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Microsoft Agent Framework for building AI Agents with Python. This is the core package that has all the core abstractions and implementations.
Last release 5 days ago
02 Oct 2026
Ships on a steady schedule
a new release about every 2 weeks
Some releases are documented
notes for 11 of 27 stable releases
Nothing withdrawn
no release was ever pulled
1 years old
61 releases · first in 2025
agent-framework-foundry-hosting : Host native workflows over Foundry Responses and Foundry Invocations ( #8947 , #8966 )
agent-framework-foundry-hosting : Host native workflows over Foundry Responses and Foundry Invocations ( #8947 , #8966 )
agent-framework-duckdb , agent-framework-sql-server , agent-framework-typesafe : Add DuckDB and SQL Server native vector-store connectors and the TypeSafe AI connector ( #8675 , #8686 , #8592 )
agent-framework , agent-framework-core : Add response-stream gates and buffering, session-scoped file-access isolation, an AgentExecutor checkpoint-state TypedDict , and opt-in FunctionInvocationContext injection for skill scripts ( #8829 , #8542 , #8284 , #8749 )
agent-framework-foundry , agent-framework-foundry-hosting , agent-framework-openai : Add native computer-use support to Responses clients and Foundry project embeddings ( #8751 , #8454 )
agent-framework-azure-ai-search : Support knowledge_source_params in AzureAISearchContextProvider ( #8673 )
agent-framework-mongodb , samples : Add a MongoDB agent RAG sample ( #8725 )
agent-framework-foundry-hosting : [BREAKING] Redesign Foundry hosting around request-scoped agent factories, persistent sandbox-isolated sessions, parsed and durable Invocations runs, and configurable Responses history, background execution, and options ( #8372 , #8593 , #8741 , #8794 , #8894 )
agent-framework-core : Harden approval and MCP runtime context handling, treat matched function results as terminal, require session-backed local approvals, and fail closed when approval bindings or agent-tool approvals cannot be resolved ( #8579 , #8589 , #8750 , #8780 , #8527 )
agent-framework-declarative : [BREAKING - experimental] Align workflow state attribute lookup, bound PowerFx state construction, normalize workflow HTTP request URLs, and preserve expression results in SendActivity output ( #8893 , #8511 , #8588 , #8509 )
agent-framework-gemini , agent-framework-core : [BREAKING] Add Gemini Embedding 2 and vector task options, use the GOOGLE_* settings namespace, and support operation-specific embedding options in shared vector APIs ( #8798 )
agent-framework-ag-ui , agent-framework-core : Treat matched tool results as terminal; make disconnected AG-UI runs durable, emit RUN_STARTED before execution when IDs are supplied, and isolate custom approval-state namespaces ( #8579 , #8672 , #8807 , #8714 )
agent-framework , agent-framework-core : Bound the all integration set to the current release cohort to avoid pip resolver backtracking, and support msgspec 0.22 for Python 3.15 installations
agent-framework-a2a , agent-framework-anthropic , agent-framework-azure-contentunderstanding , agent-framework-azure-cosmos-memory , agent-framework-bedrock , agent-framework-claude , agent-framework-copilotstudio , agent-framework-declarative , agent-framework-devui , agent-framework-foundry , agent-framework-foundry-hosting , agent-framework-github-copilot , agent-framework-hosting , agent-framework-hosting-responses , agent-framework-hosting-telegram , agent-framework-mem0 , agent-framework-purview , agent-framework-redis : Add missing py.typed markers and enforce their presence in package checks ( #8823 )
agent-framework-bedrock : Forward Converse guardrail and additional-model-request options, send user images, and stream through ConverseStream ( #8680 , #8683 , #8685 )
agent-framework-chatkit : Support structured input and generated-image conversion ( #8843 , #8844 )
agent-framework-orchestrations : Create Magentic managers per workflow, optionally disable return-to-previous handoff routing, gate sequential output on approval, and validate generated handoffs before routing ( #8581 , #8639 , #8595 , #8587 )
agent-framework-redis : Allow RedisHistoryProvider to borrow a Redis client, clarify context-retrieval scope, and declare the current Python <3.15 limit imposed by redisvl ( #8883 , #8584 )
agent-framework-postgres , agent-framework-hyperlight : Restore supported Python 3.15 dependency resolution ( #8505 )
agent-framework-foundry : Require Azure Monitor OpenTelemetry 1.8.10 for trace propagation and support Azure AI Projects through 2.7 ( #8512 , #8751 )
agent-framework-hyperlight , agent-framework-monty : Clarify CodeAct guest-package installation and host-network access ( #8781 )
tests : Refresh root and Lab development dependencies, type checkers, transitive security dependencies, and lockfiles; require Python 3.15 checks and add bounded Windows 3.14 meta-package install coverage ( #8505 , #8612 , #8650 , #8727 , #8942 , #8945 )
docs , samples : Cross-reference security patterns, clarify file-search retrieval scope, improve local-shell filtering guidance, and correct README instructions ( #8726 , #8591 , #8766 , #8822 )
agent-framework-openai : Isolate OpenAI metadata defaults from Azure-routed clients ( #8969 )
agent-framework-core : Apply MCP security labels before dynamically discovered and progressively disclosed tools become callable ( #8972 )
agent-framework-core : Reduce response-stream hot-path overhead and avoid loading tool-approval middleware for agent runs without middleware ( #8971 )
agent-framework-core : Preserve functional-workflow replay identity, scope invocation arguments and activity IDs to workflow runs, deduplicate fan-out targets, propagate nested cancellation arguments, and support orchestration checkpoint deserialization ( #8887 , #8596 , #8549 , #8739 , #8602 , #8723 )
agent-framework-core : Preserve repeated history turns, compaction through middleware rewrites, checkpoint dictionary subclasses, response metadata, annotations, native vector keys, integer precision, and boolean set values ( #8800 , #8671 , #8519 , #8464 , #8701 , [ #8535 ]( https://github.c ...
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agent_framework-1.20.0-py3-none-any.whl
sha256:cc714278360aa3f44b804b2d7854c1cc0e015dba253c64535a5aeabfe2b49c5f
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agent_framework-1.20.0.tar.gz
sha256:b2e492de59983eff712330921e5ca9c6bd0b9cf694bfcf163036bd17c7acc0b0
9.61 KB 2026-10-02T14:54:56Z
agent_framework_a2a-1.0.0b261002-py3-none-any.whl
sha256:8838cb1d2023818c7453804152368800777139425e8a34f276a50d248b91ad4b
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agent_framework_a2a-1.0.0b261002.tar.gz
sha256:7d28d2332377b52f710bc83ed09243dd5fb9deb4aa395d2baba5bdcde942c175
19.7 KB 2026-10-02T14:54:56Z
agent_framework_ag_ui-1.5.0-py3-none-any.whl
sha256:5d014072679daed6ac0b936cd4792fe46daed52e32420434a1228aaf0a571d3a
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agent_framework_ag_ui-1.5.0.tar.gz
sha256:0dc142ea24e9804a48220389cd215f479f49497d3fda257f55304b99b7d5f620
447 KB 2026-10-02T14:54:56Z
agent_framework_anthropic-1.0.0b261002-py3-none-any.whl
sha256:02afbd17ce4fb346ce0596ba30ed5bf945fdd0027e355d25156d768ff7dd9292
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agent_framework_anthropic-1.0.0b261002.tar.gz
sha256:9af1f8c5ca5af7af3e6b6ca1dca850a6fc0a886af9ee3c6f44422c73198d3fb0
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agent_framework_azure_ai_search-1.0.0b261002-py3-none-any.whl
sha256:1eda637cfd5ac6aa4472780bdeb35e264530a69b0389509d006561ef00ab3be9
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agent_framework_azure_ai_search-1.0.0b261002.tar.gz
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Source code (zip)
2026-10-02T12:30:35Z
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agent-framework-core : [BREAKING] Limit MCP skill archives to ZIP files and deprecate the MCP sampling callback ( #8290 , #8401 )
agent-framework , agent-framework-core : Add generic vector-store provider protocols, instrumentation message-event controls, and per-tool AgentModeProvider exposure controls ( #8421 , #8451 , #8450 )
agent-framework-mongodb : Add the alpha MongoDB vector-store connector ( #8184 )
agent-framework-azure-documentdb : Add the alpha Azure DocumentDB vector-store connector ( #8185 )
agent-framework-azure-cosmos , agent-framework-core : Add an Azure Cosmos DB NoSQL implementation of the shared vector-store APIs ( #8186 )
agent-framework-orchestrations : Add stable names for built-in orchestration workflows and register their checkpoint types for restoration ( #8384 , #8258 )
agent-framework-devui : Display Aspire traces in the developer UI ( #7874 )
agent-framework-core : Add an option to invoke function calls sequentially ( #8453 )
agent-framework-core , agent-framework-hyperlight , agent-framework-monty : Expose CodeAct tool parameter schemas and configurable compact or JSON descriptions ( #8459 )
agent-framework-a2a , agent-framework-ag-ui , agent-framework-core , agent-framework-declarative : [BREAKING] Make HTTP cookie persistence explicit for framework-owned and caller-owned clients ( #8371 )
agent-framework-core : [BREAKING] Limit MCP skill archives to ZIP files and deprecate the MCP sampling callback ( #8290 , #8401 )
agent-framework-declarative : [BREAKING] Scope provider-backed MCP sessions per invocation ( #8425 )
agent-framework-redis : [BREAKING - beta] Scope history storage keys by provider and session identity ( #8236 )
agent-framework-core : Refine skill frontmatter parsing, propagate runtime arguments to skill callbacks, and clarify MCP annotation override behavior ( #8430 , #8387 , #8399 )
agent-framework-core , agent-framework-hosting-a2a : Tighten security-label enforcement and restrict owned-input argument labels ( #8238 , #8394 )
agent-framework-purview : Handle additional content types during Purview policy processing ( #8370 )
agent-framework-mistral , agent-framework-hosting-responses : Reject unsupported per-call Mistral transport options ( #8392 )
agent-framework-monty : Update the Monty bridge for the current pydantic-monty pool API and reuse registered tools in callbacks ( #8152 , #8395 )
agent-framework-openai : Separate hosted and local shell calls ( #8294 )
agent-framework-ag-ui , agent-framework-anthropic , agent-framework-bedrock , agent-framework-core , agent-framework-foundry-hosting , agent-framework-hosting-a2a , agent-framework-hosting-mcp , agent-framework-hosting-responses , agent-framework-openai : Keep tool diagnostics internal by default ( #8235 )
agent-framework-azure-cosmos : Clarify Cosmos history-provider storage scope ( #8391 )
tests : Add public API compatibility checks and update root and Lab development dependencies and lockfiles ( #8271 , #8469 , #8266 , #8470 , #8249 , #8471 , #8472 , #8473 )
docs : Document keyed web search through the Serply MCP server and correct Python documentation wording ( #8319 , #8323 )
agent-framework-core : Preserve function-call and approval context across mixed batches, resumed runs, nested workflows, and streaming merges ( #8428 , #8433 , #8345 , #8337 )
agent-framework-core : Preserve compaction summaries and configuration while excluding encrypted reasoning payloads from token counts ( #8354 , #8329 , #8117 , #7944 )
agent-framework-core : Make file checkpoint saves, deletion, encoding, and round trips concurrency-safe and lossless ( #7757 , #8261 , #8272 , #8262 , #8181 )
agent-framework-core : Preserve workflow streaming, response metadata, state, return types, and invocation keyword arguments across completion and resume paths ( #8231 , #8389 , #8300 , #8309 , #8311 , #7999 , #8287 , #8331 )
agent-framework-core : Authenticate and scope MCP requests and sessions to the correct invocation identity, origin, and ownership ( #8303 , #8285 , #8246 , #8225 )
agent-framework-core : Verify MCP skill archive digests, avoid duplicate structured content, and reject ambiguous MCP configuration matches ( #8404 , #8274 , #8386 )
agent-framework-core : Propagate result-parser and asynchronous tool invocation failures correctly and count async invocation exceptions ( #8420 , #8278 )
agent-framework-core : Avoid OpenTelemetry context detach errors and record failed client-operation durations ( #8398 , #8347 )
agent-framework-core : Preserve instruction ordering, support Literal annotations, allow middleware argument repair, and deduplicate MessagePack history writes ( #8353 , #8351 , #8288 , #8224 )
agent-framework-core : Bound stateless approval pause batches to the current user turn ( #8449 )
agent-framework-ag-ui , agent-framework-core , agent-framework-foundry : Preserve checkpoint, approval, replay, reasoning, and session metadata across AG-UI interrupts and resumes ( #8163 , #8373 , #8058 , #8149 , #8279 , #8199 )
agent-framework-anthropic , agent-framework-core : Isolate Anthropic request parsing state and handle provider-invalidated responses ( #8237 , [...
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samples : Add Magentic custom-manager prompts and MLflow observability examples ( #7876 , #8085 )
samples : Add Magentic custom-manager prompts and MLflow observability examples ( #7876 , #8085 )
agent-framework-core : Add shared vector-store abstractions, portable filters, and an in-memory vector store ( #8014 , #8115 )
agent-framework-core : Add a maximum-duration bound and stop-reason signal to the tool invocation loop ( #7772 )
agent-framework-core : Support mixed workflow invocation keyword arguments ( #7963 )
agent-framework-ag-ui : Add emit_messages_snapshot configuration for suppressing the terminal message snapshot ( #7808 )
agent-framework-ag-ui , agent-framework-core : Add supported MCP Host-history conversion for persisted AG-UI conversations ( #8130 )
agent-framework-azure-ai-search , agent-framework-core : Add an Azure AI Search implementation of the shared vector-store APIs ( #8153 )
agent-framework-redis , agent-framework-core : Add Redis HASH and JSON vector stores ( #8156 )
agent-framework-qdrant : Add the alpha Qdrant vector-store connector ( #8154 )
agent-framework-postgres : Add the alpha PostgreSQL/pgvector connector ( #8155 )
agent-framework , agent-framework-core , agent-framework-foundry , agent-framework-lab : [BREAKING] Isolate Lab dependency resolution, remove Lab from core[all] , and support Azure AI Projects through 2.6 with OpenAI 3.x ( #8188 )
agent-framework-core : [BREAKING - experimental] Add ranged file reads and move the line-numbering contract onto AgentFileStore ( #7669 )
agent-framework-core : [BREAKING - experimental] Centralize file, memory, session, and skill path normalization ( #8123 )
agent-framework-anthropic , agent-framework-azure-ai-search , agent-framework-azure-cosmos , agent-framework-bedrock , agent-framework-copilotstudio , agent-framework-core , agent-framework-foundry , agent-framework-gemini , agent-framework-mem0 , agent-framework-openai : [BREAKING] Make SecretString a masked value wrapper rather than a str subclass and align provider credential handling ( #8127 )
agent-framework-github-copilot : [BREAKING] Make workspace file hooks opt-in and document enable_file_hooks migration ( #7517 )
agent-framework-foundry-hosting : [BREAKING - beta] Restrict checkpoint deserialization by default and allow applications to register additional checkpoint types ( #8045 )
agent-framework-core , agent-framework-foundry : Move Foundry evaluation serialization into the Foundry integration ( #8031 )
agent-framework-github-copilot : Update the GitHub Copilot SDK dependency to 1.0.11 and align file-operation behavior ( #8002 )
agent-framework-ag-ui , agent-framework-devui : Expand compatibility through FastAPI 0.141 ( #8052 )
agent-framework-core , agent-framework-hyperlight : Update Hyperlight Sandbox to 0.6 and enable supported Python 3.14 installations ( #8174 )
agent-framework-foundry , agent-framework-foundry-hosting , agent-framework-openai : Lazily load Foundry and OpenAI integrations to avoid unnecessary import-time dependencies ( #8219 )
agent-framework-devui : Update frontend transitive dependencies ( #8019 , #8009 , #8175 )
agent-framework : Replace stale Python documentation placeholders with live documentation links ( #7777 )
docs : Repair external links, document anonymous Parallel Search MCP usage, and correct Python documentation wording ( #8090 , #8084 , #7942 )
tests : Update uv, Ruff, Zuban, ty, pytest, and Python type-checking dependencies; isolate Lab test dependencies; and make the optional Lightning test robust to nested import failures ( #8038 , #8036 , #8037 , #8062 , #8110 , #8064 , #8071 , #8209 , #8207 , #8208 )
agent-framework-purview : Request inline policy evaluation while the protection-scope cache is cold ( #7976 )
agent-framework-anthropic , agent-framework-gemini : Wrap provider SDK failures consistently in ChatClientException ( #7855 )
agent-framework-a2a : Avoid AttributeError and preserve caller ownership when an A2AAgent uses a supplied HTTP client ( #8095 , #7951 )
agent-framework-chatkit : Preserve ChatKit input tags when converting user messages ( #8097 )
agent-framework-claude , agent-framework-github-copilot : Reject MCP servers passed through provider-agent tool collections ( #7835 )
agent-framework-claude : Preserve message roles in Claude prompt history ( #8122 )
agent-framework-declarative : Preserve URL query parameters and correctly route DevUI message input in declarative workflows ( #7765 , #7839 )
agent-framework-core : Preserve runtime raw representations and recursively serialize nested container values ( #8023 , #7790 )
agent-framework-core : Scope MCP headers to transport requests, clean up failed HTTP connections, and retain bounded MCP Host payload metadata ( #8039 , #8126 , #8128 )
agent-framework-core : Finalize abandoned functional-workflow streams, restore fan-in edge buffers, and validate checkpoint state when saving ( #7798 , #7948 , #8215 )
agent-framework-core : Include tool trajectory details in summarizer input ( #8087 )
agent-framework-core : Preserve the Param unset sentinel with current typing-extensions releases ( #8145 )
agent-framework-core : Preserve empty signed Anthropic thinking blocks during streaming replay ( #8171 )
agent-framework-core : Revalidate discovered skill paths immediately before use ( #8151 )
agent-framework-core : Isolate FIDES state per session, enforce labels on expanded variables, preserve confidentiality through security tools, and keep MCP labels subordinate to local policy ( #8138 , #8139 , #8141 , #8187 )
agent-framework-ag-ui : Stamp checkpoint ownership, surface workflow intermediate events as reasoning, and preserve function-call/result ordering ( #8011 , #8003 , #8005 )
agent-framework-ag-ui : Scope internal session identifiers and reject empty scope-resolver results ([ #8158 ]( https://github.com/microso ...
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samples : Add an end-to-end Foundry-hosted Telegram agent sample
samples : Add an end-to-end Foundry-hosted Telegram agent sample ( #7883 )
agent-framework-foundry-hosting : Add explicit Agent Server or agent-owned model history selection while preventing duplicated conversation replay ( #7997 )
agent-framework-core , agent-framework-foundry : [BREAKING] Restore sequence-only agent middleware inputs and remove the experimental agent-hooks core extra ( #7918 )
agent-framework-core , agent-framework-foundry , agent-framework-openai : Document the same-event-loop concurrency contract for shared chat clients ( #7680 )
agent-framework-devui , agent-framework-hosting-responses , agent-framework-openai : Support OpenAI SDK 3.x while retaining the existing supported floors ( #7967 )
agent-framework-mistral : Migrate chat and embedding clients to the official Mistral SDK ( #7960 )
agent-framework-core , agent-framework-devui , agent-framework-foundry-hosting , agent-framework-hosting-responses , agent-framework-openai : Preserve provider refusals as marked text across history, replay, hosting, and UI conversion ( #7992 )
agent-framework-ag-ui , agent-framework-core , agent-framework-devui , agent-framework-openai : Bind approvals to stable function-call occurrences while preserving legacy approval compatibility ( #7988 )
agent-framework-foundry-hosting : Persist valid OAuth consent responses and restore consent state during recovery ( #8006 )
agent-framework-core : Surface the underlying MCP initialization error when cancellation masks a connection failure ( #7704 )
agent-framework-ag-ui , agent-framework-core : Preserve client tools and request correlation when resuming workflow-as-agent approvals ( #7776 )
agent-framework-core : Project each model call's effective tool set to agent-hooks pre_model_call events ( #7747 )
agent-framework-ag-ui : Preserve every parallel function result during AG-UI message conversion ( #7980 )
agent-framework-devui , agent-framework-openai : Preserve Responses message boundaries, multimodal content, measured usage, and streamed response IDs in DevUI ( #7968 )
agent-framework-hosting-responses : Align continuation, input, output, and media parsing with the OpenAI Responses schemas ( #7966 )
agent-framework-foundry : Declare the HTTPX runtime dependency required by Azure AI Projects 2.3
agent-framework-openai : Preserve falsey provider values, valid request content, usage details, and embedding order ( #7964 )
agent-framework-foundry-hosting : Preserve JSON-safe arguments, falsey results, MCP output consistency, and shell limits in response conversion ( #7965 )
agent-framework-ag-ui , agent-framework-foundry , agent-framework-openai : Preserve Responses replay metadata across stateless and provider-managed AG-UI continuations ( #7906 )
agent-framework-core : Preserve compaction mutations across tool-loop calls and align thresholds and observability ( #7912 )
agent-framework-gemini : Send Pydantic response formats to Gemini as response schemas ( #7879 )
agent-framework-redis : Keep history-provider typing compatible across the supported Redis range ( #7604 )
Full Changelog : python-1.16.0...python-1.17.0
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agent-framework-core : Add configurable timeouts for waiting on the first background-agent task completion
agent-framework-core : Add configurable timeouts for waiting on the first background-agent task completion ( #7908 )
agent-framework-core : Allow programmatic OpenTelemetry service metadata, resource attributes, and OTLP exporter configuration ( #7703 )
agent-framework-foundry-hosting : Update Agent Server dependencies and expose parent FoundryToolbox constructor options ( #7921 )
samples : Apply ChatKit attachment lifecycle checks consistently in the end-to-end sample ( #7846 )
agent-framework-ag-ui , agent-framework-foundry-hosting : Preserve backend-owned service-session snapshots and validate incremental provider continuation input ( #7770 )
agent-framework-anthropic , agent-framework-mistral : Preserve unmapped provider finish reasons ( #7850 )
agent-framework-azure-ai-search : Preserve the kinds of heterogeneous knowledge sources ( #7875 )
agent-framework-core : Prevent workflow checkpoints from being mutated outside storage implementations ( #7847 )
agent-framework-core : Discard unsafe Content fields during deep copy ( #7903 )
agent-framework-core : Avoid mutating caller input in SerializationMixin.from_dict() ( #7901 )
agent-framework-core : Keep the private agent-loop iteration marker out of provider SDK requests ( #7860 )
agent-framework-gemini : Preserve unmapped finish reasons and attach usage details to the correct response ( #7837 )
agent-framework-openai : Preserve streaming when GenAI instrumentation replaces the raw SDK response ( #7705 )
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agent-framework-ag-ui , agent-framework-openai : Add optional A2UI support for agent-generated interfaces and preserve streaming tool-call indices for
agent-framework-ag-ui , agent-framework-openai : Add optional A2UI support for agent-generated interfaces and preserve streaming tool-call indices for A2UI consumers ( #7423 )
agent-framework-core : Add MiddlewareFailure as a first-class fatal signal for function middleware ( #7562 )
agent-framework-core , agent-framework-azure-cosmos : Add a process-wide workflow checkpoint type registry, register Cosmos checkpoint state types, and declare the compatibility dependency required by the supported Cosmos SDK floor ( #7636 )
agent-framework-core , agent-framework-foundry-hosting : Add steering, retry, and recovery support for resilient Foundry Hosted Agents, with long-running workflow samples ( #7670 )
samples : Add the production-ready installment of the build-your-own-claw harness sample ( #7698 )
agent-framework-ag-ui , agent-framework-core : [BREAKING] Consolidate OpenTelemetry GenAI semantic-convention support around stable and experimental modes with explicit message-event controls ( #7673 )
agent-framework-ag-ui : Align run continuity and avoid emitting unchanged predictive state snapshots ( #7662 , #7766 )
agent-framework-core : Defer turn-scoped after_run context providers to the agent-loop boundary ( #7289 )
agent-framework-ag-ui , agent-framework-core , agent-framework-declarative : Persist approval state and distinguish absent values from falsey approval data ( #7631 )
agent-framework-devui : Forward function_invocation_kwargs through DevUI agent runs ( #7779 )
agent-framework-core , samples : Clarify skill script arguments and MCP tool argument-filtering behavior ( #7695 , #7801 )
tests : Update uv, Ruff, mypy, ty, Flit, and the root build-system dependency range ( #7644 , #7645 , #7780 , #7781 , #7782 , #7783 , #7784 )
docs : Clarify PR review resolution and pin the Agent Lightning installation documentation link ( #7746 , #7693 )
agent-framework-a2a , agent-framework-core , agent-framework-orchestrations : Preserve and normalize A2A inputs when used through orchestrations ( #7761 )
agent-framework-ag-ui : Preserve tool-message IDs, URL-source attachments, and JSON workflow resume payloads ( #7510 , #7655 , #7684 )
agent-framework-anthropic , agent-framework-core : Preserve structured instructions when merging chat options ( #7730 )
agent-framework-core : Preserve all fan-in trace contexts and restrict workflow type deserialization ( #7557 , #7500 )
agent-framework-core : Avoid remote MCP tool-name shadowing while retaining the documented argument allowlist ( #7799 )
agent-framework-core : Always emit an arguments field for zero-argument tool calls in Foundry evaluations ( #7734 )
agent-framework-core , agent-framework-github-copilot : Forward telemetry configuration to the GitHub Copilot client ( #7625 )
agent-framework-core , agent-framework-redis : Prevent superlinear history growth by deduplicating saved messages ( #7242 )
agent-framework-devui : Deduplicate streamed tool calls ( #7652 )
agent-framework-foundry-hosting : Surface A2A preview consent URLs and prevent duplicate streamed function calls ( #7606 , #7486 )
agent-framework-orchestrations : Preserve agent additional_properties in handoff clones ( #7755 )
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agent-framework-core , agent-framework-mistral : Add a Mistral chat client with native chat, streaming, tools, structured output, and embeddings suppo
agent-framework-core , agent-framework-mistral : Add a Mistral chat client with native chat, streaming, tools, structured output, and embeddings support ( #7392 )
agent-framework-core : Add experimental AGENT-HOOKS-0.1 enforcement middleware behind the opt-in agent-hooks extra ( #7515 )
agent-framework-openai : Add request preparation and response parsing hooks to OpenAIChatCompletionClient ( #7028 )
agent-framework-ag-ui : Add workflow checkpoint creation and resume support to AgentFrameworkWorkflow ( #6646 )
agent-framework-core : Add BackgroundAgentsProvider.release_session() for safely cancelling work and releasing per-session runtime state ( #7450 )
agent-framework-foundry-hosting : Add provider-based Foundry state stores for agent sessions, checkpoints, and function approvals ( #7533 )
agent-framework-foundry : Export the Foundry hosted-agent session-state key used for service session continuity ( #7608 )
agent-framework-orchestrations : Expose the Magentic orchestrator manager name as MagenticOrchestrator.MANAGER_NAME ( #7350 )
agent-framework-gemini : Surface Gemini thought summaries as reasoning content ( #7488 )
samples : Add a locally hosted Responses sample for the agent harness ( #7010 )
agent-framework , agent-framework-core , agent-framework-azurefunctions , agent-framework-durabletask : Move the Durable Task and Azure Functions integrations to the Durable Agent Framework extension repository ; core continues to re-export their public symbols and install their independently published packages through the all extra ( #7465 )
agent-framework-core : [BREAKING — experimental] Require functional workflow definitions to be built into stateful workflow instances before running or adapting them as agents ( #7521 )
agent-framework-foundry-hosting : [BREAKING — beta] Migrate Foundry Hosted Agents to the Agent Server Responses 2.x storage model ( #7533 )
agent-framework-foundry-hosting , agent-framework-azure-contentunderstanding : Update Azure Agent Server dependencies to the 2.1 beta line and adapt request and storage handling ( #7621 )
agent-framework-foundry : Make encrypted reasoning opt-in for Foundry chat requests ( #7536 )
agent-framework-mem0 : Separate Mem0 storage and search scopes ( #7531 )
agent-framework-ag-ui : Consolidate thread-snapshot ownership and remove unused internal orchestration helpers ( #7426 , #7479 )
agent-framework-devui : Update frontend transitive dependencies ( #7493 , #7554 )
agent-framework-mistral , agent-framework-ollama : Expand the supported uv_build version range ( #7445 )
tests : Update Python development tools and improve sample validation with deterministic replay ( #7350 , #7445 , #7541 , #7545 )
samples : Update frontend dependencies and add a Foundry Hosted Agents custom-storage sample ( #7529 , #7621 )
agent-framework-core : Ignore excluded tool results during compaction ( #7391 )
agent-framework-core : Bound tool-result compaction summaries before provider calls ( #7396 )
agent-framework-core : Report evaluator results with zero checks correctly ( #7399 )
agent-framework-core : Reject Windows junctions while discovering and accessing skills ( #7507 )
agent-framework-core : Warn when advertised MCP archives are rejected ( #7622 )
agent-framework-core : Prevent streaming transcript duplication with message injection and per-service-call persistence ( #7605 )
agent-framework-ag-ui , agent-framework-core : Preserve conversation correlation across AG-UI runs ( #7430 )
agent-framework-ag-ui : Preserve approval resume semantics at the protocol boundary ( #7480 )
agent-framework-ag-ui : Make approval lifecycle, interruption recovery, and replay behavior occurrence-safe ( #7594 )
agent-framework-azure-ai-search : Forward query-source identity to Azure AI Search ( #7278 )
agent-framework-azure-cosmos-memory : Call the renamed Cosmos toolkit registration API ( #7635 )
agent-framework-claude : Avoid reusing one Claude SDK client across distinct fresh sessions ( #7404 )
agent-framework-copilotstudio : Handle large activities without line-length failures, update the Copilot Studio client dependency, and declare its required HTTP and authentication runtime dependencies ( #7417 )
agent-framework-declarative : Preserve falsey EditTableV2 items and robustly extract JSON from declarative workflow responses ( #7380 , #7550 )
agent-framework-foundry : Preserve Foundry hosted-agent session IDs independently from conversation continuation IDs ( #7608 )
agent-framework-gemini : Restore thought_signature values during approval replay ( #7546 )
agent-framework-github-copilot : Scope under-specified approve-for-session decisions to the current tool and align package metadata with the SDK's Python 3.11 minimum ( #7607 )
agent-framework-mistral : Preserve prompt-cache usage details ( #7597 )
agent-framework-openai : Prevent orphaned local approval responses and safely ignore non-string Chat Completions content ( #7462 , #7028 )
agent-framework-redis : Honor a max_messages retention limit of zero ( #7470 )
Full Changelog : python-1.13.0...python-1.14.0
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agent-framework-core , agent-framework-foundry-hosting : Add bounded, in-memory archive skill discovery for MCP sources and expose archive controls th
agent-framework-core , agent-framework-foundry-hosting : Add bounded, in-memory archive skill discovery for MCP sources and expose archive controls through FoundryToolbox ( #7121 )
agent-framework-core , agent-framework-foundry-hosting , agent-framework-hosting , agent-framework-hosting-responses , agent-framework-hosting-telegram : Add reusable session stores and persist complete Foundry Responses sessions ( #7306 )
agent-framework-a2a , agent-framework-ag-ui , agent-framework-anthropic , agent-framework-azure-ai-search , agent-framework-azure-contentunderstanding , agent-framework-azure-cosmos , agent-framework-azure-cosmos-memory , agent-framework-azurefunctions , agent-framework-bedrock , agent-framework-chatkit , agent-framework-claude , agent-framework-copilotstudio , agent-framework-core , agent-framework-declarative , agent-framework-devui , agent-framework-durabletask , agent-framework-foundry , agent-framework-foundry-hosting , agent-framework-foundry-local , agent-framework-gemini , agent-framework-github-copilot , agent-framework-hosting , agent-framework-hosting-a2a , agent-framework-hosting-mcp , agent-framework-hosting-responses , agent-framework-hosting-telegram , agent-framework-hyperlight , agent-framework-lab , agent-framework-mem0 , agent-framework-mistral , agent-framework-monty , agent-framework-ollama , agent-framework-openai , agent-framework-orchestrations , agent-framework-purview , agent-framework-redis , agent-framework-tools : Add process-wide feature-usage telemetry with first-party User-Agent reporting ( #7420 )
agent-framework-core , agent-framework-openai : Add OpenAI cache-write token usage details to observability data ( #7369 )
agent-framework-openai : Support ephemeral per-request instructions in the Responses API ( #7292 )
agent-framework-foundry-hosting : Support asynchronous credentials in FoundryToolbox ( #7208 )
samples : Demonstrate archive-backed MCP skills with progressive disclosure in the Foundry Toolbox sample ( #7121 )
samples : Add FileMemoryProvider, TodoProvider, AgentModeProvider, and GitHub Copilot BYOK samples ( #7309 , #7336 , #7428 )
agent-framework-ag-ui , agent-framework-core : [BREAKING] Make workflow checkpoints fully replayable from initial input and human-in-the-loop responses ( #7374 )
agent-framework-devui : Update frontend transitive dependencies ( #7232 )
samples : Remove numeric prefixes from Foundry Hosted Agent sample names and update frontend dependencies ( #7314 , #7315 , #7405 )
tests : Add isolated lower- and upper-bound release validation and improve Python package-management tooling ( #7274 , #7342 )
agent-framework-core : Restrict unpickler module-prefix allowances to type objects ( #5923 )
agent-framework-core : Apply MCP header_provider headers to initialization and ambient requests ( #7305 )
agent-framework-core : Enforce the documented target-type check in SerializationMixin.from_dict ( #7256 )
agent-framework-ag-ui : Preserve model emission order in MESSAGES_SNAPSHOT events ( #7239 )
agent-framework-foundry : Prevent agent-reference requests from inheriting OPENAI_CHAT_MODEL ( #7283 )
agent-framework-core : Bound summarization input before provider calls ( #7375 )
agent-framework-openai : Sanitize Chat Completions message author names ( #7127 )
agent-framework-anthropic : Prevent streaming token usage from being counted twice ( #7162 )
agent-framework-core : Preserve declaration-only streaming metadata ( #7409 )
agent-framework-openai : Preserve approval decisions across Responses API continuations ( #7407 )
agent-framework-core : Omit tool content returned after function invocation limits are reached ( #7408 )
agent-framework-core : Keep function-call and result occurrences atomic during compaction ( #7406 )
agent-framework-ag-ui : Correlate confirm_changes snapshots by call ID ( #7411 )
agent-framework-ag-ui : Defer provider-injected approvals to in-run execution ( #7410 )
agent-framework-foundry-hosting : Store hosted checkpoints under the durable home directory ( #7220 )
agent-framework-ag-ui , agent-framework-core : Improve function approval resume and replay behavior ( #7345 )
agent-framework-openai : Pass raw JSON Schema response formats through Chat Completions without wrapping ( #7199 )
agent-framework-core : Extract keywords from non-English text for topic selection ( #7130 )
agent-framework-gemini : Preserve harness tool declarations ( #7322 )
agent-framework-core : Handle callable-class middleware safely during type detection ( #7333 )
agent-framework-core : Reject Windows junctions in FileSystemAgentFileStore ( #7291 )
agent-framework-azurefunctions , agent-framework-core , agent-framework-durabletask : Preserve sub-workflow state during checkpoint restoration ( #7097 )
agent-framework-core : Prevent duplicate function calls after approval round trips ( #7271 )
agent-framework-foundry-hosting : Preserve authentication credentials across FoundryToolbox reconnections ( #7202 )
agent-framework-ag-ui : Scope workflow caches correctly ( #7277 )
samples : Fix stale agent.json references in the A2A sample ( #7281 )
tests : Fix GitHub Actions token propagation for Python integration and sample-validation workflows ( #7427 )
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agent-framework-openai : Add explicit prompt cache breakpoints for GPT-5.6 models and a usage sample
agent-framework-ag-ui : Promote the package from release candidate to stable
agent-framework-core : Add security guidance for custom MCP Streamable HTTP clients ( #7245 )
agent-framework-gemini : Preserve Gemini 3 thought signatures across function-call replays ( #7095 )
agent-framework-core , agent-framework-foundry , agent-framework-foundry-hosting , agent-framework-openai : Fix stateless replay of reasoning-paired tool calls ( #7233 )
Full Changelog : python-1.12.0...python-1.12.1
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agent-framework-azure-cosmos-memory : Add an alpha Azure Cosmos DB semantic-memory context provider with fact extraction, user profiles, samples, and
agent-framework-azure-cosmos-memory : Add an alpha Azure Cosmos DB semantic-memory context provider with fact extraction, user profiles, samples, and integration coverage ( #6719 )
agent-framework-azurefunctions , agent-framework-core , agent-framework-durabletask : Add HITL response-URL addressing for requests raised from inside workflows ( #7001 )
agent-framework-core : Add cross-session origin attribution to context-injected messages ( #7041 )
agent-framework-core , agent-framework-tools : Warn when auto-approved tools have name collisions ( #7090 )
agent-framework-core : Add a session_provider option to MCPSkillsSource and MCPSkill (mutually exclusive with client ) that resolves the MCP session on every fetch, keeping cached skills reconnect-safe when the underlying session is replaced ( #7135 )
agent-framework-hosting-a2a : Add app-owned A2A hosting helpers ( #7050 )
agent-framework-hosting-mcp : Add app-owned MCP hosting helpers for exposing agents and workflows as native MCP tools ( #7209 )
agent-framework-hosting-responses : [BREAKING] Add Responses conversation ID creation and parsing helpers, and distinguish conversation IDs from previous response IDs ( #7234 )
agent-framework-hosting-telegram : Add Telegram hosting helpers and samples ( #7047 )
samples : Add a Microsoft OpenTelemetry Distro observability sample ( #5632 )
agent-framework-ag-ui : [BREAKING] Emit TOOL_CALL events for workflow participant tool calls ( #7039 )
agent-framework-a2a : Reduce A2AExecutor log noise for content types without protocol mappings ( #7034 )
agent-framework-ag-ui , agent-framework-core : Optimize shared serialization paths ( #7165 )
agent-framework-ag-ui , agent-framework-bedrock , agent-framework-claude , agent-framework-core , agent-framework-github-copilot , agent-framework-ollama , agent-framework-openai : Normalize chat finish reasons across providers ( #7105 )
agent-framework-anthropic , agent-framework-azure-contentunderstanding , agent-framework-azure-cosmos , agent-framework-core , agent-framework-declarative , agent-framework-devui , agent-framework-foundry , agent-framework : Update Microsoft Foundry branding in shipped APIs and package documentation ( #6999 )
agent-framework-azure-contentunderstanding , agent-framework-azure-cosmos-memory , agent-framework-chatkit , agent-framework-core , agent-framework-durabletask , agent-framework-foundry , agent-framework-foundry-hosting , agent-framework-gemini , agent-framework-hyperlight , agent-framework-lab , agent-framework-monty , agent-framework-openai , agent-framework-tools , agent-framework : Consolidate dependency updates and compatibility adjustments ( #7204 )
agent-framework-azurefunctions , agent-framework-devui , agent-framework-foundry , agent-framework-hosting-responses , agent-framework-lab , agent-framework-mistral , agent-framework : Clean up dependency groups and compatibility handling ( #7046 )
agent-framework-azurefunctions , agent-framework-durabletask : Normalize initial durable workflow inputs across hosting paths ( #7205 )
agent-framework-core : [BREAKING — experimental] Correct harness before-strategy compaction when state persists per service call ( #7055 )
agent-framework-core : [BREAKING] Graduate create_harness_agent from experimental to stable ( #7120 )
agent-framework-core : Graduate the mode and todo providers from experimental to stable ( #7053 )
agent-framework-core : Graduate ToolApprovalMiddleware from experimental to stable ( #7106 )
agent-framework-core : Graduate FileMemoryProvider from experimental to stable ( #7113 )
agent-framework-core : Make FileAccessProvider opt-in for harness agents ( #7094 )
agent-framework-core : Serialize tool definitions best-effort for observability ( #7029 )
agent-framework-declarative : Promote declarative workflows from release candidate to stable ( #7065 )
agent-framework-devui : Refine request logging ( #7083 )
agent-framework-foundry-hosting : Promote the package to beta and add it to the main installation surface; make the Foundry Toolbox MCP skills sample self-contained ( #7099 )
agent-framework-azure-contentunderstanding , agent-framework-gemini , agent-framework-mistral , agent-framework-monty , agent-framework-tools : Promote the packages to beta, add them to the main installation surface, expose lazy-loading namespaces, and move package-local samples into the root sample tree
agent-framework-github-copilot : Forward GitHubCopilotOptions verbatim when creating sessions ( #7155 )
docs : Add self-hosting sample snippets ( #7104 )
docs : Add environment-file templates for Durable Task hosting samples ( #5948 )
samples : Keep ChatKit attachments close to the sample application that owns them ( #7038 )
agent-framework-ag-ui : Bind streamed tool arguments to their call ids ( #6342 )
agent-framework-ag-ui : Accept state data URIs whose media type includes parameters ( #6905 )
agent-framework-ag-ui : Coalesce reasoning deltas without content ids into a single reasoning block ( #6804 )
agent-framework-ag-ui : Bridge request state and session continuity ( #7084 )
agent-framework-ag-ui : Replay workflow handoff results correctly ( #7102 )
agent-framework-ag-ui : Clarify require_confirmation documentation for confirm_changes HITL gating ( #6884 )
agent-framework-anthropic : Prevent per-run additional_beta_flags from leaking into request keyword arguments ( #7060 )
agent-framework-core : Clear service_session_id in the agent wrapper when session propagation is enabled ( #5875 )
agent-framework-core : Preserve tool span context for parallel calls ( #6512 )
agent-framework-core : Parse structured values assembled from split text chunks ( #6990 )
agent-framework-core : Raise ValueError for malformed data URIs ( #6916 )
agent-framework-core : Preserve function-call names when merging streaming deltas ( #6809 )
agent-framework-core , agent-framework-durabletask : Handle checkpoint encodings consistently ( #6579 )
agent-framework-core : Preserve explicit null arguments during automatic function calling ( #7108 )
agent-framework-core : Count non-ASCII text correctly during compaction ( #7124 )
agent-framework-core : Forward header_provider headers to streamable HTTP MCP transports ( #7218 )
agent-framework-core : Prevent compaction from emitting empty projections ( #7219 )
agent-framework-core : Return MCP tool-use sampling results to the requesting server ( #7189 )
agent-framework-foundry-hosting : Make FoundryToolbox.as_skills_provider() cache toolbox skill discovery by default so skill://index.json is read once instead of on every agent run, give disable_caching an observable effect, and add a cache_refresh_interval o...
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agent-framework-core : Add message injection middleware so tools or host code can enqueue messages into an active run and drain them into the next mod
agent-framework-core : Add message injection middleware so tools or host code can enqueue messages into an active run and drain them into the next model call within the same AgentSession ( #6998 )
agent-framework-core : Integrate message injection into create_harness_agent and the harness console sample so a running harness agent can be nudged mid-turn ( #7027 )
agent-framework-core : Add progressive MCP disclosure so agents can discover, load, and unload MCP tool schemas on demand while keeping the allowed_tools boundary intact ( #6850 )
agent-framework-core : Add refresh_interval (TTL) to CachingSkillsSource so cached skill lists expire and re-fetch on a configured interval ( #6977 )
agent-framework-core , agent-framework-foundry-hosting : Add SkillsSourceContext (invoking agent plus optional session) threaded through the skills source pipeline, enabling context-aware filtering and per-key cache isolation ( #6895 )
agent-framework-core : Allow disabling approval for SkillsProvider tools ( #6867 )
agent-framework-core : Allow opting out of FileAccessProvider tool approval ( #6879 )
agent-framework-core : Allow custom argument parsing for inline skill scripts so non-conforming tool-call argument shapes (for example, vLLM) can be handled ( #6817 )
agent-framework-hosting , agent-framework-hosting-responses : Add a hosting protocol helper surface ( AgentState , WorkflowState , SessionStore , AgentRunArgs , WorkflowRunArgs ) and Responses helpers ( create_response_id , responses_session_id , responses_to_run , responses_from_run , responses_from_streaming_run ) ( #6891 )
agent-framework-ag-ui : Add FastAPI SSE keepalive support for long, output-silent streams ( #6980 )
agent-framework-github-copilot : Forward skill_directories and disabled_skills to the Copilot session ( #6937 )
agent-framework-openai : Allow tool_choice: required when allowed_tools is set ( #7024 )
agent-framework-anthropic , agent-framework-core , agent-framework-foundry-hosting , agent-framework-gemini , agent-framework-openai : Mark hosted/provider-executed tool calls as informational-only via Content.informational_only so they remain visible in transcripts without local re-invocation ( #6997 )
samples : Add a deterministic action-boundary validation middleware sample ( #6528 )
samples : Add Agent Harness blog post accompanying samples, part 3 ( #6741 )
samples : Add a declarative Foundry Hosted Agent workflow sample ( #6897 )
agent-framework-core : [BREAKING — experimental] Extract caching from SkillsProvider into a CachingSkillsSource decorator ( #6847 )
agent-framework-core : [BREAKING — experimental] Treat nested SKILL.md content as part of the parent skill instead of discovering it as a separate skill root ( #6849 )
agent-framework-core : [BREAKING — experimental] FileAccess / FileMemory replace_lines now performs literal replacement (including line deletion) instead of always re-adding a line terminator ( #6859 )
agent-framework-core : Remove the experimental marker from the Skills API now that its surface is stable ( #6974 )
agent-framework-core : Lazy-load root agent_framework exports to reduce import cost for narrow-surface scenarios ( #6962 )
agent-framework-a2a , agent-framework-claude , agent-framework-copilotstudio , agent-framework-core , agent-framework-durabletask , agent-framework-github-copilot , agent-framework-purview : Implement ADR-0029 service_session_id lifecycle mapping, separating durable continuation state, per-run identity forwarding, and telemetry conversation-id extraction ( #6724 )
agent-framework-azurefunctions , agent-framework-core , agent-framework-durabletask : [BREAKING] Support multi-workflow hosting and sub-workflows on the Durable Task host, including per-workflow durable naming and nested human-in-the-loop request routing ( #6696 )
agent-framework-ag-ui : [BREAKING] Canonicalize AG-UI interrupt and resume handling around RUN_FINISHED.outcome.interrupts and canonical ResumeEntry payloads ( #6925 )
agent-framework-mem0 : Support the mem0ai 2.x OSS search call shape ( #7004 )
agent-framework-mistral : Widen the uv_build backend requirement to allow newer uv releases ( #7033 )
agent-framework-lab : Raise the agentlightning dependency ceiling for the lightning extra ( #6984 )
agent-framework-claude , agent-framework-durabletask , agent-framework-gemini , agent-framework-monty , agent-framework-openai : Raise dependency floors to the first versions that provide the SDK APIs and typing consumed by these packages
docs : Clarify AgentSession.service_session_id scoping to document backing API key/project boundaries and hosted multi-tenant guidance ( #6993 )
docs : Add security guidance for external skill sources and script execution to harness feature docstrings ( #6936 )
samples : Bump vite and @vitejs/plugin-react-swc in the ChatKit integration sample frontend ( #6613 )
samples : Add a multi-tenant hosting security consideration note to the A2A sample ( #6983 )
samples : Update Foundry Hosted Agent samples for the v2 protocol changes ( #6841 )
samples : Use a writable runtime directory for the Foundry Skills sample ( #6606 )
tests : Add Agent typing smoke tests across chat clients ( #6950 )
tests : Skip NumPy stubs during mypy typing to unblock scheduled dependency-maintenance typing runs ( #6969 )
tests : Consolidate Dependabot dependency updates for dev tooling ( uv , ruff , pytest , mypy , pyright , mcp , opentelemetry-sdk , poethepoet ) across the workspace and package dev-dependency groups ( #6984 , #7033 )
tests : Bump the transitive js-yaml dependency in the DevUI frontend lockfile ( #6813 )
agent-framework-core : Parse the structured response value from the final message instead of concatenated text, avoiding spurious ValidationError / JSONDecodeError ( #6383 )
agent-framework-core : Fix read_skill_resource instruction dropping the .md extension ( #7031 )
agent-framework-core : Bind policy-enforcement approvals to a single tool invocation (call id, function, arguments, security label, and session) and consume them on first use ( #6966 )
agent-framework-core : Process messages to an executor serially within a superstep to prevent concurrent handler invocations for the same target executor ( #6776 )
agent-framework-core : Auto-inject local conversation history on stateless clients even when non-history context providers (for example, SkillsProvider and FileAccessProvider ) are registered ( #6810 )
agent-framework-core : Improve the error message when a TypeVar is used in handler/executor registration ( #4553 )
agent-framework-anthropic , agent-framework-core : Fix Anthropic requests that mix tool calls and tool results in one assistant message, and return a deterministic result when the function-loop limit is reached with a blank final response ( #6794 )
agent-framework-anthropic , agent-framework-core , agent-framework-foundry-hosting , agent-framework-openai : Fix Foundry reasoning/MCP compaction so reasoning output keeps its provider id and ...
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