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

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

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

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

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

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

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

kotlin-mcp-development

Kotlin MCP server development — coroutines, data classes, Ktor, and Gradle patterns.

• performance-efficiency
• reliability

kotlin-waf

Kotlin coding standards — coroutines, data classes, null safety, extension functions, and Gradle build patterns.

• performance-efficiency
• reliability

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