pydantic-ai

v2.11.0 Feature

This release adds 1 notable feature for engineering teams evaluating rollout.

Published 11d AI Agents & Assistants

✓ No known CVEs patched

✓ No known CVEs patched in this version

Topics

agent-framework genai llm pydantic python

Summary

AI summary

Updates 🐛 Bug Fixes, 🚀 Features, and feat across a mixed release.

Type	Severity	Summary	CVE
Feature	Low	Export `HistoryProcessor` and add actionable hints to usage-limit and tool-retry errors Export `HistoryProcessor` and add actionable hints to usage-limit and tool-retry errors Source: llm_adapter@2026-07-16 Confidence: high	—
Bugfix
Bugfix	Medium	Fix `MistralStreamedResponse` to accept int‑valued numbers and reject bools in streamed validation Fix `MistralStreamedResponse` to accept int‑valued numbers and reject bools in streamed validation Source: llm_adapter@2026-07-16 Confidence: high	—
Bugfix	Medium	Suggest `Agent('test')` when provider credentials are missing during onboarding Suggest `Agent('test')` when provider credentials are missing during onboarding Source: llm_adapter@2026-07-16 Confidence: high	—
Bugfix	Medium	Transform native output schema for Anthropic when `default_structured_output_mode` is "native" Transform native output schema for Anthropic when `default_structured_output_mode` is "native" Source: llm_adapter@2026-07-16 Confidence: high	—
Bugfix	Medium	Prevent Bedrock from sending untransformed schema when `default_structured_output_mode` is "native" Prevent Bedrock from sending untransformed schema when `default_structured_output_mode` is "native" Source: llm_adapter@2026-07-16 Confidence: high	—

Full changelog

feat: export HistoryProcessor and add actionable hints to usage-limit and tool-retry errors by @DouweM in https://github.com/pydantic/pydantic-ai/pull/6346

Fix MistralStreamedResponse streamed number/integer validation to accept int-valued numbers and reject bools by @pydanty[bot] in https://github.com/pydantic/pydantic-ai/pull/6479
fix(onboarding): suggest Agent('test') when provider credentials are missing by @DouweM in https://github.com/pydantic/pydantic-ai/pull/6342
fix(anthropic): transform native output schema when reached via profile={"default_structured_output_mode": "native"} by @dsfaccini in https://github.com/pydantic/pydantic-ai/pull/6521
Fix Bedrock profile={'default_structured_output_mode': 'native'} sending untransformed schema by @dsfaccini in https://github.com/pydantic/pydantic-ai/pull/6539

Full Changelog: https://github.com/pydantic/pydantic-ai/compare/v2.10.0...v2.11.0

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About pydantic-ai

AI Agent Framework, the Pydantic way