Primitives

fai-java-mcp-expert

Java MCP server specialist — MCP SDK for Java, Spring Boot auto-configuration, @Tool annotation, reactive streams, enterprise service patterns, and Azure integration.

• reliability
• security

fai-kotlin-expert

Kotlin specialist — coroutines with structured concurrency, Ktor HTTP server, Flow for reactive AI streaming, Jetpack Compose UI, and Azure SDK suspend-friendly patterns.

• performance-efficiency
• reliability

fai-kotlin-mcp-expert

Kotlin MCP server specialist — coroutine-based tool handlers, Ktor server transport, sealed class tool definitions, Flow-based streaming, and Azure suspend-friendly integration.

• performance-efficiency
• reliability

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-mcp-expert

MCP protocol expert — Model Context Protocol specification, tool/resource/prompt primitives, stdio/SSE transports, server development patterns, and MCP ecosystem integration across VS Code, Claude, and Cursor.

• security
• reliability
• performance-efficiency

fai-migration-expert

Migration specialist — legacy-to-cloud, .NET Framework upgrade, database migration, AI-native re-architecture, 6R framework, Azure Migrate, and incremental migration patterns.

• operational-excellence
• reliability

fai-mongodb-expert

MongoDB specialist — document schema design, aggregation pipelines, Atlas Vector Search for RAG, Cosmos DB MongoDB vCore, change streams, and AI application data patterns.

• performance-efficiency
• reliability

fai-nats-expert

NATS messaging specialist — JetStream for durable streams, key-value store, object store, request-reply, pub-sub, and lightweight event-driven AI microservice communication.

• reliability
• performance-efficiency

fai-neon-expert

Neon serverless Postgres specialist — database branching, auto-scaling compute, pgvector for AI embeddings, connection pooling, and database-per-branch development workflows.

• cost-optimization
• performance-efficiency

fai-opentelemetry-expert

OpenTelemetry specialist — distributed tracing, metrics, logs with OTLP protocol, auto-instrumentation, custom spans for AI pipelines, and Azure Monitor exporter integration.

• operational-excellence
• performance-efficiency

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-01-reviewer

Enterprise RAG reviewer — RAG quality audit, citation accuracy, search config validation, security compliance, OWASP LLM Top 10, and WAF pillar alignment checks.

• security
• responsible-ai

fai-play-01-tuner

Enterprise RAG tuner — config optimization for search quality, token costs, chunking parameters, evaluation thresholds, and model selection economics.

• cost-optimization
• performance-efficiency

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-02-reviewer

AI Landing Zone reviewer — network security audit, private endpoint verification, identity compliance, Azure Policy enforcement, and Bicep infrastructure review.

• security
• responsible-ai

fai-play-02-tuner

AI Landing Zone tuner — network sizing, firewall rule optimization, SKU right-sizing, cost analysis, DR configuration, and production readiness verification.

• cost-optimization
• performance-efficiency

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-03-reviewer

Deterministic Agent reviewer — reproducibility testing, guardrail completeness audit, anti-sycophancy verification, schema validation review, and confidence calibration checks.

• security
• responsible-ai

fai-play-03-tuner

Deterministic Agent tuner — confidence threshold optimization, guardrail severity calibration, evaluation metric tuning, retry config, and A/B testing for determinism quality.

• cost-optimization
• performance-efficiency

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-04-reviewer

Call Center Voice AI reviewer — voice quality audit, pipeline latency review, PII redaction verification, TCPA compliance, and escalation trigger testing.

• security
• responsible-ai