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Covers initialization, chat management, message building, tool infrastructure (_collect_tools, _sync_tools, _execute_tool), documentation tools with @token_optimized output, prompt injection, streaming, agent loop, reset, @agent_tool decorator, and integration. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Covers: tool name derivation (single/double/no underscore prefix), full docstring extraction (single-line, multi-paragraph, multiple consecutive blank lines, blank lines before Args), exclusion of Args/Returns/Raises/Example sections, whitespace collapsing, explicit description and parameters overrides, param schema types (str, int, float, bool, list, dict, nullable), param descriptions from docstring Args section (including parenthetical type format), required vs optional params, availability (static + callable with dynamic evaluation), _ToolMeta attachment and immutability, and a complex mixed-signature integration test. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
_execute_tool now keeps validated values from TypeAdapter.validate_python instead of discarding them. This means Pydantic model parameters arrive as actual model instances (with .field access, validators, defaults) rather than raw dicts. Adds 10 new tests: Pydantic model coercion from dict (with defaults, validation errors, missing fields), primitives still pass through, and 5 decorator schema tests for Pydantic model params (nested object schema, field types, field descriptions, required fields, docstring description). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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errors,complaints, etc.)AbstractAgentbasic docs querying toolsSpecialistsuffixed naming conventionNext steps: