Primitives

fai-adr-writer

ADR writer — documents architecture decisions with MADR 3.0 template, context, alternatives, trade-off matrices, consequences, and WAF pillar impact analysis.

• operational-excellence

fai-markdown-expert

Markdown specialist — CommonMark/GFM, agent markup (.agent.md/.instructions.md/SKILL.md), documentation standards (README/ADR/changelog), accessibility, and content structure.

• operational-excellence

fai-play-lifecycle

FAI play lifecycle manager — handles play initialization (scaffold file structure), Bicep deployment, evaluation quality gates, and config tuning for any of the 101 solution plays.

• operational-excellence
• reliability
• cost-optimization

fai-tdd-green

TDD Green phase specialist — writes the minimal implementation to make failing tests pass, no more and no less. Follows the Red-Green-Refactor cycle.

• reliability

fai-tdd-red

TDD Red phase specialist — writes failing tests from requirements before any implementation. Covers happy path, error cases, edge cases, and AI-specific test scenarios.

• reliability

fai-tdd-refactor

TDD Refactor phase specialist — improves code quality while keeping ALL tests green. Applies extract method, reduce complexity, improve naming, and design pattern introduction.

• reliability
• performance-efficiency

a11y-waf

Accessibility standards — WCAG 2.2 AA compliance, semantic HTML, ARIA roles/properties, keyboard navigation, focus management, color contrast, screen reader compatibility, and inclusive design patterns.

• responsible-ai
• reliability

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-os-customization

Agentic OS standards — .github folder structure, 7 primitives, 4 layers, plugin packaging.

• operational-excellence

agentic-rag-patterns

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

• reliability
• security

ai-glossary

AI glossary consistency — use standard FAI terminology, avoid ambiguous AI terms in code comments.

• operational-excellence

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