Practical AI engineering
Practical articles, videos, SDK updates, architecture guidance, and tools for building AI applications with .NET.
Search and filter the complete 180-day archive of AI articles and videos.
Showing 24 of 131 stories
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Learn how GitHub Copilot can help identify vulnerable NuGet packages and suggest updates to address them. We'll review the ...
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Learn more about Vector Databases here → https://ibm.biz/~aHY62ka9p Do AI applications still need vector databases?
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Modern AI applications still rely on databases. They store application data, embeddings, conversation history, and the context that ...
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Anthropic calls it the Supervision Paradox: Overuse AI ➔ Lose coding skills ➔ Can't verify AI. The catch? Supervising AI requires ...
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Apple Intelligence on eligible iPhones sold in China will reportedly use Alibaba's Qwen instead of OpenAI. Critics are questioning ...
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Reddit's conversations are extremely valuable for training and grounding AI systems. By placing more content behind login ...
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Go live with AWS as we catch up with teams across the country using AI to make a difference for nonprofits.
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See how Support Partners Ghost uses Agentic Intelligence and agentic workflows to help broadcasters identify and respond to ...
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Chris Shea (Solutions Architect, AWS) sits down with Shaown Nandi, VP of Technology at AWS, and Anupam Mishra, Director of ...
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セッションの 紹 介 AIエージェントの 構 築 始 継 続 品 質 維 持 評 価 コスト 管 理 改 善 効 果 可 視 化 仕 組 。 セッションでは ...
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세션 소개 AI 에이전트 구축은 시작에 불과합니다. 프로덕션 환경에서는 품질을 지속적으로 평가하고 비용을 최적화하며, 변경 사항이 ...
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Descubra como utilizar o poder da inteligência artificial conversacional para transformar a maneira como você gerencia a ...
Some agent-evaluation questions are narrow and repeatable, and decision models answer exactly that kind of question. This post shows how to connect two decision models, Jev and …
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Los agentes de IA han llegado para quedarse, pero ¿sabías que con Azure Functions puedes llevarlos al siguiente nivel?
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In this video we look at Microsoft eXecution Containers, MXC, as a way of containing agents and agent processes on your local ...
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Overview of Microsoft Execution Containers to contain AI agents and code they create.
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A lot of the work you'd want an agent to do happens on sites with no API. Agents can now use a browser to do all of the interactive ...
The motif of the picture up above is the old saying “the cobbler’s children have no shoes.” In the case of JasperFx Software, we’re a software development consultancy that hasn’t …
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As online parking infringement appeals increased, Warrnambool City Council faced a growing workload and a manual review ...
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Why is it getting harder to sit down and read a book? As AI accelerates the flow of information and social media trains us to ...
Smart Approvals in Amazon Quick reviews eligible agent actions within your existing controls, reducing unnecessary approval prompts while keeping consequential decisions with a …
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Learn how Siemens built Siemens Data Cloud (SDC) on AWS to give 250000+ employees secure, self-service access to data and ...
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AI is changing what it means to build at scale. Microsoft Fabric brings development, deployment, security, and governance ...
In production AI agents, context management is the real bottleneck. This post presents a four-layer context engineering framework (architecture, prompts, file-based tools, and …
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Tracked .NET AI projects
Stable releases from selected .NET AI projects over the past year; not an exhaustive list of AI tools.
This patch release includes a security fix for authenticated stateful sessions. Harden authenticated stateful MCP sessions (commit bfbd893) by @halter73 (co-authored by @Copilot @jeffhandley @tarekgh) Align docs publishing with shared orchestration #1981 by @jeffhandley…
This patch release includes security fixes for OAuth authentication and authenticated HTTP sessions. Validate OAuth PKCE support and metadata issuer #1949 by @halter73 (co-authored by @PranavSenthilnathan @Copilot) Deployments using metadata-free 2025-03-26 OAuth discovery may…
api: add GA methods for analytics, spend limits and RBAC api: add named beta types for unified metrics and RBAC delete responses api: add shared analytics order and increase request actor types api: add tooluselimitreachederror and compactionlimitreachederror session error types…
skills: Add a .NET consumer skill for building with Agent Framework (#9651 by @westey-m). .NET, CI: Add a script to bump the .NET release version (#9894 by @baywet). .NET, AgentServer: [BREAKING] Update AgentServer dependencies (#9721 by @rogerbarreto). Migration: In Foundry…
This is a patch release on top of v1.30.0, containing targeted model-validation and memory-safety fixes, improved Plugin EP data transfers, and build and packaging fixes. - Hardened contrib-op shape inference with additional rank, attribute, initializer, and overflow validation…
ONNX Runtime 1.31.1 is a patch release that fixes an OpenVINO-enabled Python build regression and corrects WASM Debug external-data tests. These notes cover changes since ONNX Runtime 1.31.0. - Fixed a provider-info namespace mismatch that caused compilation failures when…
api: add Claude Tag endpoints for Claude Enterprise organizations client: link the long-request error message to the SDK documentation client: stop sending query params hardcoded in endpoint paths docs: improve the descriptions of the code execution tool and its encrypted results
internal: carry endpoint path query params to the request layer
9c8a3514a15a702f81bfda456d80c7ccaa4d2712 Update package versions for release (#9650) c3b9f22d64fd86e8133395555a1fa4aa22f745e0 Add ACGS to the Python community projects (#9618) 71cf48cb4019bc503c7ceb61420cc3d836250790 Python: Honor allowmultipletoolcalls in AnthropicClient when…
api: add support for message threads api: add usage and cost reports by dimension, mark older reports legacy tools: restore the released tool runner behavior when the caller changes its state tools: throw again when a stream of the tool runner is not read to its end docs: fix…
docs: clarify plugin content scan and validation descriptions docs: clarify plugin servedversionpinned and updatedat docs: rate limit model lists vary by organization and workspace
api: add enforcement status, actions and filter to user profiles
api: add support for new API version 2026-10-21 api: add a workspaceid filter and the usagetier scope type to list spend limits api: add support for new API version 2026-10-21 api: remove outdated system role note from messages description
This release improves HTTP discovery, OAuth, protocol interoperability, and shutdown reliability, preserves registration order for server primitives, and exposes a TimeProvider for deterministic client timeout tests. It also corrects optional server-identity handling;…
api: add org webhook endpoints and user profile enforcement events
api: add datarefreshedat and hasmore to analytics report pages api: add workspace rate-limit updates to the Admin API api: make User Profiles generally available client: yield server-sent events with unrecognized event names docs: add credential expiry descriptions to the Managed…
feat(cuda): add CUDA 13.0.0 jobs to the compile workflow by @modelpath-dev in https://github.com/SciSharp/LLamaSharp/pull/1439 feat(cuda): probe cuda13 native libraries before cuda12 by @modelpath-dev in https://github.com/SciSharp/LLamaSharp/pull/1440 feat(cuda): add…
api: add betweentools to thinking types in model capabilities api: add the speed parameter and usage.speed to Messages docs: describe headers on Managed Agents and telemetry endpoints api: note that some models need a beta header to use speed
This release adds optional scope capture for buffered logs and updates experimental HTTP latency enrichment APIs. It also includes fixes for AI streaming and function invocation, evaluation reports, HybridCache invalidation, and logging. Optional logging-scope capture for global…
1ab3430a4b6c8add9f08854c77544b0211a3f13c .NET: Dotnet: Add approval reuse considerations (#9389) 563eb3a9965f7c144ad697223320411c02fa349a .NET: terminate chat completions SSE stream with data: [DONE] (#8532) [ #8526 ] 4964bdd1b2d55b8137cbc1bc85840181af05bda0 .NET: Update version…
api: return a Console organization's usage-tier spend cap as a read-only spend limit
api: add executionidentity to Managed Agents agents api: add organizationtypenotsupported error to spend limit lists api: add telemetry destination test endpoint api: add telemetry destinations to the Admin API client: add native support for OpenTelemetry tracing To get the SDK's…
api: add types for the Chat and Cowork unified analytics metrics api: add workflows, multiagent configuration and thread status filtering to Managed Agents
ONNX Runtime 1.31.0 stabilizes model-package and EPContext data APIs, improves CPU model loading and quantized MoE inference, expands device-based execution-provider selection, and strengthens model-loading and runtime reliability. These notes cover changes since ONNX Runtime…
client: throw before sending a request with an empty path parameter docs: note that listing Claude Console spend limits is in early access
api: add claude-haiku-5-5 and typed computer and browser toolset tool calls (bca56de) api: add disabled to thinking types in model capabilities (ced04c8) api: add displayname to RBAC roles and deprecate name (d2f6d96) api: add includedefault parameter to list workspaces (502f752)
245d4284a5018b7f446b5eac4d3add1fa5547229 .NET: Restore source-only release solution filter (#9140) [ #8537 ] d0ccaa62761ec36c59c139940797978623fb630a .NET: Preserve explicit null session state across roundtrips (#9012) 279d97f75cb2e7eee885dcdc2c741ef7361ee903 .NET: Honor disabled…
bd3150d9a215684e68a8598abda515d16edc89cb .Net: Bump package version to 1.81.0 (#14553) a205c428ee03094751dd33943a8e23571b4e410a .Net: Update file handling for FileIOPlugin (#14525) 58ad1a3780159300c766477f258a4cdfa768eedf .Net: Improve Milvus filtering (#14498)…
This is a patch release on top of v1.28.2, containing memory-safety and model-validation fixes, a plugin execution fix, and packaging infrastructure updates. - Fixed an out-of-bounds read in EmbedLayerNormalization shape inference when beta is a scalar (#32610). - Fixed a heap…
be01deccaf3dd7b85e03620145bc1a757c857827 .NET: Add origin pinning to Foundry toolbox MCP client (#8721) 0d6d2bb6b0b58f3aabdf170320ab90fc300d4c99 .NET: fix: declarative workflow http variables (#8797) 2024d4df4c4dd01b904fb9daaf56f5759801654a .NET: Fix workflow topology edge…
api: add list spend limits endpoint (a56d638) api: mark Claude Sonnet 4.5 as deprecated (end-of-life November 30, 2026) (ad62506)
api: add a refusal stop reason and stopdetails to Managed Agents session idle events (de3c72d) api: add Claude Enterprise analytics, spend limits, and RBAC groups and roles to the Admin API (35e80fc) api: add per-user usage and cost reports to the Admin API analytics (69db0bf)…
Add SystemOne by @mili-tan in https://github.com/awaescher/OllamaSharp/pull/396 Full Changelog: https://github.com/awaescher/OllamaSharp/compare/5.4.30...5.5.0
api: add betweentools thinking type (7cb59af) api: add claude-sonnet-5-5 (26ad891) api: add includeinherited and source to workspace rate limits (bc781fc) api: add typed event type values to the Managed Agents events list filter (51c641e) api: cache diagnostics GA — diagnostics…
This release fixes two OpenAI integration issues: a TypeLoadException on tool-carrying Responses API calls and a streaming crash against third-party OpenAI-compatible endpoints, by upgrading the OpenAI SDK to 2.14.0. | Package | Version | |---------|---------| |…
api: add support for claude-opus-5-5, inline tool definitions and MCP tool-list pinning (beta) (f9c7c55) api: share one evaluatedpermission enum across Managed Agents events (783d859) tools: AddTools takes effect straight away (#250) (ec16fde) tools: leave reply-only params off…
.NET: fix: race concdition in workflow formula state by @baywet in https://github.com/microsoft/agent-framework/pull/8252 .NET: update remaining dependencies by @baywet in https://github.com/microsoft/agent-framework/pull/8307 .NET: fix: inspect for delemiter value before adding…
api: add group with displayname to rate limits, deprecate grouptype (05fd63c) tools: add CompactBeforeNextTurn() to the tool runner (#239) (61cbe8b) client: don't replay a stream upload on the 401 token-refresh retry (#240) (2617360) client: join multiple anthropic-beta values…
See the official release notes for details.
api: add auto mode tool permissions for Managed Agents (0271c76) api: add compaction parameter and signed compaction blocks (beta) (8de3a4e) api: add enum types for workspace data-residency geo fields (59cd52e) api: add thinkingmismatchallowed entries to inputtransformations…
This month's release focuses on AI package reliability: closing gaps in evaluation scoring, hardening OpenAI image-option handling, and removing the deprecated OpenAI Assistants API support. OpenAI Assistants experimental APIs removed (was experimental under OPENAI001) #7724…
.NET: Replace deprecated AWSSDK.Extensions.Bedrock.MEAI with AWS.Bedrock.MEAI by @BenGearset in https://github.com/microsoft/agent-framework/pull/7983 .NET: Remove Azure.AI.OpenAI dependency by @rogerbarreto in https://github.com/microsoft/agent-framework/pull/7986 .NET: Track…
api: add auto mode tool permissions for Managed Agents (3b432a1) api: add contenttoolarge webfetch tool error code (e6b2b4f) api: add the user-profiles-2026-09-04 beta value and externaluserdetails to user profiles (04d3216) api: support mounting public GitHub repositories…
ONNX Runtime 1.30.0 expands generative AI inference, improves CPU and GPU performance, adds Go bindings, and strengthens runtime reliability. These notes cover changes since ONNX Runtime 1.29.1. - Expanded CUDA inference support with variable-length causal convolution for…
This is a patch release on top of v1.29.0, containing GroupQueryAttention capability and KV-cache layout improvements, plugin Execution Provider performance tooling updates, and targeted graph and optimizer fixes. - Added bidirectional GroupQueryAttention support on CPU and CUDA…
api: add named types for organization compliance settings state (34af6e4) api: add workspaceid request option for multi-workspace credentials (db8a192) api: raise Managed Agents vault refresh token limit to 8192 chars (62290cd) client: percent-encode path parameters and reject…
d8ec44919265b3641b7898a02038cbfe14590ee5 .NET: Bump package version to 1.80.1 (#14370) 3438d882147b6e3e19a161a5f0dcb64e23e181db .NET: update SDK to 10.0.303 (#14353) 437336175b8ef841a8ccace6c6cf909f34f0cad6 .NET: Remove retired OpenAI Assistants integration tests (#14354)…
This is a patch release on top of v1.28.1, containing a targeted fix for Compile API model serialization. - Fixed Compile API callback serialization to prevent duplicate graph nodes, inputs, outputs, and value information in emitted optimized models, including models with…
api: add externaluseronboardedat to user profiles (41cc8b1) api: add support for claude-fable-5-1 and claude-mythos-5-1 (80e4311) api: add support for organization compliance settings in the Admin API (7b89777) api: support pagination on organization rate limit list endpoints…
.NET: Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.6.10 to 4.0.101.8 by @dependabot[bot] in https://github.com/microsoft/agent-framework/pull/7829 .NET: Stabilize Foundry recovery tests by @rogerbarreto in https://github.com/microsoft/agent-framework/pull/7817 .NET: fix: preserve…
Updated to llama.cpp 815a2a5915f22ce6a760c676389c5dfe8535c08f (b10221) by @martindevans in https://github.com/SciSharp/LLamaSharp/pull/1414 Implement Sequence ID pooling in BatchedExecutor to prevent native SeqMax overflow and crashes by @zsogitbe in…
.NET: Add session-persisted chat client routing by @westey-m in https://github.com/microsoft/agent-framework/pull/7641 .NET: Fix snakecase argument names in Harness file tool descriptions by @westey-m with @Copilot in https://github.com/microsoft/agent-framework/pull/7731 .NET:…
This is a patch release on top of v1.28.0, containing support for device-free WebGPU compilation, improved compatibility with sandboxed Windows processes, and targeted graph-validation fixes. - Added support for device-free compile-only sessions, enabling offline graph…
5e1f1fb87d9a38ed44683228dda2434a9b2f0ef9 .NET: Bump package version to 1.80.0 (#14301) 1b7b020cd0a4e57d8d5d1cf2d515d352520ff424 Update OpenAPI HTTP client defaults (#14293) c1afc8639944e0e49c42aa796308ba2d0440f0d3 .NET: Bump Testcontainers packages (#14294)…
.NET: [Experimental] Extend A2A task store with isolation key scoping by @SergeyMenshykh in https://github.com/microsoft/agent-framework/pull/7504 .NET: Add CodeQL suppression for DevUI proxy validation by @SergeyMenshykh in https://github.com/microsoft/agent-framework/pull/7505…
This release adds hybrid stateful/stateless HTTP serving so clients using the 2025-11-25 and 2026-07-28 protocol revisions can share an endpoint, and fixes a malformed header-decoding edge case. Add HttpServerSessionMode for hybrid stateful/stateless HTTP serving #1796 by…
- onnxruntime-web has announced the deprecation of WebGL and JSEP. The native WebGPU EP is the recommended path going forward. See the deprecation and migration plans for details (#29716, #31683). - POSIX telemetry is now available on Linux, macOS, Android, and iOS when ONNX…
Version 10.9.0 is headlined by changes in these areas: AI: New experimental routing APIs center on the abstract RoutingChatClient base class, with SemanticRoutingChatClient as a concrete semantic-routing implementation. Separately, the abstract FailoverChatClient specialization…
See the official release notes for details.
fb137812c741b8d673ef331b2b517d028056b4bb .NET: Bump package version to 1.79.0 (#14275) 383d102346b7b29c929e0257ef672a48898b5f66 Bump .NET SDK from 10.0.301 to 10.0.302 (#14235) 362cc2bad7daec24d82562030358af755d581179 Bump form-data from 4.0.5 to 4.0.6 in…
This release adds an opt-in subscriptions/listen handler for custom server-side notification streams, improves HTTP transport fallback reliability, and expands guidance and samples for telemetry and binary resources. Keep AutoDetect channel open after provisional SSE failure…
.NET and Python: Extract Durable Task and Azure Functions integrations by @cgillum in https://github.com/microsoft/agent-framework/pull/7465 .NET: Fix Handoff orchestration sample not responding to user input by @peibekwe in https://github.com/microsoft/agent-framework/pull/7442…
.NET: fix InMemoryChatHistoryProvider persisting when service stores history by @westey-m in https://github.com/microsoft/agent-framework/pull/7284 .NET: Add TodoProvider and AgentModeProvider samples by @westey-m in https://github.com/microsoft/agent-framework/pull/7262 .NET:…
This servicing update refreshes the .NET AI project templates ahead of the July 30, 2026 retirement of GitHub Models — removing the GitHub Models provider option and updating template dependencies. As a result, both the AI Chat Web (aichatweb) and AI Agent Web API…
Version 2.0.0 brings the C# SDK into stable alignment with the MCP 2026-07-28 specification. This major release introduces discovery-first negotiation, multi-round-trip requests, stateless-by-default HTTP, caching hints, standardized headers, stronger OAuth and token-cache…
| Package | Version | |---|---| | Microsoft.Extensions.AI | 10.8.3 | | Microsoft.Extensions.AI.Abstractions | 10.8.3 | | Microsoft.Extensions.AI.OpenAI | 10.8.3 | - Updated serialization behavior for experimental ToolApprovalRequestContent.RequiresConfirmation so it no longer…
- Upgraded to ONNX 1.22.0 and protobuf 6.33.5 (#28754, #29606, #28967). Graph optimizer opset version checks were updated accordingly (#28966). - cuDNN and cuFFT are now optional at runtime for the CUDA EP, and nvrtc is no longer linked, which significantly reduces the required…
Preserve message identity in MEAI chat streams (#359) by @awaescher in https://github.com/awaescher/OllamaSharp/pull/393 Full Changelog: https://github.com/awaescher/OllamaSharp/compare/5.4.29...5.4.30
Map embedding context size from MEAI options (#377) by @awaescher in https://github.com/awaescher/OllamaSharp/pull/392 Full Changelog: https://github.com/awaescher/OllamaSharp/compare/5.4.28...5.4.29
Fix model selection when unloading a model (#386) by @awaescher in https://github.com/awaescher/OllamaSharp/pull/391 Full Changelog: https://github.com/awaescher/OllamaSharp/compare/5.4.27...5.4.28
This servicing release updates Microsoft.Extensions.VectorData.ConformanceTests to 10.8.2 and includes targeted test framework migration fixes. | Package | Version | Note | |---------|---------|---------| | Microsoft.Extensions.VectorData.Abstractions | 10.8.2 | Published August…
Python: Add MCPStreamableHTTPTool security guidance for custom http client by @TaoChenOSU in https://github.com/microsoft/agent-framework/pull/7245 Harden workflow credential selection by @moonbox3 in https://github.com/microsoft/agent-framework/pull/7249 Python: preserve Gemini…
.NET: Fix CosmosChatHistoryProvider: omit ttl when MessageTtlSeconds is nul… by @TheovanKraay in https://github.com/microsoft/agent-framework/pull/7030 .NET: Fix CompactionMessageIndex.IsSummaryMessage by @pwoosam in https://github.com/microsoft/agent-framework/pull/7042 .NET:…
This servicing release updates the Microsoft.Extensions.AI, Microsoft.Extensions.AI.Abstractions, and Microsoft.Extensions.AI.OpenAI packages to 10.8.1 with two targeted fixes: correct tool-call/tool-result ordering when resuming approval-gated functions with service-managed chat…
Update package dependencies and align Microsoft.Extensions.AI by @awaescher in https://github.com/awaescher/OllamaSharp/pull/390 Full Changelog: https://github.com/awaescher/OllamaSharp/compare/5.4.26...5.4.27
Check .Message for null #387 by @awaescher in https://github.com/awaescher/OllamaSharp/pull/389 Full Changelog: https://github.com/awaescher/OllamaSharp/compare/5.4.25...5.4.26
This release adds new experimental APIs to Microsoft.Extensions.AI.Abstractions and updates the OpenAI dependency to 2.12.0, alongside documentation, test, and repository maintenance. New experimental API: AIFunctionNameAttribute and AIParameterNameAttribute #7610 by @jozkee…
This is a patch release on top of v1.27.0, containing targeted bug fixes, a CUDA QMoE decode-path optimization, and CI/build infrastructure fixes. - [MLAS] Fixed an igemm regression in the KleidiAI path (#28571) - Fixed a QMoE CPU livelock by eliminating nested intra-op…
This release backports a memory-leak fix for HTTP/SSE-based MCP servers. StreamableHttpServerTransport now releases its Server-Sent Events response stream reference as soon as a GET request ends, instead of holding it until the session is disposed via explicit DELETE or idle…
35ba23e1b3092271c778ca057afe1a796e16e70e .Net: Update package version to 1.78.0 (#14142) e6c9673684ca03621885083faff1644e1f42695e .Net: Disable automatic HTTP redirects in HttpPlugin and WebFileDownloadPlugin default clients (#14132) f25753be0a126138d2eea39b0ca2985252dde25a Bump…
.NET: Harden dotnet-format workflow shell handling by @SergeyMenshykh in https://github.com/microsoft/agent-framework/pull/6796 .NET: Add AgentSkillsSourceContext to AgentSkillsSource.GetSkillsAsync by @SergeyMenshykh in https://github.com/microsoft/agent-framework/pull/6797…
.NET: Fix typo in XML doc comment for workflow outputs param by @marcominerva in https://github.com/microsoft/agent-framework/pull/6326 .NET: Add BackgroundTaskCompletionLoopEvaluator for harness background agents by @westey-m in…
See the official release notes for details.
d9ec5eaab4918612ae0f7ddf11499576bdb510bf update package version (#6752) e3b64fdc4749256fa2d559be18a41f1a008dd7f6 .NET: [BREAKING] Make all AgentSkillsProvider tools require approval by default (#6729) [ #6727 ] 3a5bbb5f8e3991d06fc3fe67fe3b01f2441cab0a .NET: Add…
1109d0bf64f3d1dd1e1f2bcaf3b38912ec7e833b Get date suffix up to date with release date (#6690) e030fb53ded912d0ce71bd80fe4c0455bc9d5478 .NET: Replace the symlink index entries with regular file entries (#6687) e6ebba1884238134628ad081249b451c0eb15df9 Add ADR 0029: Skills over MCP…
n.b. This release is targeting ONNX 1.21. ONNX 1.22 will be supported in ORT 1.28. n.b. This changelog was generated via LLM. Only the contributor list has been verified. As always, only trust the commit history. CUDA 12 package files are now explicitly named as such. CUDA 12…
dd29f9aa654257ad807ef7fdcd25fcc7ded109f6 .NET: Hosted Agent Sample - Toolbox with various Auth (#5777) (#6018) a5f4e0078e1c0d1d8fcd580a1bcccc8836093b98 .NET: Fix .NET Copilot integration tests for SDK v1.0.0 (#6424) 3c0c12cd463601c451130884b5442dc42b12cf1e .NET: Update release…
v10.7.0 graduates the Microsoft.Extensions.Diagnostics.ResourceMonitoring.Kubernetes package to stable. The package registers a Kubernetes-aware ResourceQuotaProvider that reads the pod's CPU and memory requests and limits and exposes them to…
See the official release notes for details.
v1.4.0 introduces support for the Identity Assertion Authorization Grant (ID-JAG) flow via the new IdentityAssertionGrantProvider, enabling enterprise SSO scenarios where users authenticate once via their enterprise Identity Provider and access MCP servers without per-server…
afa7834e2ec8a93b2224fe7ab184b97fbcaa8c9a Updating dotnet package versions for 1.9 release (#6314) c6951c21f69af4c9a5d5cbe107b36fca9f648907 Python: Add MCP-based skills discovery (McpSkillsSource) (#6169) a9824289168c5af4acc5bfc7bd227206eb942fdc .NET: Bug fixes for AGUI hosting…
.NET: Persist ForeachExecutor iteration state across checkpoints by @peibekwe in https://github.com/microsoft/agent-framework/pull/6051 .NET: Remove responses experimental flag from FoundryAgent et.al. by @westey-m in https://github.com/microsoft/agent-framework/pull/6121 .NET:…
.NET: fix: populate MessageId from TaskStatusUpdateEvent in A2AAgent by @SergeyMenshykh in https://github.com/microsoft/agent-framework/pull/6043 .NET: Add Magentic Orchestration Sample by @Copilot in https://github.com/microsoft/agent-framework/pull/5823 .NET: Add MCP…
.NET: Add Executor RouteBuilder Unit Tests by @Copilot in https://github.com/microsoft/agent-framework/pull/5824 .NET: Harness console refactoring by @westey-m in https://github.com/microsoft/agent-framework/pull/5811 .NET: Add sample for invoking Foundry Toolbox tools from…
32e904c017c33eb35f7abb5a9e6e61e2e7aea81c .Net: Bump .NET package version to 1.77.0 (#14040) 3e180c16b3004f8b10720ea5f82c3ad136e59153 .Net: Enable default-on server URL validation for OpenAPI plugins (#14029) fdc6e68f5892c3f76519d22a770d7e0a12a261f6 .Net: Semantic Kernel -> Agent…
.NET: Add hyperlight to release slnf by @westey-m in https://github.com/microsoft/agent-framework/pull/5695 .NET: Update FoundryAgent to address HostedAgents strict URL routing by @rogerbarreto in https://github.com/microsoft/agent-framework/pull/5677 .NET: Add…
Version 10.6.0 stabilizes the response continuation token and background-response APIs in Microsoft.Extensions.AI.Abstractions. Most other AI work for May shipped in 10.5.1; this monthly release rolls those changes up alongside dependency updates and a small Resource Monitoring…
f2b3c931d1bc43b5630eb16aea24a4fe93d56699 .Net: Version bump 1.76.0 (#13972) 3dd139b2bd4000dd8efc19edd6d3127e17916550 .Net: Harden CloudDrivePlugin defaults and add path validation (#13958) 446c2eff94bcf4539e1528db692352bbbb3628a5 .Net: Improve input validation in OpenAPI plugin…
n.b. The following was generated via LLM from Git history. Only the contributor list has been verified. - Support for CUDA 12 will be removed in 1.27.0. - CUDA 13 will continue to be published as onnxruntime- - -gpucuda13- . - CUDA runtime will be moving soon to a dedicated…
v1.3.0 focuses on improved transport diagnostics and security-focused documentation. The new public ClientTransportClosedException gives stdio and HTTP clients structured access to transport closure details (exit codes, process IDs, stderr tails, HTTP status codes) without…
This patch release ships a single fix to Microsoft.Extensions.VectorData.Abstractions, correcting StorageName resolution when external serialization is enabled. Microsoft.Extensions.VectorData.ConformanceTests, Microsoft.Extensions.AI.Abstractions, Microsoft.Extensions.AI, and…
Version 10.5.1 of the Microsoft.Extensions.AI packages stabilizes CodeInterpreter, WebSearch, and ImageGeneration tool content types. The release adds new experimental tool search and OpenAI request policy hooks. And the OpenTelemetry gen-ai semantic conventions are updated to…
27971e118b344a5bedea6bbd5c514d3409890b54 .Net: Sk release version 2026 04 27 (#13929) c8e3cd0d74924d27f4bb2d347bbc1212e2714358 .Net: Upgrade dependencies (#13927) 9c62d9d19aae68427977f4596234426eeb1a5385 Python: Bump package version to 1.41.3 for a release (#13926)…
9cf7f0149ecac55ce13fb7bf3e9647f20da140f9 .Net: VectorData connector bugfix release (#13928) This list of changes was auto generated.
n.b. This changelog is LLM generated. Only the contributor listing has been verified. Enhanced ONNX operator support with new opset versions: Reshape (opset 25), Transpose (opset 24) (#27752) --- LinearAttention and CausalConvState operators for Qwen3.5 model support (#27907)…
Windows arm64 cpu support by @jihadkhawaja in https://github.com/SciSharp/LLamaSharp/pull/1226 Update For Qwen3.5/Gemma4 Support by @martindevans in https://github.com/SciSharp/LLamaSharp/pull/1356 Context Overflow Fix by @zsogitbe in…
C++20 is now required to build ONNX Runtime from source. Minimum toolchains: MSVC 19.29+, GCC 10+, Clang 10+. Users of prebuilt packages are unaffected. (#27178) CUDA minimum version raised to 12.0 — CUDA 11.x is no longer supported. Users pinned to CUDA 11.x should stay on ORT…
HTTP Logging Middleware APIs in Microsoft.AspNetCore.Diagnostics.Middleware are now stable. This release also transfers Microsoft.Extensions.VectorData.Abstractions and Microsoft.Extensions.VectorData.ConformanceTests from the Semantic Kernel repository into dotnet/extensions,…
See the official release notes for details.
This release improves stateless HTTP transport defaults and documentation with a breaking behavioral change that we are considering as a server reliability fix and therefore not bumping the major version with this release. Legacy SSE endpoints are now disabled by default with a…
Update packages by @awaescher in https://github.com/awaescher/OllamaSharp/pull/380 Full Changelog: https://github.com/awaescher/OllamaSharp/compare/5.4.24...5.4.25
14ea2fcabb02910e6fccfc939d217567caa4a0be SK .NET Release version bump (#13685) 8b32b3ba6f62e94ea2533d818b89a17eb11bb681 DF PR Review workflow (#13687) 30aec16700618b9912e08b0a5f919839e058ca11 Update OpenAI to 2.9.1, Azure.AI.OpenAI to 2.9.0-beta.1, Azure.AI.Projects to…
This release of the Microsoft.Extensions.AI packages adds new experimental APIs for Realtime client sessions and Text-to-Speech, along with OpenTelemetry and middleware improvements. | Package | Version | |---------|---------| | Microsoft.Extensions.AI.Abstractions | 10.4.1 | |…
This is a patch release for ONNX Runtime 1.24, containing bug fixes and execution provider updates. - Core: Added PCI bus fallback for Linux GPU device discovery in containerized environments (e.g., AKS/Kubernetes) where nvidia-drm is not loaded but GPU PCI devices are still…
Update Microsoft.Extensions.AI to 10.4.0 by @stephentoub in https://github.com/awaescher/OllamaSharp/pull/376 Add demo for structured outputs by @awaescher in https://github.com/awaescher/OllamaSharp/pull/375 Full Changelog:…
This release advances the AI abstractions with new hosted file, web search, and reasoning content types, stabilizes MCP and tool approval APIs, adds streaming latency metrics to OpenTelemetry instrumentation, and delivers bug fixes across caching, data ingestion, and resource…
Highlights of v1.1.0 include client completion details for understanding when and why a client connection ended, auto-populated completion handlers from AllowedValuesAttribute, and bug fixes for server-initiated ping handling, server capabilities initialization, and in-flight…
This is a patch release for ONNX Runtime 1.24, containing bug fixes, security improvements, performance enhancements, and execution provider updates. - Core: Fixed GatherCopyData integer truncation leading to heap out-of-bounds read/write. (#27444) - Core: Fixed RoiAlign heap…
e90102079382d3fb0ffeac29ab7c6d2994a2948f .Net: Bump SK and MEVD versions for release (#13630) b36a327d76f398346ca6267a1e25ed193cc95bea .Net: Fix input checking in Cosmos NoSQL, Redis and Weaviate providers (#13629) e9641a9106ba6b67909d65b882f5cf8c292106c7 .Net: Fix column…
Automatically generate release notes by @awaescher in https://github.com/awaescher/OllamaSharp/pull/374 Fix: ChatResponseUpdate missing LoadDuration and TotalDuration metrics by @JerryJian in https://github.com/awaescher/OllamaSharp/pull/369 @JerryJian made their first…
- Update packages (#372)
- Updates package (#371)
- Drop custom MCP implementation (#370) MCP is growing quickly. Frameworks like Semantic Kernel or Microsoft Agent Framework cover not only MCP but many different things like tracing, memory, and much more. It makes no sense to implement these parts in this project. Instead, use…
- Improve ToValidIdentifier (#364) Thanks @Joy-less
See the official release notes for details.
See the official release notes for details.
Add support for the experimental image generation api.
See the official release notes for details.
This is the first stable release of the ModelContextProtocol C# SDK. Thank you to all of the contributors who helped us achieve this milestone! Refer to the C# SDK Versioning documentation for details on versioning and breaking change policies. 1. Mark RunSessionHandler…
This is a patch release for ONNX Runtime 1.24, containing several bug fixes, security improvements, and execution provider updates. - NuGet: Fixed native library loading issues in the ONNX Runtime NuGet package on Linux and macOS. (#27266) - macOS: Fixed Java support and Jar…
cec0cba23cc0ce6754d9c95efc4f29c2653a0e37 .Net: Bump SK to 1.7.2 and MEVD to 10.0.0 (#13567) c86a59ae04d0ca1ec74e784388f4a0c2edafcf50 .Net: Update Microsoft.SemanticKernel packages to 1.71.0 (#13571) [ #13570 ] 8513c2ac00fbbd61af714e15a3ca4803db570d5b .Net: [MEVD] Cosmos NoSQL…
- 91f795605e42f0dd03ed9cdfaf4ffd8bdb1ae553 .Net: Bumping - Version 1.71.0 (#13552) - 1b8b08b0ee72e6a26494009e2724c38010bd0ea3 Remove unused workflow (#13545) - c6f07d65f498dca5bb74fcc72f2f96d96e0c2fa4 .Net: Implement SQL Server hybrid search (#13512) [ #11080 ] -…
Add support for gemma 3n by @krisbiradar in https://github.com/SciSharp/LLamaSharp/pull/1248 Mtmd implementation by @SignalRT in https://github.com/SciSharp/LLamaSharp/pull/1261 Respect ChatOptions.Instructions in LlamaExecutorChatClient by @stephentoub in…
IChatReducer interface — graduated from experimental to stable. The interface is now stable; concrete implementations (MessageCountingChatReducer, SummarizingChatReducer, ReducingChatClient) remain experimental. #7235 by @jeffhandley FunctionCallContent and FunctionResultContent…
- Python 3.10 wheels are no longer published — Please upgrade to Python 3.11+ - Python 3.14 support added - Free-threaded Python (PEP 703) — Added support for Python 3.13t and 3.14t in Linux (#26786) - x8664 binaries for macOS/iOS are no longer provided and minimum macOS is…
- Add summaries for public members #352 - Fix typos #354 Made locally with my old llmaid and gpt-oss:120b.
- Fix ToolSourceGenerator generated code throwing KeyNotFoundException #349 Thanks @Tommy-Hu
1fe41e17a90e002aa7f4f834f7ebd9475d80803c .Net: Version 1.70.0 (#13468) 9118743eac7600c629858d25ad2ce668f3ac3b5d .Net: Add ThoughtSignature support for Gemini function calling (#13418) [ #13417 ] e696dc7d525b5d7dc664318bbdee6d3e008a3db5 Python: Add directory allowlist…
3b61c786c9b4f9a8224f39f647859fd51af4c902 .Net: Version 1.69.0 (#13460) c97c3e6aa7b805c4e0d8d07db479e82eb6102f7e .Net: Bump .Net packages, minor versions only (#13452) dc0eefd8a3eba67481f6026f4d5bfa2a4bc4df46 .Net: Skip and AzureAIInference chat completion tests (#13451)…
Bump version to 10.2.0 for next development cycle by @Copilot in https://github.com/dotnet/extensions/pull/7105 Add unit parameter to metric source generator by @mariamgerges in https://github.com/dotnet/extensions/pull/7099 [main] Update dependencies from dotnet/arcade by…
See the official release notes for details.
- Add support for Logprobs #345 → see Ollama blog Thanks @mili-tan
9ee675aa66e899ca936d31328c06c1f7043527af .NET: Added solution filter file for release (#13402) 7c9c469d516fad1490d9f5e401b84e8791e0aa03 .Net: Fix #13262: GeminiRequest to handle single turn requests correctly (#13288) 7d84d6b1319f04bc983e1ab61de4f9e113d1340e Version 1.68.0…
- Fix null reference exception in AbstractionMapper.ToChatResponseUpdate #341 Thanks @koadna
See the official release notes for details.
Give FunctionInvokingChatClient span a more OTELy name by @verdie-g in https://github.com/dotnet/extensions/pull/6911 Update repository branding from 9.10 to 10.0 by @Copilot in https://github.com/dotnet/extensions/pull/6907 Clean up local function names in AIFunctionFactory by…
Add .NET 10 support #339
- Fix invalid working with dimensions #334 - Include toolcall ids #337 Thank @Maximys and @mili-tan
1ccdd1e649dd69bea6f797a3ad74e65f5228e7c0 .Net: Updated package version (#13342) eab8c889835be19f8467cc6351c026902b30ad79 .Net: [MEVD] Fix Guid (and other) keys for dynamic collections (#13341) [ #13340 ] a5810db1df32401fcd727d09aa91844c2c3bcdca .Net: Final test cleanup (#13328)…
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