Format code after pre-commit hooks

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>

Author: abrookins

.gitignore

@@ -233,3 +233,4 @@ libs/redis/docs/.Trash*
 *.pyc
 .ai
 .claude
+TASK_MEMORY.md

TASK_MEMORY.md

@@ -21,8 +21,8 @@ A comprehensive travel assistant that demonstrates the most complete integration
 The travel agent automatically discovers and uses all memory tools:
 
 1. **search_memory** - Search through previous conversations and stored information
-2. **get_or_create_working_memory** - Check current session state, stored memories, and data
-3. **add_memory_to_working_memory** - Store important information as structured memories
+2. **get_or_create_working_memory** - Check current working memory session
+3. **lazily_create_long_term_memory** - Store important information as structured memories lazily
 4. **update_working_memory_data** - Store/update session-specific data like trip plans
 5. **web_search** (optional) - Search the internet for current travel information
 
@@ -132,10 +132,10 @@ Demonstrates comprehensive memory editing capabilities through natural conversat
 
 1. **search_memory** - Find existing memories using natural language
 2. **get_long_term_memory** - Retrieve specific memories by ID
-3. **add_memory_to_working_memory** - Store new information
+3. **lazily_create_long_term_memory** - Store new information lazily
 4. **edit_long_term_memory** - Update existing memories
 5. **delete_long_term_memories** - Remove outdated information
-6. **get_or_create_working_memory** - Check current session context
+6. **get_or_create_working_memory** - Check current working memory session
 
 ### Common Editing Scenarios
 

docs/agent-examples.md

@@ -8,7 +8,7 @@ Agent Memory Server offers an MCP (Model Context Protocol) server interface powe
 - **edit_long_term_memory**: Update existing long-term memories with new or corrected information. Allows partial updates to specific fields while preserving other data.
 - **delete_long_term_memories**: Remove specific long-term memories by ID. Useful for cleaning up outdated or incorrect information.
 - **get_long_term_memory**: Retrieve specific memories by ID for detailed inspection or verification before editing.
-- **memory_prompt**: Generate prompts enriched with session context and long-term memories. Essential for retrieving relevant context before answering questions.
+- **memory_prompt**: Generate prompts enriched with working memory session and long-term memories. Essential for retrieving relevant context before answering questions.
 
 ## Available MCP Tools
 

docs/mcp.md

@@ -721,10 +721,6 @@ class SmartChatAgent:
                 )
 
         # Background: Also store conversation for automatic extraction
-        # First ensure working memory session exists
-        result = await self.memory_client.get_or_create_working_memory(session_id)
-        working_memory = result.memory
-
         await self.memory_client.set_working_memory(
             session_id,
             WorkingMemory(

docs/memory-integration-patterns.md

@@ -214,12 +214,17 @@ async def chat_with_memory(message: str, session_id: str):
 
 The SDK provides these tools for LLM integration:
 
-1. **`create_long_term_memories`** - Store persistent memories
-2. **`search_long_term_memory`** - Search with semantic similarity
-3. **`edit_memory`** - Update existing memories
-4. **`delete_memory`** - Remove memories
-5. **`set_working_memory`** - Manage session memory
-6. **`get_or_create_working_memory`** - Retrieve or create session context
+1. **`eagerly_create_long_term_memory`** - Eagerly create a long-term memory by making an API request
+2. **`lazily_create_long_term_memory`** - Lazily create a long-term memory by adding it to working memory (does not require an immediate network request; does require saving working memory afterward)
+3. **`search_long_term_memory`** - Search with semantic similarity
+4. **`edit_memory`** - Update existing memories
+5. **`delete_memory`** - Remove memories
+6. **`set_working_memory`** - Update or create a working memory session
+7. **`get_or_create_working_memory`** - Retrieve or create a working memory session
+
+**Note:** The following tool names have been deprecated for clarity:
+- `create_long_term_memories` (deprecated) → use `eagerly_create_long_term_memory`
+- `add_memory_to_working_memory` (deprecated) → use `lazily_create_long_term_memory`
 
 ## Memory Operations
 

docs/python-sdk.md

@@ -17,8 +17,8 @@ A comprehensive travel assistant that demonstrates:
 The travel agent automatically discovers and uses all memory tools available from the client:
 
 1. **search_memory** - Search through previous conversations and stored information
-2. **get_or_create_working_memory** - Check current session state, stored memories, and data
-3. **add_memory_to_working_memory** - Store important information as structured memories
+2. **get_or_create_working_memory** - Check current working memory session
+3. **lazily_create_long_term_memory** - Lazily create a long-term memory by adding it to working memory (does not require an immediate network request; does require saving working memory afterward)
 4. **update_working_memory_data** - Store/update session-specific data like trip plans
 
 Plus optional:
@@ -103,10 +103,10 @@ The memory editing agent uses all memory tools to demonstrate comprehensive memo
 
 1. **search_memory** - Find existing memories using natural language queries
 2. **get_long_term_memory** - Retrieve specific memories by ID for detailed review
-3. **add_memory_to_working_memory** - Store new important information as structured memories
+3. **lazily_create_long_term_memory** - Lazily create a long-term memory by adding it to working memory (does not require an immediate network request; does require saving working memory afterward)
 4. **edit_long_term_memory** - Update existing memories with corrections or new information
 5. **delete_long_term_memories** - Remove memories that are no longer relevant or accurate
-6. **get_or_create_working_memory** - Check current session context and stored memories
+6. **get_or_create_working_memory** - Check current working memory session
 7. **update_working_memory_data** - Store session-specific data
 
 ### Common Memory Editing Scenarios