Primitives

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-supabase-expert

Supabase specialist — pgvector for AI embeddings, real-time subscriptions, Edge Functions (Deno), Row Level Security, Storage for documents, and Auth for user management in AI applications.

• reliability
• security

fai-teams-expert

Microsoft Teams integration specialist — Adaptive Cards, Bot Framework SDK, Graph API for channels/chats/meetings, AI-powered meeting summarization, and action item extraction.

• operational-excellence
• security

fai-terraform-expert

Terraform specialist — Azure provider, state management, module design, plan/apply workflow, drift detection, and multi-environment infrastructure deployment.

• operational-excellence
• reliability
• security

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-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

agent-coding-patterns

Agent coding standards — ReAct loop, tool selection, memory management, circuit breaker on tools.

• reliability
• security

agent-safety

AI agent safety standards — fail-closed defaults, least-privilege tool access, human-in-the-loop for destructive actions, prompt injection defense, budget controls, OWASP LLM Top 10 alignment, and governance audit trails for all agent workflows.

• security
• responsible-ai
• reliability

agentic-rag-patterns

Play 21 patterns — Agentic RAG patterns — retrieval decision loop, multi-source routing, query refinement, self-evaluation.

• reliability
• security

ai-landing-zone-advanced-patterns

Play 11 patterns — Advanced landing zone — multi-region, ExpressRoute, Azure Firewall, Policy as Code, Defender for Cloud.

• reliability
• security

ai-landing-zone-patterns

Play 02 patterns — Landing zone patterns — hub-spoke VNet, private endpoints on ALL PaaS, Managed Identity, tag enforcement, GPU quota.

• reliability
• security

ai-observability-patterns

Play 17 patterns — AI observability patterns — OpenTelemetry spans, token metrics, quality dashboards, alert thresholds.

• reliability
• security

ai-prompt-safety-waf

AI prompt safety in application code — input sanitization, output validation, structured output enforcement, content filtering, token budget management, system message protection, and secure logging for LLM-integrated applications.

• responsible-ai
• security
• cost-optimization

ai-search-portal-patterns

Play 09 patterns — Search portal patterns — faceted search, semantic ranker, result rendering, analytics, personalization.

• reliability
• security

anomaly-detection-patterns

Play 20 patterns — Anomaly detection patterns — streaming analytics, statistical thresholds, ML models, alert routing.

• reliability
• security

ansible-waf

Ansible automation standards — idempotent playbooks, secure vault usage, role structure, handler patterns, variable naming, error handling, molecule testing, and CI linting for reliable infrastructure-as-code.

• operational-excellence
• reliability
• security

arch-linux-waf

Arch Linux packaging standards — PKGBUILD structure, makepkg rules, dependency management, package signing, AUR submission, namcap validation, split packages, systemd integration, and pacman hook authoring.

• reliability
• security
• operational-excellence

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-foundry

Azure AI Foundry config — Hub/Project RBAC, deployment types, evaluation pipeline, content filter config.

• security
• operational-excellence

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