Primitives

fai-play-19-builder

Edge AI builder — Phi-4 on-device inference, ONNX quantization (INT4/INT8), Azure IoT Hub fleet management, offline-first architecture, and cloud fallback patterns.

• reliability
• performance-efficiency
• cost-optimization

fai-play-lifecycle

FAI play lifecycle manager — handles play initialization (scaffold file structure), Bicep deployment, evaluation quality gates, and config tuning for any of the 101 solution plays.

• operational-excellence
• reliability
• cost-optimization

fai-production-patterns-expert

Production AI patterns expert — hosting selection (Container Apps/AKS/Functions), APIM gateway patterns, streaming SSE, retry/circuit-breaker, health checks, and multi-region deployment for production AI workloads.

• reliability
• performance-efficiency
• cost-optimization
• operational-excellence

fai-prompt-engineer

Prompt engineering specialist — system message design, few-shot patterns, chain-of-thought, structured output schemas, anti-hallucination techniques, and evaluation-driven prompt optimization.

• reliability
• responsible-ai
• cost-optimization

fai-rag-architect

Enterprise RAG architecture specialist — designs end-to-end retrieval-augmented generation pipelines with Azure AI Search, OpenAI embeddings, chunking strategies, grounding, citation, evaluation, and production deployment.

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

fai-rag-expert

RAG expert — advanced retrieval patterns (agentic, graph, multi-modal RAG), chunking strategies, hybrid search, re-ranking, evaluation metrics, and production RAG optimization.

• reliability
• performance-efficiency
• cost-optimization

fai-solutions-architect

Cloud solutions architect — end-to-end AI solution design, Azure service selection, multi-service integration, cost estimation, WAF trade-off analysis, and architecture decision records.

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

fai-swarm-supervisor

Multi-agent swarm supervisor — routes tasks to specialist agents, manages turn limits and token budgets, handles agent coordination, conflict resolution, and synthesizes multi-perspective results.

• reliability
• cost-optimization

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

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-app-service-waf

Azure App Service standards — deployment slots, scaling, authentication, monitoring, and security patterns.

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

azure-bicep-avm

Azure Bicep AVM (Azure Verified Modules) standards — module usage, parameter patterns, WAF-aligned infrastructure.

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

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-code-best-practices

Bicep Code Best Practices standards — module design, naming, parameters, outputs, testing

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

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