Primitives

fai-accessibility-expert

Accessibility specialist — WCAG 2.2 AA/AAA compliance, ARIA 1.2 patterns, screen reader optimization, keyboard navigation, focus management, and inclusive design for AI chatbots and dashboards.

• responsible-ai
• reliability

fai-ai-agents-expert

AI agents expert — ReAct loops, tool orchestration, memory tiers, multi-agent topologies (supervisor/pipeline/debate/swarm), agent determinism, and production guardrails for autonomous AI systems.

• reliability
• security
• responsible-ai

fai-architect

Senior cloud-native solution architect — Azure Well-Architected Framework alignment, AI system design, multi-service integration, cost modeling, trade-off analysis, and production readiness assessment.

• reliability
• security
• cost-optimization
• performance-efficiency
• +2

fai-autogen-expert

Microsoft AutoGen multi-agent framework — ConversableAgent, GroupChat topologies, code execution sandboxing, nested chat orchestration, human-in-the-loop patterns, and AG2 migration.

• reliability
• responsible-ai
• security

fai-azure-ai-foundry-expert

Azure AI Foundry specialist — Hub/Project resource model, Model Catalog deployment, Prompt Flow orchestration, evaluation pipelines with groundedness and safety metrics, fine-tuning workflows, and model lifecycle management across dev/staging/prod environments.

• operational-excellence
• security
• cost-optimization
• responsible-ai

fai-azure-openai-expert

Azure OpenAI specialist — model deployment types (PTU/PAYG/Global), content filtering, structured output, token optimization, multi-region load balancing, and production inference patterns.

• cost-optimization
• performance-efficiency
• security
• responsible-ai

fai-collective-researcher

Multi-agent researcher — gathers information from knowledge bases, codebase search, documentation analysis, and web research to ground specialist agents with verified facts.

• reliability
• responsible-ai

fai-collective-reviewer

Multi-agent reviewer — security audit, OWASP LLM Top 10, WAF compliance, code quality, AI safety checks, and PR review with severity-classified feedback.

• security
• responsible-ai
• reliability

fai-compliance-expert

AI compliance specialist — EU AI Act risk classification, NIST AI RMF, GDPR data subject rights, HIPAA PHI handling, SOC 2 evidence collection, and Azure compliance tooling.

• responsible-ai
• security
• operational-excellence

fai-content-safety-expert

Content safety specialist — Azure AI Content Safety API, 4 harm categories with severity scoring, Prompt Shields for jailbreak defense, groundedness detection, PII redaction, and moderation pipeline design.

• responsible-ai
• security

fai-mentoring-agent

Developer mentoring specialist — Socratic teaching, personalized learning paths, constructive code review feedback, skill gap analysis, and progressive complexity scaffolding.

• responsible-ai
• operational-excellence

fai-prd-writer

PRD writer — produces structured Product Requirements Documents with user personas, success metrics, AI-specific requirements (quality thresholds, safety), constraints, and acceptance criteria.

• operational-excellence
• responsible-ai

fai-product-manager

AI product management specialist — requirements gathering, AI use case prioritization, evaluation metric design, go-to-market strategy, and responsible AI impact assessment.

• responsible-ai
• 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-react-expert

React/Next.js specialist — React 19 Server Components, Suspense streaming for AI chat, App Router, Tailwind CSS, useActionState, and accessibility-first patterns.

• performance-efficiency
• security
• responsible-ai

fai-red-team-expert

AI red teaming specialist — prompt injection testing, jailbreak simulation, PyRIT automation, bias detection, adversarial dataset creation, and OWASP LLM Top 10 validation.

• security
• responsible-ai

fai-responsible-ai-reviewer

Responsible AI specialist — bias detection, fairness metrics, transparency requirements, EU AI Act compliance, content safety, groundedness evaluation, and AI governance frameworks.

• responsible-ai
• security

fai-security-reviewer

Security reviewer — audits code, infrastructure, and AI pipelines against OWASP Top 10, OWASP LLM Top 10, Azure security baselines, managed identity compliance, network isolation, and secrets management.

• security
• responsible-ai

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