due to water's buoyancy support for massive size.*\", role='assistant', tool_calls=None, function_call=None, provider_specific_fields=None))], usage=Usage(completion_tokens=232, prompt_tokens=22, total_tokens=254, completion_tokens_details=CompletionTokensDetailsWrapper(accepted_prediction_tokens=None, audio_tokens=None, reasoning_tokens=0, rejected_prediction_tokens=None, text_tokens=None), prompt_tokens_details=None))"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "chunk"
    ]
@@ -874,30 +624,7 @@
    "execution_count": null,
    "id": "961984e3",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "Hello! How are you doing today? Is there anything I can help you with?\n",
-       "\n",
-       "<details>\n",
-       "\n",
-       "- id: `chatcmpl-xxx`\n",
-       "- model: `claude-sonnet-4-20250514`\n",
-       "- finish_reason: `stop`\n",
-       "- usage: `Usage(completion_tokens=20, prompt_tokens=9, total_tokens=29, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0)`\n",
-       "\n",
-       "</details>"
-      ],
-      "text/plain": [
-       "ModelResponse(id='chatcmpl-xxx', created=1000000000, model='claude-sonnet-4-20250514', object='chat.completion', system_fingerprint=None, choices=[Choices(finish_reason='stop', index=0, message=Message(content='Hello! How are you doing today? Is there anything I can help you with?', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None}))], usage=Usage(completion_tokens=20, prompt_tokens=9, total_tokens=29, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetailsWrapper(audio_tokens=None, cached_tokens=0, text_tokens=None, image_tokens=None), cache_creation_input_tokens=0, cache_read_input_tokens=0))"
-      ]
-     },
-     "execution_count": null,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "chat = AsyncChat(models[0])\n",
     "await chat(\"Hi there\")"
@@ -916,92 +643,7 @@
    "execution_count": null,
    "id": "5a1acbf8",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "Based on the search results:\n",
-       "\n",
-       "**Male African elephants**: [*](https://www.africa-safaris.com/How-Much-Does-An-Elephant-Weigh \"How Much Does An Elephant Weigh\") Males typically weigh more than females, with an average weight of 11,000 pounds (5,000 kilograms)\n",
-       "\n",
-       "**Male Asian elephants**: [*](https://www.ifaw.org/international/journal/difference-african-asian-elephants \"African Elephants vs. Asian Elephants | IFAW\") Asian elephant males weigh on average about 3,600 kilograms (7,900 pounds)\n",
-       "\n",
-       "<details class='tool-usage-details'>\n",
-       "\n",
-       "```json\n",
-       "{\n",
-       "  \"id\": \"toolu_019FMXCxhQEhoEFmwMn9k8s9\",\n",
-       "  \"call\": {\n",
-       "    \"function\": \"add_numbers\",\n",
-       "    \"arguments\": {\n",
-       "      \"a\": \"5000\",\n",
-       "      \"b\": \"3600\"\n",
-       "    }\n",
-       "  },\n",
-       "  \"result\": \"8600\"\n",
-       "}\n",
-       "```\n",
-       "\n",
-       "</details>\n",
-       "\n",
-       "**Total**: 8,600 kg**Male African elephants**: [*](https://www.africa-safaris.com/How-Much-Does-An-Elephant-Weigh \"How Much Does An Elephant Weigh\") 5,000 kg\n",
-       "**Male Asian elephants**: [*](https://www.ifaw.org/international/journal/difference-african-asian-elephants \"African Elephants vs. Asian Elephants | IFAW\") 3,600 kg\n",
-       "\n",
-       "<details class='tool-usage-details'>\n",
-       "\n",
-       "```json\n",
-       "{\n",
-       "  \"id\": \"toolu_01T4vV8eoZ4RzmvqGG84zGRC\",\n",
-       "  \"call\": {\n",
-       "    \"function\": \"add_numbers\",\n",
-       "    \"arguments\": {\n",
-       "      \"a\": \"5000\",\n",
-       "      \"b\": \"3600\"\n",
-       "    }\n",
-       "  },\n",
-       "  \"result\": \"8600\"\n",
-       "}\n",
-       "```\n",
-       "\n",
-       "</details>\n",
-       "\n",
-       "**Total**: 8,600 kg[*](https://www.africa-safaris.com/How-Much-Does-An-Elephant-Weigh \"How Much Does An Elephant Weigh\") Male African elephants: 5,000 kg\n",
-       "[*](https://www.ifaw.org/international/journal/difference-african-asian-elephants \"African Elephants vs. Asian Elephants | IFAW\") Male Asian elephants: 3,600 kg\n",
-       "\n",
-       "<details class='tool-usage-details'>\n",
-       "\n",
-       "```json\n",
-       "{\n",
-       "  \"id\": \"toolu_014KmebLoj2UvaHZQuJ7xRqd\",\n",
-       "  \"call\": {\n",
-       "    \"function\": \"add_numbers\",\n",
-       "    \"arguments\": {\n",
-       "      \"a\": \"5000\",\n",
-       "      \"b\": \"3600\"\n",
-       "    }\n",
-       "  },\n",
-       "  \"result\": \"8600\"\n",
-       "}\n",
-       "```\n",
-       "\n",
-       "</details>\n",
-       "\n",
-       "\n",
-       "\n",
-       "I don't have access to web search tools. I can only add numbers. \n",
-       "\n",
-       "Based on general knowledge:\n",
-       "- Male African elephants: ~5,000 kg\n",
-       "- Male Asian elephants: ~3,600 kg"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "chat = AsyncChat(models[0], search='l', tools=[add_numbers])\n",
     "res = await chat(\"\"\"\\\n",
@@ -1028,9 +670,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "python3",
+   "display_name": "python",
    "language": "python",
-   "name": "python3"
+   "name": "python"
   }
  },
  "nbformat": 4,
diff --git a/settings.ini b/settings.ini
index bac0fc8..4c82ff9 100644
--- a/settings.ini
+++ b/settings.ini
@@ -27,7 +27,7 @@ keywords = nbdev jupyter notebook python
 language = English
 status = 3
 user = AnswerDotAI
-requirements = litellm<=1.80.5 numpydoc toolslm fastcore>=1.8.13
+requirements = litellm>1.80.5 numpydoc toolslm fastcore>=1.8.13
 dev_requirements = ipython pycachy>=0.0.4 fastlite
 cell_number = False
 readme_nb = index.ipynb