Primitives

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

github-actions-waf

GitHub Actions CI/CD standards — SHA-pinned actions, minimal permissions, secrets handling, and reusable workflows.

• security
• operational-excellence

go-mcp-development

Go MCP server development — go-sdk/mcp, struct-based I/O, context handling.

• performance-efficiency
• reliability

go-waf

Go coding standards — idiomatic Go, return early, error handling, goroutines, and minimal dependency patterns.

• reliability
• performance-efficiency

gpu-infrastructure

GPU infrastructure standards — VRAM sizing, quantization selection, serving framework config, scaling rules.

• performance-efficiency
• cost-optimization

graphql-waf

GraphQL standards — schema design, resolvers, DataLoader, error handling.

• reliability
• performance-efficiency

grpc-waf

gRPC standards — protobuf design, streaming, error codes, health checking.

• performance-efficiency
• reliability

html-css-waf

HTML/CSS standards — semantic HTML, accessibility, 60-30-10 color rule, and responsive design.

• responsible-ai
• performance-efficiency