Primitives

fai-pagerduty-expert

PagerDuty incident management specialist — alert routing, escalation policies, on-call scheduling, automated incident creation, and AI-specific runbook integration.

• reliability
• operational-excellence

fai-php-expert

PHP 8.3+ specialist — modern PHP with attributes, typed properties, enums, fibers, Composer PSR standards, Laravel/Symfony patterns, and PHP-based AI API integration.

• security
• reliability

fai-php-mcp-expert

PHP MCP server specialist — PHP 8.3+ attributes for tool registration, PSR standards, Composer dependency management, typed properties for JSON Schema, and stdio transport.

• reliability
• security

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-09-builder

AI Search Portal builder — Azure AI Search index design, hybrid search with scoring profiles, faceted navigation, answer generation with citations, and auto-suggest.

• performance-efficiency
• reliability
• security

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-11-reviewer

AI Landing Zone Advanced reviewer — multi-region networking audit, firewall rule review, policy compliance verification, GPU quota validation, and DR testing review.

• security
• reliability

fai-play-12-builder

Model Serving AKS builder — GPU cluster design, vLLM/TGI serving engines, NVIDIA device plugin, HPA/KEDA autoscaling, model versioning, and canary deployments.

• performance-efficiency
• reliability
• cost-optimization

fai-play-12-reviewer

Model Serving AKS reviewer — GPU cluster audit, vLLM config validation, autoscaling verification, pod security review, and inference latency benchmarking.

• security
• reliability

fai-play-14-builder

Cost-Optimized AI Gateway builder — APIM AI gateway, semantic caching with Redis, smart model routing by complexity, token budget enforcement, and multi-region load balancing.

• cost-optimization
• performance-efficiency
• reliability

fai-play-15-builder

Document Processing builder — GPT-4o Vision multi-modal analysis, Azure Document Intelligence, table extraction, classification pipeline, and PII-aware storage.

• reliability
• security

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-builder

AI Observability builder — Application Insights distributed tracing, KQL query library for AI metrics, Azure Workbooks dashboards, alerting rules, and FinOps telemetry.

• operational-excellence
• cost-optimization
• reliability

fai-play-18-builder

Prompt Optimization builder — prompt versioning with semantic versions, A/B testing framework, Azure Prompt Flow, template engine with variable injection, and evaluation-driven iteration.

• performance-efficiency
• cost-optimization
• reliability

fai-play-19-builder

Edge AI builder — Phi-4 on-device inference, ONNX quantization (INT4/INT8), Azure IoT Hub fleet management, offline-first architecture, and cloud fallback patterns.

• reliability
• performance-efficiency
• cost-optimization

fai-play-19-reviewer

Edge AI reviewer — quantized model quality audit, offline resilience testing, fleet rollout verification, cloud fallback review, and device security checks.

• reliability
• security

fai-play-20-builder

Real-Time Analytics builder — Event Hub partitioned ingestion, Stream Analytics windowing, LLM-powered anomaly explanation, multi-signal scoring, and live dashboards.

• performance-efficiency
• reliability