Primitives

fai-test-generator

Test generation specialist — creates unit, integration, and E2E tests across Python (pytest), TypeScript (vitest), C# (xUnit), with AI-specific test patterns (groundedness, safety, streaming).

• reliability

fai-test-planner

Test planning specialist — designs test strategy, identifies coverage gaps, prioritizes test types (unit/integration/E2E/AI eval), and creates test plans with risk-based prioritization.

• reliability
• operational-excellence

fai-test-runner

Test execution specialist — runs test suites, interprets results, identifies flaky tests, diagnoses failures, and reports coverage with actionable recommendations.

• reliability
• operational-excellence

fai-turso-expert

Turso specialist — libSQL (SQLite fork), edge replication, embedded vector search, multi-tenant databases, and low-latency AI data patterns.

• performance-efficiency
• cost-optimization

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-vue-expert

Vue.js 3 specialist — Composition API with script setup, Pinia state management, Nuxt 3 SSR/SSG, reactive streaming for AI chat, and TypeScript-first component patterns.

• performance-efficiency
• reliability

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

agentic-rag

Autonomous RAG where the AI agent controls retrieval — decides when to search, which sources to query, iterates on results.

ai-landing-zone

Azure AI Landing Zone — subscription vending, network topology, RBAC, policy enforcement.

ai-landing-zone-advanced

Advanced AI Landing Zone — multi-region deployment, private endpoints, Azure Firewall, DDoS protection, sovereign cloud patterns.

ai-observability

AI Observability — distributed tracing for LLM calls, token usage dashboards, latency monitoring, evaluation score tracking.

ai-search-portal

AI Search Portal — full-text and vector hybrid search with semantic ranking, faceted navigation, autocomplete.

anomaly-detection

Anomaly Detection — real-time and batch anomaly detection for time-series, metrics, and log data. Uses Azure AI Anomaly Detector, custom ML models.

browser-automation

AI-driven web task execution using Playwright MCP and GPT-4o Vision — navigate websites, extract data, fill forms.

call-center-voice-ai

Call Center Voice AI — real-time speech-to-text, intent classification, sentiment analysis.

content-moderation

Content Moderation — real-time text, image, and multi-modal content safety with Azure AI Content Safety. Includes severity scoring.

copilot-studio-bot

Copilot Studio Bot — custom copilot experiences with Microsoft Copilot Studio, Power Virtual Agents.

copilot-teams-extension

Copilot for Teams Extension — declarative agents, API plugins, message extensions.

cost-optimized-ai-gateway

Cost-Optimized AI Gateway — intelligent model routing, token budget enforcement, request caching, rate limiting.