Primitives

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-azure-container-apps-expert

Azure Container Apps specialist — serverless containers, Dapr sidecars, KEDA autoscaling, GPU workload profiles, scale-to-zero, and AI agent hosting patterns with blue/green deployments.

• cost-optimization
• reliability
• operational-excellence

fai-azure-logic-apps-expert

Azure Logic Apps specialist — low-code workflow automation, 1400+ connectors, AI integration actions, Durable orchestration, B2B/EDI, and enterprise integration patterns.

• operational-excellence
• reliability
• cost-optimization

fai-azure-monitor-expert

Azure Monitor specialist — Application Insights for AI distributed tracing, KQL for token analytics, custom dashboards for groundedness/coherence metrics, cost alerting, and AI-specific observability patterns.

• operational-excellence
• cost-optimization
• reliability

fai-collective-orchestrator

Multi-agent orchestrator — routes tasks to specialist agents, manages turn limits, decomposes complex requests, synthesizes results, and ensures quality gates across the FAI Collective.

• reliability
• cost-optimization
• operational-excellence

fai-ml-engineer

ML engineering specialist — model training pipelines, LoRA/QLoRA fine-tuning, evaluation metrics, MLOps with Azure AI Foundry, model registry, and serving optimization for production AI.

• cost-optimization
• performance-efficiency
• operational-excellence

fai-play-dispatcher

FAI play dispatcher — routes user requests to the correct solution play based on intent classification, understands all 101 plays and their domains, delegates to specialist agents.

• cost-optimization
• 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-power-platform-expert

Power Platform specialist — Power Apps (Canvas + Model-driven), Power Automate cloud flows, Dataverse, custom connectors, DLP policies, and Copilot Studio integration.

• operational-excellence
• cost-optimization

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-production-patterns-expert

Production AI patterns expert — hosting selection (Container Apps/AKS/Functions), APIM gateway patterns, streaming SSE, retry/circuit-breaker, health checks, and multi-region deployment for production AI workloads.

• reliability
• performance-efficiency
• cost-optimization
• 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

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