Primitives

fai-play-01-builder

Enterprise RAG builder — hybrid search pipeline (BM25+vector), Azure AI Search indexing, OpenAI chat completions with citations, chunking strategies, and evaluation-driven quality gates.

• reliability
• security
• operational-excellence

fai-play-02-builder

AI Landing Zone builder — hub-spoke networking, private endpoints, Azure Firewall, DNS architecture, identity foundation, and governance baseline for enterprise AI workloads.

• reliability
• security
• operational-excellence

fai-play-03-builder

Deterministic Agent builder — zero-temperature architecture, seed pinning, structured JSON output, multi-layer guardrails, confidence scoring, and anti-hallucination defense.

• reliability
• security
• operational-excellence

fai-play-04-builder

Call Center Voice AI builder — STT→LLM→TTS streaming pipeline, Azure Communication Services, real-time transcription, intent classification, PII redaction, and escalation triggers.

• reliability
• security
• operational-excellence

fai-play-05-builder

IT Ticket Resolution builder — event-driven classification pipeline, auto-resolution via knowledge base, ServiceNow/Jira integration, skill-based routing, and SLA monitoring.

• reliability
• security
• operational-excellence

fai-play-06-builder

Document Intelligence builder — Azure AI Document Intelligence OCR, multi-format processing, GPT-4o field extraction, Cosmos DB storage, and validation pipeline.

• reliability
• security
• operational-excellence

fai-play-07-builder

Multi-Agent Service builder — supervisor orchestration pattern, agent registry, shared state via Cosmos DB/Redis, Dapr integration, tool routing, and loop prevention.

• reliability
• security
• operational-excellence

fai-play-08-builder

Copilot Studio Bot builder — declarative agent setup, topic design, SharePoint/Dataverse knowledge grounding, Power Platform connectors, and conversation guardrails.

• reliability
• security
• operational-excellence

fai-play-11-builder

AI Landing Zone Advanced builder — multi-region hub-spoke, Azure Firewall Premium with TLS/IDPS, policy-driven governance at scale, GPU quota orchestration, and disaster recovery automation.

• reliability
• security
• operational-excellence

fai-play-16-builder

Copilot Teams Extension builder — M365 Copilot declarative agent, Microsoft Graph API integration, Adaptive Cards, Entra ID SSO, and Teams message extension development.

• security
• reliability
• operational-excellence

fai-play-17-reviewer

AI Observability reviewer — telemetry coverage audit, KQL query accuracy, dashboard UX review, alert threshold calibration, and PII-in-logs verification.

• operational-excellence
• security

fai-terraform-expert

Terraform specialist — Azure provider, state management, module design, plan/apply workflow, drift detection, and multi-environment infrastructure deployment.

• operational-excellence
• 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-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