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-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-browser-agent

Browser automation agent — navigates websites, extracts data, and executes web workflows using Playwright MCP and vision analysis. Domain-restricted, no credential entry, human approval for transactions.

• security
• reliability
• 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-deterministic-expert

Deterministic AI specialist — makes AI outputs reproducible, grounded, and auditable with temperature control, seed pinning, JSON schema output, RAG grounding, citation enforcement, and multi-layer hallucination defense.

• reliability
• responsible-ai
• security

fai-fine-tuning-expert

Fine-tuning and MLOps specialist — LoRA/QLoRA techniques, JSONL training data preparation, Azure OpenAI fine-tuning workflow, hyperparameter tuning, evaluation-driven iteration, and model versioning.

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

fai-i18n-expert

Internationalization specialist — multi-language AI responses, ICU message format, locale-aware formatting, Azure Translator integration, RTL support, and translation workflow design.

• responsible-ai
• operational-excellence

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-play-01-reviewer

Enterprise RAG reviewer — RAG quality audit, citation accuracy, search config validation, security compliance, OWASP LLM Top 10, and WAF pillar alignment checks.

• security
• responsible-ai

fai-play-02-reviewer

AI Landing Zone reviewer — network security audit, private endpoint verification, identity compliance, Azure Policy enforcement, and Bicep infrastructure review.

• security
• responsible-ai

fai-play-03-reviewer

Deterministic Agent reviewer — reproducibility testing, guardrail completeness audit, anti-sycophancy verification, schema validation review, and confidence calibration checks.

• security
• responsible-ai

fai-play-04-reviewer

Call Center Voice AI reviewer — voice quality audit, pipeline latency review, PII redaction verification, TCPA compliance, and escalation trigger testing.

• security
• responsible-ai

fai-play-05-reviewer

IT Ticket Resolution reviewer — classification accuracy audit, auto-resolution quality, routing fairness, SLA compliance, ServiceNow integration security, and PII handling review.

• security
• responsible-ai

fai-play-06-reviewer

Document Intelligence reviewer — OCR accuracy audit, schema validation, PII handling review, pipeline error handling, and confidence threshold verification.

• security
• responsible-ai

fai-play-07-reviewer

Multi-Agent Service reviewer — orchestration logic audit, state management review, loop prevention verification, agent security boundaries, and Dapr configuration checks.

• security
• responsible-ai

fai-play-08-reviewer

Copilot Studio Bot reviewer — topic coverage audit, knowledge source validation, DLP compliance, guardrail verification, and conversation flow testing.

• security
• responsible-ai

fai-play-09-reviewer

AI Search Portal reviewer — index schema audit, search relevance testing, answer citation accuracy, facet UX review, and performance benchmarking.

• security
• responsible-ai

fai-play-10-builder

Content Moderation builder — Azure Content Safety API integration, 4-category severity scoring, custom blocklists, APIM gateway middleware, and severity-based routing.

• responsible-ai
• security