Primitives

cost-typescript

TypeScript cost optimization — streaming responses, semantic cache, token metering, efficient serialization.

• cost-optimization

cpp-waf

C++ coding standards — modern C++20/23, RAII, smart pointers, and safe concurrency patterns.

• security
• performance-efficiency
• reliability

csharp-mcp-development

C#/.NET MCP server development standards — ModelContextProtocol NuGet patterns, [McpServerTool] attributes, dependency injection, IHostedService lifecycle, and Azure Managed Identity integration.

• security
• reliability
• performance-efficiency

csharp-waf

C#/.NET coding standards aligned with Azure WAF pillars — Managed Identity, async patterns, dependency injection, structured logging, Pydantic-like validation with FluentValidation, and production-ready testing with xUnit.

• security
• reliability
• performance-efficiency

dart-flutter-waf

Dart/Flutter coding standards — effective Dart, widget composition, state management, and null safety.

• performance-efficiency
• reliability

dataverse-waf

Dataverse SDK standards — entity operations, metadata, batch requests, and Power Platform integration.

• reliability
• operational-excellence

debian-waf

Debian/Ubuntu administration standards — apt, systemd, UFW firewall, and server hardening.

• reliability
• security

design-patterns-waf

OOP design patterns — interface segregation, composition over inheritance, and SOLID principles.

• reliability
• operational-excellence

deterministic-agent-patterns

Play 03 patterns — Deterministic AI patterns — temperature=0, structured output, grounding, citation, evaluation-driven reliability.

• reliability
• security

deterministic-ai

Determinism standards — temperature=0+seed, structured output, validation pipeline, grounding checks.

• reliability
• responsible-ai

django-waf

Django standards — models, views, URLs, ORM queries, and security middleware patterns.

• security
• reliability

docker-waf

Dockerfile standards — multi-stage builds, non-root user, minimal base images, and security scanning.

• security
• performance-efficiency

document-intelligence-patterns

Play 06 patterns — Document processing patterns — AI Document Intelligence, table extraction, OCR confidence, structured output.

• reliability
• security

dotnet-architecture-waf

.NET architecture standards — DDD, SOLID, clean architecture, CQRS, event sourcing.

• reliability
• operational-excellence

drawio-waf

Draw.io diagram standards — consistent styling, layers, export formats, and architecture diagram patterns.

• operational-excellence

edge-ai-phi4-patterns

Play 19 patterns — Edge AI patterns — Phi-4 optimization, ONNX Runtime, quantization, batch size tuning, device constraints.

• reliability
• security

ef-core-waf

Entity Framework Core standards — migrations, query optimization, eager/lazy loading, concurrency handling.

• performance-efficiency
• reliability

electron-waf

Electron standards — IPC security, preload scripts, context isolation.

• security
• performance-efficiency

enterprise-rag-patterns

Play 01 patterns — RAG-specific patterns — chunking strategy, embedding batch, hybrid search, citation enforcement, hallucination prevention.

• reliability
• security

fastapi-waf

FastAPI standards — Pydantic models, dependency injection, async endpoints, and OpenAPI-first design.

• performance-efficiency
• security
• reliability

fine-tuning-data

Fine-tuning data standards — JSONL format, quality validation, class balance, edge case inclusion.

• reliability
• operational-excellence

fine-tuning-workflow-patterns

Play 13 patterns — Fine-tuning patterns — JSONL data prep, LoRA config, eval metrics, A/B comparison, model versioning.

• reliability
• security

flask-waf

Flask standards — blueprints, app factory, SQLAlchemy, and production configuration patterns.

• security
• reliability

genai-foundations

GenAI foundations coding — token counting, model parameter configuration, inference optimization.

• performance-efficiency
• cost-optimization