Primitives

fai-a2a-expert

Agent-to-Agent (A2A) protocol specialist — Google's agent interop standard, AgentCard discovery, task lifecycle, streaming artifacts, push notifications, and multi-agent communication patterns.

• reliability
• security
• performance-efficiency

fai-accessibility-expert

Accessibility specialist — WCAG 2.2 AA/AAA compliance, ARIA 1.2 patterns, screen reader optimization, keyboard navigation, focus management, and inclusive design for AI chatbots and dashboards.

• responsible-ai
• reliability

fai-ag-ui-expert

AG-UI protocol specialist — Agent-User Interaction standard, event-based rendering, streaming state updates, tool call lifecycle, and frontend integration for AI agent experiences.

• performance-efficiency
• reliability

fai-agentic-retriever

Agentic retrieval specialist — autonomous source selection, iterative refinement with relevance scoring, multi-hop reasoning, query decomposition, and grounded answer synthesis with inline citations.

• reliability
• performance-efficiency

fai-ai-agents-expert

AI agents expert — ReAct loops, tool orchestration, memory tiers, multi-agent topologies (supervisor/pipeline/debate/swarm), agent determinism, and production guardrails for autonomous AI systems.

• reliability
• security
• responsible-ai

fai-ai-infra-expert

AI infrastructure expert — GPU compute sizing (A100/H100), VRAM estimation, model serving (vLLM/TensorRT-LLM/Triton), AKS node pool design, PTU vs PAYG cost modeling, and quantization strategies.

• performance-efficiency
• cost-optimization
• reliability

fai-api-gateway-designer

API gateway architect — Azure APIM patterns, rate limiting, token-based throttling, multi-region load balancing, backend circuit breakers, and cost-aware routing for LLM endpoints.

• cost-optimization
• reliability
• performance-efficiency

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-autogen-expert

Microsoft AutoGen multi-agent framework — ConversableAgent, GroupChat topologies, code execution sandboxing, nested chat orchestration, human-in-the-loop patterns, and AG2 migration.

• reliability
• responsible-ai
• security

fai-azure-ai-search-expert

Azure AI Search specialist — HNSW vector indexes, hybrid keyword+vector retrieval, semantic ranker, integrated vectorization pipelines, custom skillsets, scoring profiles, and RAG optimization for production search experiences.

• performance-efficiency
• reliability
• cost-optimization
• security

fai-azure-aks-expert

Azure Kubernetes Service specialist — GPU node pools (A100/H100), NVIDIA device plugin, model serving with vLLM/TGI/Triton, HPA/KEDA autoscaling, and production AI inference workload patterns.

• performance-efficiency
• reliability
• cost-optimization
• security

fai-azure-apim-expert

Azure API Management specialist — AI Gateway patterns, semantic caching, token metering, multi-backend load balancing, circuit breaker, rate limiting, and FinOps for LLM API layers.

• cost-optimization
• reliability
• performance-efficiency
• security

fai-azure-cdn-expert

Azure Front Door & CDN specialist — global content delivery, WAF policies, caching rules, edge optimization, SSL/TLS management, and Private Link origins for AI application frontends.

• performance-efficiency
• security
• reliability

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-cosmos-db-expert

Azure Cosmos DB specialist — partition key design, DiskANN vector search, multi-region writes, RU optimization, change feed processing, and conversation/session storage for AI agents.

• performance-efficiency
• reliability
• cost-optimization
• security

fai-azure-devops-expert

Azure DevOps specialist — YAML multi-stage pipelines, environment protection rules, artifact feeds, workload identity federation, and AI-specific deployment quality gates.

• operational-excellence
• reliability
• security

fai-azure-event-hubs-expert

Azure Event Hubs specialist — partitioned event streaming, Kafka compatibility, Schema Registry governance, real-time AI inference pipelines, and high-throughput data ingestion.

• performance-efficiency
• reliability
• cost-optimization

fai-azure-functions-expert

Azure Functions specialist — event-driven AI processing, Durable Functions for long-running agent orchestration, timer triggers for batch inference, and cold start optimization.

• 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-azure-networking-expert

Azure networking specialist — hub-spoke VNet design, Private Link for AI services, NSGs, Azure Firewall, DNS private zones, and zero-trust network architecture.

• security
• reliability
• performance-efficiency

fai-azure-service-bus-expert

Azure Service Bus specialist — queues, topics/subscriptions, dead-letter handling, session-based ordered messaging, saga patterns, and agent-to-agent communication for AI workflows.

• reliability
• performance-efficiency
• security

fai-azure-sql-expert

Azure SQL specialist — Hyperscale, serverless auto-pause, native vector search, geo-replication, intelligent performance tuning, and AI integration patterns with embeddings storage.

• performance-efficiency
• reliability
• cost-optimization
• security

fai-azure-storage-expert

Azure Storage specialist — Blob lifecycle tiers, ADLS Gen2 for data lakes, private endpoints, managed identity auth, and document/model artifact storage for AI pipelines.

• security
• cost-optimization
• reliability