Upstream update: microsoft-extensions-ai

[github-actions]

Automation detected pending upstream changes for microsoft-extensions-ai.

• Issue key: microsoft-extensions-ai
• Affected skills: microsoft-extensions-ai
• Pending upstream watches: 43

Pending upstream sources:

• dotnet-ai-docs-azure-ai-services-authentication | http_document | learn.microsoft.comdotnet/ai/azure-ai-services-authentication documentation
  • Source: https://learn.microsoft.com/dotnet/ai/azure-ai-services-authentication
  • Current value: "lkevcnsGpfRmbKttES96Nw7F+sg="
  • Detail: Authenticate to Azure OpenAI using .NET - .NET | Microsoft Learn | ETag "lkevcnsGpfRmbKttES96Nw7F+sg="
• dotnet-ai-docs-conceptual-ai-tools | http_document | learn.microsoft.comdotnet/ai/conceptual/ai-tools documentation
  • Source: https://learn.microsoft.com/dotnet/ai/conceptual/ai-tools
  • Current value: "8Zw6jc36b7FmR22llgEF29UBwus="
  • Detail: AI tool calling - .NET | Microsoft Learn | ETag "8Zw6jc36b7FmR22llgEF29UBwus="
• dotnet-ai-docs-conceptual-chain-of-thought-prompting | http_document | learn.microsoft.comdotnet/ai/conceptual/chain-of-thought-prompting documentation
  • Source: https://learn.microsoft.com/dotnet/ai/conceptual/chain-of-thought-prompting
  • Current value: "424nk/7DC0I7LIXItR4Xxqi/S1E="
  • Detail: Chain of thought prompting - .NET | Microsoft Learn | ETag "424nk/7DC0I7LIXItR4Xxqi/S1E="
• dotnet-ai-docs-conceptual-data-ingestion | http_document | learn.microsoft.comdotnet/ai/conceptual/data-ingestion documentation
  • Source: https://learn.microsoft.com/dotnet/ai/conceptual/data-ingestion
  • Current value: "KGJhVI5GK77NjQgmNnWGaNanOEA="
  • Detail: Data ingestion - .NET | Microsoft Learn | ETag "KGJhVI5GK77NjQgmNnWGaNanOEA="
• dotnet-ai-docs-conceptual-embeddings | http_document | learn.microsoft.comdotnet/ai/conceptual/embeddings documentation
  • Source: https://learn.microsoft.com/dotnet/ai/conceptual/embeddings
  • Current value: "mGYHoEA+r9SlNd0brUGmOAVWKgc="
  • Detail: How Embeddings Extend Your AI Model's Reach - .NET | Microsoft Learn | ETag "mGYHoEA+r9SlNd0brUGmOAVWKgc="
• dotnet-ai-docs-conceptual-how-genai-and-llms-work | http_document | learn.microsoft.comdotnet/ai/conceptual/how-genai-and-llms-work documentation
  • Source: https://learn.microsoft.com/dotnet/ai/conceptual/how-genai-and-llms-work
  • Current value: "nlxXMx+cFZwggG7rZ0zHXp6/nK4="
  • Detail: How Generative AI and LLMs work - .NET | Microsoft Learn | ETag "nlxXMx+cFZwggG7rZ0zHXp6/nK4="
• dotnet-ai-docs-conceptual-prompt-engineering-dotnet | http_document | learn.microsoft.comdotnet/ai/conceptual/prompt-engineering-dotnet documentation
  • Source: https://learn.microsoft.com/dotnet/ai/conceptual/prompt-engineering-dotnet
  • Current value: "/IxTSEFJY+Jld+P1FIu5YVOShNo="
  • Detail: Prompt engineering concepts - .NET | Microsoft Learn | ETag "/IxTSEFJY+Jld+P1FIu5YVOShNo="
• dotnet-ai-docs-conceptual-rag | http_document | learn.microsoft.comdotnet/ai/conceptual/rag documentation
  • Source: https://learn.microsoft.com/dotnet/ai/conceptual/rag
  • Current value: "JcFzjKs8XZ30o83sOc1CdPRA8kc="
  • Detail: Integrate Your Data into AI Apps with Retrieval-Augmented Generation - .NET | Microsoft Learn | ETag "JcFzjKs8XZ30o83sOc1CdPRA8kc="
• dotnet-ai-docs-conceptual-understanding-tokens | http_document | learn.microsoft.comdotnet/ai/conceptual/understanding-tokens documentation
  • Source: https://learn.microsoft.com/dotnet/ai/conceptual/understanding-tokens
  • Current value: "YZsDhRz02eTpD+WLwSGqmNtGlBc="
  • Detail: Understanding tokens - .NET | Microsoft Learn | ETag "YZsDhRz02eTpD+WLwSGqmNtGlBc="
• dotnet-ai-docs-conceptual-vector-databases | http_document | learn.microsoft.comdotnet/ai/conceptual/vector-databases documentation
  • Source: https://learn.microsoft.com/dotnet/ai/conceptual/vector-databases
  • Current value: "em3nuMO9wifVWX1NSmC6oOK+LpU="
  • Detail: Vector databases for .NET AI apps - .NET | Microsoft Learn | ETag "em3nuMO9wifVWX1NSmC6oOK+LpU="
• dotnet-ai-docs-conceptual-zero-shot-learning | http_document | learn.microsoft.comdotnet/ai/conceptual/zero-shot-learning documentation
  • Source: https://learn.microsoft.com/dotnet/ai/conceptual/zero-shot-learning
  • Current value: "cnJZx4MKPRCvnHlwQ4Z0YKjEuVY="
  • Detail: Zero-shot and few-shot learning - .NET | Microsoft Learn | ETag "cnJZx4MKPRCvnHlwQ4Z0YKjEuVY="
• dotnet-ai-docs-evaluation-evaluate-ai-response | http_document | learn.microsoft.comdotnet/ai/evaluation/evaluate-ai-response documentation
  • Source: https://learn.microsoft.com/dotnet/ai/evaluation/evaluate-ai-response
  • Current value: "3TGennoUvaUEIglOiieOP3hAdHo="
  • Detail: Quickstart - Evaluate the quality of a model's response - .NET | Microsoft Learn | ETag "3TGennoUvaUEIglOiieOP3hAdHo="
• dotnet-ai-docs-evaluation-evaluate-safety | http_document | learn.microsoft.comdotnet/ai/evaluation/evaluate-safety documentation
  • Source: https://learn.microsoft.com/dotnet/ai/evaluation/evaluate-safety
  • Current value: "xbSF2S9mTiSaZg8++npVAUpjFUA="
  • Detail: Tutorial - Evaluate response safety with caching and reporting - .NET | Microsoft Learn | ETag "xbSF2S9mTiSaZg8++npVAUpjFUA="
• dotnet-ai-docs-evaluation-evaluate-with-reporting | http_document | learn.microsoft.comdotnet/ai/evaluation/evaluate-with-reporting documentation
  • Source: https://learn.microsoft.com/dotnet/ai/evaluation/evaluate-with-reporting
  • Current value: "eUTzBrMb23qJPdoUNWTpi0qKZJQ="
  • Detail: Tutorial - Evaluate response quality with caching and reporting - .NET | Microsoft Learn | ETag "eUTzBrMb23qJPdoUNWTpi0qKZJQ="
• dotnet-ai-docs-evaluation-libraries | http_document | learn.microsoft.comdotnet/ai/evaluation/libraries documentation
  • Source: https://learn.microsoft.com/dotnet/ai/evaluation/libraries
  • Current value: "EX25ZgQQrv9/Orxx/Y8UF77nWNM="
  • Detail: The Microsoft.Extensions.AI.Evaluation libraries - .NET | Microsoft Learn | ETag "EX25ZgQQrv9/Orxx/Y8UF77nWNM="
• dotnet-ai-docs-evaluation-responsible-ai | http_document | learn.microsoft.comdotnet/ai/evaluation/responsible-ai documentation
  • Source: https://learn.microsoft.com/dotnet/ai/evaluation/responsible-ai
  • Current value: "S/iC/G2rE4bFVBNskIfq+q+vizA="
  • Detail: Responsible AI with .NET - .NET | Microsoft Learn | ETag "S/iC/G2rE4bFVBNskIfq+q+vizA="
• dotnet-ai-docs-get-started-app-chat-scaling-with-azure-container-apps | http_document | learn.microsoft.comdotnet/ai/get-started-app-chat-scaling-with-azure-container-apps documentation
  • Source: https://learn.microsoft.com/dotnet/ai/get-started-app-chat-scaling-with-azure-container-apps
  • Current value: "Uz/97H6K/KRuFjEvH/PLPu330tI="
  • Detail: Develop AI apps with Python - Python on Azure | Microsoft Learn | ETag "Uz/97H6K/KRuFjEvH/PLPu330tI="
• dotnet-ai-docs-get-started-app-chat-template | http_document | learn.microsoft.comdotnet/ai/get-started-app-chat-template documentation
  • Source: https://learn.microsoft.com/dotnet/ai/get-started-app-chat-template
  • Current value: "hC31A6rz456kuxCSqEdAHFD3h/Q="
  • Detail: Get started with the 'chat using your own data sample' for .NET - .NET | Microsoft Learn | ETag "hC31A6rz456kuxCSqEdAHFD3h/Q="
• dotnet-ai-docs-how-to-access-data-in-functions | http_document | learn.microsoft.comdotnet/ai/how-to/access-data-in-functions documentation
  • Source: https://learn.microsoft.com/dotnet/ai/how-to/access-data-in-functions
  • Current value: "Qz6E4S4p8Q75XYqYZqIApgXM0YQ="
  • Detail: Access data in AI functions - .NET | Microsoft Learn | ETag "Qz6E4S4p8Q75XYqYZqIApgXM0YQ="
• dotnet-ai-docs-how-to-app-service-aoai-auth | http_document | learn.microsoft.comdotnet/ai/how-to/app-service-aoai-auth documentation
  • Source: https://learn.microsoft.com/dotnet/ai/how-to/app-service-aoai-auth
  • Current value: "WNTWqOhcCU2G6Cz5xN6VL/L33Bw="
  • Detail: Authenticate an Azure hosted .NET app to Azure OpenAI using Microsoft Entra ID - .NET | Microsoft Learn | ETag "WNTWqOhcCU2G6Cz5xN6VL/L33Bw="
• dotnet-ai-docs-how-to-content-filtering | http_document | learn.microsoft.comdotnet/ai/how-to/content-filtering documentation
  • Source: https://learn.microsoft.com/dotnet/ai/how-to/content-filtering
  • Current value: "EZHA2THzgz41K8ayE9stFN7QPQ4="
  • Detail: Manage Azure OpenAI content filtering in a .NET app - .NET | Microsoft Learn | ETag "EZHA2THzgz41K8ayE9stFN7QPQ4="
• dotnet-ai-docs-how-to-handle-invalid-tool-input | http_document | learn.microsoft.comdotnet/ai/how-to/handle-invalid-tool-input documentation
  • Source: https://learn.microsoft.com/dotnet/ai/how-to/handle-invalid-tool-input
  • Current value: "wy67BS51Bmb0cd2ZS8kdop9cdIs="
  • Detail: Handle invalid function input from AI models - .NET | Microsoft Learn | ETag "wy67BS51Bmb0cd2ZS8kdop9cdIs="
• dotnet-ai-docs-how-to-use-tokenizers | http_document | learn.microsoft.comdotnet/ai/how-to/use-tokenizers documentation
  • Source: https://learn.microsoft.com/dotnet/ai/how-to/use-tokenizers
  • Current value: "o/rFsLJX/N6BzMQpZ8xymUGfZe0="
  • Detail: Use Microsoft.ML.Tokenizers for text tokenization - .NET | Microsoft Learn | ETag "o/rFsLJX/N6BzMQpZ8xymUGfZe0="
• dotnet-ai-docs-ichatclient | http_document | learn.microsoft.comdotnet/ai/ichatclient documentation
  • Source: https://learn.microsoft.com/dotnet/ai/ichatclient
  • Current value: "glGOQk0+Kt4SWEhg1TkSU1CvWig="
  • Detail: Use the IChatClient interface - .NET | Microsoft Learn | ETag "glGOQk0+Kt4SWEhg1TkSU1CvWig="
• dotnet-ai-docs-iembeddinggenerator | http_document | learn.microsoft.comdotnet/ai/iembeddinggenerator documentation
  • Source: https://learn.microsoft.com/dotnet/ai/iembeddinggenerator
  • Current value: "SfqCu2K292p5kujZUX0B9tlbors="
  • Detail: Use the IEmbeddingGenerator interface - .NET | Microsoft Learn | ETag "SfqCu2K292p5kujZUX0B9tlbors="
• ... 18 more pending upstream sources omitted for brevity; the watcher still tracks them in issue metadata.

Why this matters:

• Review the linked skills when https://learn.microsoft.com/dotnet/ai/azure-ai-services-authentication changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/conceptual/ai-tools changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/conceptual/chain-of-thought-prompting changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/conceptual/data-ingestion changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/conceptual/embeddings changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/conceptual/how-genai-and-llms-work changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/conceptual/prompt-engineering-dotnet changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/conceptual/rag changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/conceptual/understanding-tokens changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/conceptual/vector-databases changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/conceptual/zero-shot-learning changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/evaluation/evaluate-ai-response changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/evaluation/evaluate-safety changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/evaluation/evaluate-with-reporting changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/evaluation/libraries changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/evaluation/responsible-ai changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/get-started-app-chat-scaling-with-azure-container-apps changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/get-started-app-chat-template changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/how-to/access-data-in-functions changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/how-to/app-service-aoai-auth changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/how-to/content-filtering changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/how-to/handle-invalid-tool-input changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/how-to/use-tokenizers changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/ichatclient changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/iembeddinggenerator changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/overview changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/quickstarts/ai-templates changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/quickstarts/build-chat-app changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/quickstarts/build-vector-search-app changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/quickstarts/chat-local-model changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/quickstarts/generate-images changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/quickstarts/process-data changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/quickstarts/prompt-model changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/quickstarts/structured-output changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/quickstarts/text-to-image changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/quickstarts/use-function-calling changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/resources/azure-ai changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/resources/get-started changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/tutorials/tutorial-ai-vector-search changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/api/microsoft.extensions.ai changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/ai/microsoft-extensions-ai changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/api/microsoft.extensions.dataingestion changes.
• Review the linked skills when https://learn.microsoft.com/dotnet/api/microsoft.extensions.vectordata changes.

Suggested follow-up:

• Review the upstream release notes or documentation diff
• Update the affected files under skills/
• Update README.md if framework coverage or guidance changed
• Close this issue after the catalog has been refreshed

[github-actions]

Automation closed this upstream-watch issue because a newer upstream event superseded it.

• Replacement issue: Upstream update: microsoft-extensions-ai #1402
• Issue key: microsoft-extensions-ai
• Changed watches in this run: 43
• Watch ids: dotnet-ai-docs-azure-ai-services-authentication, dotnet-ai-docs-conceptual-ai-tools, dotnet-ai-docs-conceptual-chain-of-thought-prompting, dotnet-ai-docs-conceptual-data-ingestion, dotnet-ai-docs-conceptual-embeddings, dotnet-ai-docs-conceptual-how-genai-and-llms-work, dotnet-ai-docs-conceptual-prompt-engineering-dotnet, dotnet-ai-docs-conceptual-rag, (+35 more)