dotPilot: Skill for Codex

Microsoft.Extensions.AI

Trigger On

• building or reviewing .NET code that uses Microsoft.Extensions.AI, Microsoft.Extensions.AI.Abstractions, IChatClient, IEmbeddingGenerator, ChatOptions, or AIFunction
• choosing between low-level AI abstractions, provider SDKs, vector-search composition, evaluation libraries, and a fuller agent framework
• adding streaming chat, structured output, embeddings, tool calling, telemetry, caching, or DI-based AI middleware
• wiring Microsoft.Extensions.VectorData, Microsoft.Extensions.DataIngestion, MCP tooling, or evaluation packages around a provider-agnostic AI app

Workflow

1. Classify the request first: plain model access, tool calling, embeddings/vector search, evaluation, or true agent orchestration.
2. Default to Microsoft.Extensions.AI for application and service code that needs provider-agnostic chat, embeddings, middleware, structured output, and testability.
3. Reference Microsoft.Extensions.AI.Abstractions directly only when authoring provider libraries or lower-level reusable integration packages.
4. Model IChatClient and IEmbeddingGenerator composition explicitly in DI. Keep options, caching, telemetry, logging, and tool invocation inspectable in the pipeline.
5. Treat chat state deliberately. For stateless providers, resend history. For stateful providers, propagate ConversationId rather than assuming all providers behave the same way.
6. Use Microsoft.Extensions.VectorData and Microsoft.Extensions.DataIngestion as adjacent building blocks for RAG instead of hand-rolling store abstractions prematurely.
7. Escalate to dotnet-microsoft-agent-framework when the requirement becomes agent threads, multi-agent orchestration, higher-order workflows, durable execution, or remote agent hosting.
8. Validate with real providers, realistic prompts, and evaluation gates so the abstraction layer actually buys portability and reliability.

Architecture

flowchart LR
  A["Task"] --> B{"Need agent threads, multi-agent orchestration, or remote agent hosting?"}
  B -->|Yes| C["Use Microsoft Agent Framework on top of `Microsoft.Extensions.AI.Abstractions`"]
  B -->|No| D{"Need provider-agnostic chat, embeddings, tools, typed output, or evaluation?"}
  D -->|Yes| E["Use `Microsoft.Extensions.AI`"]
  E --> F["Compose `IChatClient` / `IEmbeddingGenerator` in DI"]
  F --> G["Add caching, telemetry, tools, vector data, and evaluation deliberately"]
  D -->|No| H["Use plain provider SDKs or deterministic .NET code"]