Primitives

fai-streaming-expert

Real-time streaming specialist — SSE for LLM token delivery, WebSocket for bidirectional chat, ReadableStream API, backpressure handling, and Azure Event Hubs stream processing for AI pipelines.

• performance-efficiency
• reliability

fai-swift-expert

Swift specialist — structured concurrency (async/await, TaskGroup, actors), SwiftUI, Codable, and Apple platform AI integration with on-device Core ML and cloud Azure OpenAI.

• performance-efficiency
• reliability

fai-tdd-refactor

TDD Refactor phase specialist — improves code quality while keeping ALL tests green. Applies extract method, reduce complexity, improve naming, and design pattern introduction.

• reliability
• performance-efficiency

fai-typescript-expert

TypeScript/Node.js specialist — strict mode, Zod validation, ESM modules, Vitest testing, Azure SDK integration, async patterns, and production-ready AI application development.

• security
• reliability
• performance-efficiency

fai-typescript-mcp-expert

TypeScript MCP server specialist — @modelcontextprotocol/sdk, McpServer class, Zod schema validation, async tool handlers, stdio/SSE transport, and npm distribution.

• security
• reliability
• performance-efficiency

fai-ux-designer

AI UX designer — conversation design patterns, chatbot interaction flows, AI disclosure/transparency, loading states for streaming, confidence display, and accessibility for AI interfaces.

• responsible-ai
• performance-efficiency

fai-vector-database-expert

Vector database specialist — HNSW vs IVFFlat index selection, embedding storage with Qdrant/Pinecone/pgvector/Azure AI Search, similarity metrics, and performance tuning for RAG retrieval.

• performance-efficiency
• reliability

fai-vercel-expert

Vercel specialist — AI SDK (streaming useChat/useCompletion), Edge Functions, Next.js deployment, KV/Blob/Postgres storage, and serverless AI application patterns.

• performance-efficiency
• operational-excellence

fai-wandb-expert

Weights & Biases specialist — experiment tracking, model versioning, hyperparameter sweeps, prompt tracing, evaluation dashboards, and LLM fine-tuning monitoring.

• operational-excellence
• performance-efficiency

fai-wasm-expert

WebAssembly specialist — WASI preview 2, Component Model, edge AI inference with Spin/Fermyon, Wasmtime runtime, and portable, sandboxed AI model execution.

• performance-efficiency
• security

aspnet-waf

ASP.NET Core 9 standards — Minimal APIs, DI, middleware pipeline, Entra ID auth, EF Core, health checks, rate limiting, output caching, and Azure-native integration.

• security
• reliability
• operational-excellence
• performance-efficiency
• +1

astro-waf

Astro framework standards — Islands Architecture, content collections, view transitions, SSG/SSR modes, image optimization, MDX, and deployment patterns.

• performance-efficiency
• reliability
• operational-excellence
• security

azure-ai-document-intelligence-waf

Azure AI Document Intelligence standards — model selection, layout analysis, table/form extraction, custom models, batch processing, confidence thresholds, SDK usage, and Bicep deployment.

• reliability
• performance-efficiency
• cost-optimization
• security
• +1

azure-ai-language-waf

Azure AI Language standards — text analytics, NER, sentiment analysis, PII detection, summarization, CLU, custom text classification, healthcare NLP, SDK patterns, and batch processing.

• responsible-ai
• reliability
• performance-efficiency
• security
• +1

azure-ai-speech-waf

Azure AI Speech standards — STT (real-time + batch), TTS (neural voices, SSML, custom voice), speech translation, pronunciation assessment, speaker recognition, WebSocket streaming, SDK patterns, and latency optimization.

• performance-efficiency
• reliability
• security
• cost-optimization
• +1

azure-ai-vision-waf

Azure AI Vision standards — image analysis, OCR, custom classification, spatial analysis, and content safety patterns.

• reliability
• performance-efficiency
• security
• cost-optimization

azure-cosmos-waf

Azure Cosmos DB standards — global distribution, partitioning, consistency, RU optimization, vector search.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

azure-devops-waf

Azure DevOps standards — YAML pipelines, environments, service connections, test management, boards.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

azure-front-door-waf

Azure Front Door & WAF standards — global load balancing, WAF rules, caching, SSL offloading, origin protection.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

azure-functions-waf

Azure Functions standards — serverless compute, triggers, bindings, durable functions, cold start optimization.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

azure-logic-apps-waf

Azure Logic Apps standards — workflow automation, connectors, error handling, B2B integration.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

azure-redis-waf

Azure Cache for Redis standards — caching patterns, data structures, pub/sub, clustering, security.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

azure-static-web-apps-waf

Azure Static Web Apps standards — static hosting, serverless API, authentication, CI/CD, custom domains.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

bicep-waf

Bicep infrastructure-as-code standards aligned with Azure WAF pillars — Azure Verified Modules, secure parameter handling, tagging conventions, production deployment patterns, and cost-aware resource configuration.

• security
• reliability
• cost-optimization
• operational-excellence
• +1