pydantic-ai
https://github.com/pydantic/pydantic-ai
Python
GenAI Agent Framework, the Pydantic way
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- Issues
- A `CachePoint` behind a replayed MCP tool result raises `TypeError` instead of building the request
- Add `openai_cache_instructions` to place a prompt cache breakpoint on the instructions
- Attach a later `UserPromptPart`'s leading `CachePoint` to the preceding OpenRouter content
- Support deferred capability tools in realtime sessions via mid-session `session.update` tool reveals
- Pending message queued at a `DeferredToolRequests` pause discards the pause and skips approval
- Add the harness `Keenable Search` page to the docs navigation
- Return deep copies from `MCPToolset.list_tools`
- Correct `EmbeddingSettings.dimensions` Bedrock support and pin the `Supported by:` lists
- Native support for the Novita provider
- Document the `realtime` extras in install docs
- Docs
- Python not yet supported