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-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

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.

deterministic-agent

Deterministic AI Agent — finite state machines, rule-based routing, guardrailed tool use.

devops-oncall

DevOps and on-call operations — incident triage, Azure resource diagnostics, KQL query generation, deployment automation.

document-intelligence

Document Intelligence — OCR, form extraction, table recognition.

edge-ai-phi4

Edge AI with Phi-4 — deploy small language models on edge devices, IoT hubs, and local inference servers. Quantization, ONNX optimization.

enterprise-rag

Production-grade Retrieval-Augmented Generation pipeline with Azure AI Search, OpenAI embeddings, Container Apps deployment, and WAF-aligned evalua...

fine-tuning-workflow

Fine-Tuning Workflow — dataset preparation, training job orchestration, evaluation pipelines, model registry.

it-ticket-resolution

IT Ticket Resolution — automated incident classification, knowledge base search, resolution suggestion.