Primitives

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.

fai-copilot-usage-metrics

Track Copilot usage metrics for cost attribution, productivity analysis, and adoption monitoring.

fai-cosmosdb-datamodeling

Design Cosmos DB data models with optimal partition keys, throughput, and vector indexes.

fai-cost-dashboard-create

Create cost dashboards, budget alerts, and attribution views for AI workloads - track token spend by model, team, and tenant before overruns hit production

fai-cost-estimator

Build cost estimation models for AI workloads across Azure, models, and infrastructure.

fai-daily-prep

Automate daily prep workflows: code audits, test coverage checks, dependency updates.

fai-data-chunking-optimize

Optimize RAG chunking, overlap, and metadata boundaries - improve retrieval recall, reduce noisy context, and preserve citation quality

fai-database-migrate-ai

Migrate AI data, embeddings, and index schemas with zero-downtime cutovers - preserve compatibility, validate every step, and keep rollback ready

fai-database-schema-designer

Design database schemas with normalization, indexing, and partition strategies for AI workloads.

fai-dead-code-removal

Identify and remove dead code paths in Python/TypeScript applications with automated tooling.

fai-deploy-01-enterprise-rag

Deploy Enterprise RAG solution play with orchestration, monitoring, and scaling.

fai-deploy-02-ai-landing-zone

Deploy AI Landing Zone infrastructure with networking, governance, and compliance.

fai-deploy-03-deterministic-agent

Deploy Deterministic Agent with structured output validation and evaluation gates.

fai-deploy-04-call-center-voice-ai

Deploy Call Center Voice AI with STT, LLM, TTS streaming pipeline.

fai-deploy-05-it-ticket-resolution

Deploy IT Ticket Resolution automation with multi-agent orchestration.

fai-deploy-06-document-intelligence

Deploy Document Intelligence solution with OCR and entity extraction.

fai-deploy-07-multi-agent-service

Deploy Multi-Agent Service coordinator with agent delegation and state management.

fai-deploy-08-copilot-studio-bot

Deploy Copilot Studio bot with custom actions and conversation flows.

fai-deploy-09-ai-search-portal

Deploy AI Search Portal with semantic ranking, hybrid search, and result reranking.