Primitives

fai-build-test-harness

Build comprehensive test harnesses for LLM applications covering deterministic and non-deterministic flows.

fai-build-tokenizer

Implement custom tokenizers for domain-specific AI models optimizing vocabulary size and encoding efficiency.

fai-build-unit-test

Write effective unit tests for AI functions covering happy path, edge cases, and error handling.

fai-build-vector-store

Provision vector stores (Cosmos DB, Pinecone, Weaviate) with scaling, indexing, and retrieval optimization.

fai-canary-deploy-ai

Implement canary deployment for AI model updates with traffic splitting and rollback on quality drop.

fai-changelog-generator

Generate automated changelogs from commit messages and PRs with structured formatting.

fai-circuit-breaker-add

Add circuit breaker pattern for Azure OpenAI calls with exponential backoff and fallback behavior.

fai-cloud-design-patterns

Apply cloud design patterns (bulkhead, retry, circuit breaker, CQRS) for AI workloads.

fai-code-smell-detector

Analyze Python/TypeScript code for smell patterns and suggest refactoring opportunities.

fai-codeql-setup

Configure CodeQL for security scanning of ML/AI code against OWASP LLM Top 10.

fai-comment-tutorial

Auto-generate code tutorials from comments and docstrings with executable examples.

fai-compliance-audit-run

Run a compliance audit against HIPAA, FedRAMP, SOC 2, and EU AI Act requirements for AI systems.

fai-component-docs

Generate component documentation from code annotations and type signatures.

fai-containerize-aspnet

Containerize ASP.NET Core AI APIs with Dockerfile multi-stage builds and health checks.

fai-containerize-aspnet-framework

Containerize legacy ASP.NET Framework apps for cloud deployment.

fai-content-safety-configure

Configure Azure Content Safety thresholds, blocklists, and prompt shields for AI apps - block unsafe inputs, detect jailbreaks, and monitor moderation drift

fai-content-safety-review

Review AI-generated content against safety policies and compliance requirements.

fai-context-map

Visualize architecture context maps showing bounded domains and integration points.

fai-contextual-rag

Implement contextual RAG with dynamic prompt augmentation based on user context and conversation history.

fai-conventional-commit

Enforce conventional commits for automated changelog, versioning, and release notes generation.

fai-copilot-cli-quickstart

Set up GitHub Copilot CLI for code generation, explanation, and commit message assistance.

fai-copilot-instructions-generator

Generate custom Copilot instructions for domain-specific coding patterns and conventions.

fai-copilot-sdk-integration

Integrate Copilot SDK into applications for AI-assisted features and chat capabilities.

fai-copilot-spaces-setup

Configure Copilot Spaces for team-based collaborative AI development environments.