Primitives

deterministic-agent

Deterministic AI Agent — finite state machines, rule-based routing, guardrailed tool use.

devops-oncall

DevOps and on-call operations — incident triage, Azure resource diagnostics, KQL query generation, deployment automation.

document-intelligence

Document Intelligence — OCR, form extraction, table recognition.

edge-ai-phi4

Edge AI with Phi-4 — deploy small language models on edge devices, IoT hubs, and local inference servers. Quantization, ONNX optimization.

enterprise-rag

Production-grade Retrieval-Augmented Generation pipeline with Azure AI Search, OpenAI embeddings, Container Apps deployment, and WAF-aligned evalua...

fine-tuning-workflow

Fine-Tuning Workflow — dataset preparation, training job orchestration, evaluation pipelines, model registry.

it-ticket-resolution

IT Ticket Resolution — automated incident classification, knowledge base search, resolution suggestion.

model-serving-aks

Model Serving on AKS — GPU-accelerated inference, autoscaling with KEDA, model versioning, A/B deployment.

multi-agent-service

Multi-Agent Service — orchestrated agent teams with supervisor patterns, tool delegation, shared memory.

multi-agent-swarm

Deploy specialized AI agents that collaborate via supervisor, pipeline, and debate patterns — .

multi-modal-docproc

Multi-Modal Document Processing — combine OCR, vision, speech, and text analysis for complex document workflows. Extract structured data from PDFs.

power-platform

Power Platform AI integration — Power Apps code components, Power BI DAX and modeling, Power Automate flow design, Dataverse SDK patterns.

prompt-management

Prompt Management — version-controlled prompt templates, A/B testing, evaluation pipelines.

fai-langchain-integration

Integrate LangChain with Azure OpenAI, semantic search, RAG chains, memory systems, and production tooling.

• Reliability
• Performance Efficiency
• Cost Optimization
• Operational Excellence

fai-llms-txt-generator

Generate LLMS.txt file from codebase structure to help LLMs understand repository context and conventions.

• Operational Excellence
• Cost Optimization

fai-make-repo-contribution

Guide through creating a complete, production-ready contribution to an open-source repository with testing, documentation, and review readiness.

• Operational Excellence
• Security
• Reliability

fai-mcp-csharp-generator

Scaffold a production-ready C#/.NET MCP server with ModelContextProtocol NuGet, dependency injection, async tools, and Azure Managed Identity.

• Security
• Reliability
• Operational Excellence
• Performance Efficiency

fai-mcp-python-generator

Scaffold a production-ready Python MCP server with FastMCP decorators, async tools, structured outputs, and Azure integration.

• Security
• Reliability
• Performance Efficiency
• Operational Excellence

fai-mcp-python-scaffold

Generate a project skeleton for Python MCP servers with FastMCP, async tools, testing harness, and Docker deployment.

• Security
• Reliability
• Operational Excellence
• Performance Efficiency

fai-mcp-ruby-scaffold

Scaffold a Ruby MCP server using the official SDK with tool handlers, resource capabilities, and error handling.

• Reliability
• Security
• Operational Excellence

fai-mcp-rust-scaffold

Build a high-performance Rust MCP server with async tokio runtime, type-safe tool handlers, and zero-copy serialization.

• Performance Efficiency
• Reliability
• Security
• Cost Optimization

fai-mcp-swift-scaffold

Generate a Swift MCP server for macOS/iOS with type-safe tool definitions, Codable serialization, and native integration.

• Performance Efficiency
• Reliability
• Security

fai-playwright-dotnet-test

Generate C# Playwright tests with page objects, fixtures, visual regression, and parallel test runners.

• Reliability
• Operational Excellence

fai-power-bi-dashboard

Design Power BI dashboards with KPIs, drill-through navigation, real-time streaming, and row-level security.

• Performance Efficiency
• Security
• Operational Excellence