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-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-functions-expert

Azure Functions specialist — event-driven AI processing, Durable Functions for long-running agent orchestration, timer triggers for batch inference, and cold start optimization.

• cost-optimization
• reliability
• 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

agentic-os-customization

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

• operational-excellence

ai-glossary

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

• operational-excellence

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-foundry

Azure AI Foundry config — Hub/Project RBAC, deployment types, evaluation pipeline, content filter config.

• security
• operational-excellence

azure-app-service-waf

Azure App Service standards — deployment slots, scaling, authentication, monitoring, and security patterns.

• reliability
• security
• cost-optimization
• operational-excellence

azure-bicep-avm

Azure Bicep AVM (Azure Verified Modules) standards — module usage, parameter patterns, WAF-aligned infrastructure.

• security
• reliability
• cost-optimization
• operational-excellence

azure-cosmos-waf

Azure Cosmos DB standards — global distribution, partitioning, consistency, RU optimization, vector search.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

azure-devops-waf

Azure DevOps standards — YAML pipelines, environments, service connections, test management, boards.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

azure-front-door-waf

Azure Front Door & WAF standards — global load balancing, WAF rules, caching, SSL offloading, origin protection.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

azure-functions-waf

Azure Functions standards — serverless compute, triggers, bindings, durable functions, cold start optimization.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

azure-logic-apps-waf

Azure Logic Apps standards — workflow automation, connectors, error handling, B2B integration.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

azure-redis-waf

Azure Cache for Redis standards — caching patterns, data structures, pub/sub, clustering, security.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

azure-static-web-apps-waf

Azure Static Web Apps standards — static hosting, serverless API, authentication, CI/CD, custom domains.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

bicep-code-best-practices

Bicep Code Best Practices standards — module design, naming, parameters, outputs, testing

• security
• reliability
• cost-optimization
• operational-excellence

bicep-waf

Bicep infrastructure-as-code standards aligned with Azure WAF pillars — Azure Verified Modules, secure parameter handling, tagging conventions, production deployment patterns, and cost-aware resource configuration.

• security
• reliability
• cost-optimization
• operational-excellence
• +1

clojure-waf

Clojure Waf standards — Clojure coding standards — REPL-driven, immutable data, pure functions, and spec for validation.

• security
• reliability
• cost-optimization
• operational-excellence