Primitives

fai-elasticsearch-expert

Elasticsearch specialist — index design, BM25 + kNN hybrid search, vector fields with HNSW, ILM lifecycle, cluster management, and RAG integration patterns.

• performance-efficiency
• reliability
• security

fai-event-driven-expert

Event-driven architecture specialist — Azure Event Grid, Service Bus, Event Hubs selection, event sourcing, CQRS, saga orchestration, and exactly-once processing patterns for AI pipelines.

• reliability
• performance-efficiency
• cost-optimization

fai-go-expert

Go development specialist — idiomatic Go 1.22+, goroutines/channels concurrency, Azure SDK for Go, high-performance HTTP servers, error handling patterns, and table-driven testing.

• performance-efficiency
• reliability
• security

fai-go-mcp-expert

Go MCP server specialist — mcp-go SDK, struct-based tool definitions, context-aware handlers, stdio transport, concurrent tool execution, and Azure service integration.

• performance-efficiency
• reliability

fai-graphql-expert

GraphQL specialist — schema design, resolver patterns, DataLoader N+1 prevention, subscriptions for AI streaming, federation, query complexity limits, and code generation.

• performance-efficiency
• reliability
• security

fai-graphrag-expert

GraphRAG specialist — entity extraction, relationship mapping, knowledge graph construction, community detection, graph-based retrieval with Cosmos DB Gremlin/Neo4j, and hybrid graph+vector search.

• performance-efficiency
• reliability

fai-grpc-expert

gRPC specialist — Protocol Buffers schema design, unary/streaming RPCs, interceptors for auth and tracing, load balancing, health checking, and high-performance AI microservice communication.

• performance-efficiency
• reliability

fai-guidance-expert

Microsoft Guidance specialist — constrained generation, token healing, regex patterns, guaranteed JSON/XML compliance, select/gen/each primitives, and grammar-enforced structured output.

• reliability
• performance-efficiency

fai-htmx-expert

htmx specialist — HTML-over-the-wire, hx-get/hx-post/hx-swap, server-sent events for AI streaming, progressive enhancement, and minimal-JavaScript AI chat interfaces.

• performance-efficiency
• reliability

fai-incident-responder

Incident response specialist — severity classification (P0-P4), triage protocols, automated runbooks, war room coordination, root cause analysis, blameless post-mortems, and AI-specific incident patterns.

• reliability
• operational-excellence

fai-java-expert

Java/Spring Boot specialist — Java 21+ virtual threads, Spring Boot 3.3, Spring AI for LLM integration, reactive streams for SSE, Azure SDK, and enterprise-grade AI application patterns.

• reliability
• security
• operational-excellence

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-kubernetes-expert

Kubernetes specialist — pod scheduling, GPU resource management, network policies, Helm charts, GitOps with Flux/ArgoCD, and production-grade AI workload orchestration on AKS.

• reliability
• performance-efficiency
• security

fai-landing-zone

Azure AI Landing Zone architect — hub-spoke networking, private endpoints for all PaaS, managed identity, GPU quotas, governance policies, and Bicep-based enterprise AI infrastructure.

• security
• reliability
• operational-excellence

fai-langchain-expert

LangChain framework specialist — LCEL expression language, chains, agents with tool use, retrievers, memory, callbacks, LangSmith tracing, and production RAG pipeline patterns.

• reliability
• operational-excellence

fai-llamaindex-expert

LlamaIndex data framework specialist — document loaders, index types (VectorStore/Summary/Knowledge Graph), query engines, response synthesizers, and agent tool integration for RAG.

• performance-efficiency
• reliability

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-mlflow-expert

MLflow specialist — experiment tracking, model registry, metric/artifact logging, Azure ML integration, deployment pipelines, and model lifecycle management.

• 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-openapi-expert

OpenAPI specialist — API-first design, OpenAPI 3.1 spec authoring, code generation, validation middleware, and Copilot plugin API definition for AI applications.

• operational-excellence
• reliability