Primitives

fai-azure-ai-search-expert

Azure AI Search specialist — HNSW vector indexes, hybrid keyword+vector retrieval, semantic ranker, integrated vectorization pipelines, custom skillsets, scoring profiles, and RAG optimization for production search experiences.

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

fai-azure-cosmos-db-expert

Azure Cosmos DB specialist — partition key design, DiskANN vector search, multi-region writes, RU optimization, change feed processing, and conversation/session storage for AI agents.

• performance-efficiency
• reliability
• cost-optimization
• 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

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

genai-foundations

GenAI foundations coding — token counting, model parameter configuration, inference optimization.

• performance-efficiency
• cost-optimization

gpu-infrastructure

GPU infrastructure standards — VRAM sizing, quantization selection, serving framework config, scaling rules.

• performance-efficiency
• cost-optimization

llm-model-selection

LLM selection standards — model routing config, benchmark-driven selection, cost/quality tradeoffs.

• cost-optimization
• performance-efficiency

performance-optimization-waf

Performance optimization standards — measure first, profile before optimizing, and avoid premature optimization.

• performance-efficiency
• cost-optimization

power-bi-dax-waf

Power BI DAX standards — CALCULATE patterns, time intelligence, performance optimization.

• performance-efficiency
• cost-optimization

python-waf

Python coding standards aligned with Azure Well-Architected Framework pillars — secure credential handling, async patterns, structured error handling, cost-aware AI integration, and production-ready testing.

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