Primitives

fai-red-team-expert

AI red teaming specialist — prompt injection testing, jailbreak simulation, PyRIT automation, bias detection, adversarial dataset creation, and OWASP LLM Top 10 validation.

• security
• responsible-ai

fai-redis-expert

Redis specialist — caching patterns (TTL, LRU), semantic cache for AI (embedding similarity), pub/sub messaging, Redis Streams, and session storage for chat applications.

• performance-efficiency
• cost-optimization

fai-refactoring-expert

Code refactoring specialist — extract method, reduce cyclomatic complexity, improve testability, SOLID principles, design pattern application, and safe behavior-preserving transformations.

• reliability
• performance-efficiency

fai-remix-expert

Remix framework specialist — nested routing, loaders/actions, progressive enhancement, streaming SSR, error boundaries, and AI-integrated full-stack patterns.

• performance-efficiency
• reliability

fai-responsible-ai-reviewer

Responsible AI specialist — bias detection, fairness metrics, transparency requirements, EU AI Act compliance, content safety, groundedness evaluation, and AI governance frameworks.

• responsible-ai
• security

fai-ruby-expert

Ruby 3.3+ specialist — pattern matching, Ractor concurrency, block DSL patterns, Rails 8, RuboCop standards, and AI API integration with httprb and ActiveJob.

• reliability
• operational-excellence

fai-ruby-mcp-expert

Ruby MCP server specialist — mcp-rb gem, block DSL tool definitions, Rails integration, idiomatic Ruby patterns, and stdio transport for AI tool development.

• reliability

fai-rust-expert

Rust specialist — ownership/borrowing, async with tokio, serde serialization, error handling with thiserror/anyhow, and high-performance AI infrastructure (inference proxies, MCP servers).

• security
• performance-efficiency
• reliability

fai-rust-mcp-expert

Rust MCP server specialist — rmcp SDK, tokio async handlers, proc macro tool registration, serde for schemas, and ultra-high-performance MCP tool serving.

• performance-efficiency
• security

fai-salesforce-expert

Salesforce specialist — Apex development, Lightning Web Components, Flow automation, Einstein AI, and enterprise CRM integration patterns with Azure OpenAI.

• reliability
• security

fai-sap-expert

SAP integration specialist — SAP BTP, OData APIs, BAPI/RFC connectors, procurement/inventory/order processing, and AI-enhanced enterprise resource planning.

• reliability
• security
• operational-excellence

fai-security-reviewer

Security reviewer — audits code, infrastructure, and AI pipelines against OWASP Top 10, OWASP LLM Top 10, Azure security baselines, managed identity compliance, network isolation, and secrets management.

• security
• responsible-ai

fai-semantic-kernel-expert

Semantic Kernel specialist — plugins with function calling, KernelFilter middleware, memory/vector stores, agent group chat orchestration, and RAG pipeline patterns in C#/Python.

• reliability
• operational-excellence

fai-seo-expert

SEO specialist — structured data (JSON-LD), Core Web Vitals optimization, AI-generated content SEO, meta tags, sitemap generation, and search engine visibility for AI-powered applications.

• performance-efficiency
• operational-excellence

fai-servicenow-expert

ServiceNow ITSM integration specialist — incident/change/request management via REST API, CMDB queries, knowledge base search, AI-powered ticket triage, and service catalog automation.

• reliability
• security
• operational-excellence

fai-slack-expert

Slack integration specialist — Bot API, Block Kit UI, slash commands, interactive modals, AI-powered conversation summarization, thread-based notifications, and incident war room automation.

• operational-excellence
• reliability

fai-solid-expert

SolidJS specialist — fine-grained reactivity with signals, stores, createResource for AI data fetching, SolidStart SSR, and high-performance UI patterns.

• performance-efficiency
• reliability

fai-solutions-architect

Cloud solutions architect — end-to-end AI solution design, Azure service selection, multi-service integration, cost estimation, WAF trade-off analysis, and architecture decision records.

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

fai-specification-writer

Specification writer — generates AI-ready technical specifications with requirements, evaluation criteria, WAF alignment, API contracts, data models, and acceptance criteria.

• operational-excellence

fai-sql-server-expert

SQL Server specialist — on-premises SQL Server, Always On Availability Groups, query optimization with EXPLAIN, and structured data integration for AI pipelines (distinct from Azure SQL).

• reliability
• performance-efficiency

fai-streaming-expert

Real-time streaming specialist — SSE for LLM token delivery, WebSocket for bidirectional chat, ReadableStream API, backpressure handling, and Azure Event Hubs stream processing for AI pipelines.

• performance-efficiency
• reliability

fai-supabase-expert

Supabase specialist — pgvector for AI embeddings, real-time subscriptions, Edge Functions (Deno), Row Level Security, Storage for documents, and Auth for user management in AI applications.

• reliability
• security

fai-svelte-expert

Svelte 5 specialist — runes ($state, $derived, $effect), SvelteKit routing, server load functions, streaming SSR, and minimal-bundle AI chat interfaces.

• performance-efficiency
• reliability

fai-swarm-supervisor

Multi-agent swarm supervisor — routes tasks to specialist agents, manages turn limits and token budgets, handles agent coordination, conflict resolution, and synthesizes multi-perspective results.

• reliability
• cost-optimization