Primitives

edge-ai-phi4-patterns

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

• reliability
• security

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-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

it-ticket-resolution-patterns

Play 05 patterns — IT ticket patterns — intent classification, knowledge base search, automated resolution, escalation rules.

• reliability
• security

java-mcp-development

Java MCP server development — official SDK, reactive streams, Spring Boot integration.

• reliability
• security

java-waf

Java coding standards — constructor injection, immutable objects, streams API, JUnit 5, and Spring Boot patterns.

• reliability
• security
• operational-excellence

kubernetes-waf

Kubernetes standards — pod security, resource limits, health probes, and production deployment patterns.

• security
• reliability
• performance-efficiency

laravel-waf

Laravel standards — Eloquent, Blade, Artisan, queue workers, and security.

• reliability
• security

mcp-integration-patterns

MCP integration patterns — tool description quality, parameter design, error handling, transport selection.

• reliability
• security

model-serving-aks-patterns

Play 12 patterns — Model serving patterns — vLLM config, GPU scheduling, health probes, autoscaling, quantization selection.

• reliability
• security

multi-agent-service-patterns

Play 07 patterns — Multi-agent patterns — supervisor routing, turn limits, token budgets, cross-agent context passing.

• reliability
• security

multi-agent-swarm-patterns

Play 22 patterns — Swarm patterns — supervisor delegation, specialist budgets, turn management, result synthesis.

• reliability
• security

multi-modal-docproc-patterns

Play 15 patterns — Multi-modal patterns — GPT-4o Vision, image+text pipelines, PDF rendering, chart interpretation.

• reliability
• security

nestjs-waf

NestJS standards — DI, decorators, modular architecture, Pipes validation, and TypeORM patterns.

• reliability
• security

nextjs-waf

Next.js 16 App Router standards — Server Components by default, streaming with Suspense, Turbopack, Tailwind v4, static export for FAI.dev, and production optimization patterns.

• performance-efficiency
• security
• reliability

php-mcp-development

PHP MCP server development — attributes, typed properties, Composer.

• reliability
• security

php-waf

PHP coding standards — typed properties, attributes, PSR-12, Composer, and modern PHP 8.3+ patterns.

• security
• reliability

power-apps-model-driven-waf

Power Apps Model-driven standards — forms, views, business rules, Dataverse security.

• reliability
• security

power-platform-connector-waf

Custom connector standards — OpenAPI definition, auth configuration, throttling, testing.

• security
• reliability

prompt-management-patterns

Play 18 patterns — Prompt management patterns — version control, A/B testing, template variables, prompt libraries.

• reliability
• security

pydantic-waf

Pydantic standards — model design, validation, serialization, settings management, custom validators.

• reliability
• security

python-mcp-development

Python MCP server development standards — FastMCP patterns, @mcp.tool() decorators, Pydantic parameter types, async handlers, resource definitions, and production deployment with uv and Docker.

• security
• reliability
• performance-efficiency