Audit your agent and LLM application across a 12-layer stack for wrapper regression and memory issues.

Design and optimize AI agent action spaces, tool definitions, and observation formatting.

Apply Clean Architecture patterns, module structures, and data layer guidelines to Android and KMP projects.

Kotlin and Android development guidelines covering clean architecture, MVI, and Material Design.

Design stable and misuse-resistant APIs, module boundaries, and type contracts.

Capture structural technical decisions and trade-offs into structured architecture decision records.

Design high-level system architecture, create architecture diagrams, and write structured ADRs.

Implement scalable backend architecture patterns, database optimization, and API design best practices.

Map, analyze, and redesign the systems, services, and data flows behind product experiences.

Implement Clean Architecture patterns in Flutter and Go applications with strict layer separation.

Design deep modules with a shared vocabulary, small interfaces, and clean code seams.

Analyze unfamiliar codebases to generate a structured onboarding guide and architecture map.

Build production-grade Django apps and DRF APIs using proven architecture and ORM patterns.

Guide your project's technical documentation, architecture decision records, inline comments, and API schemas.

Guide domain structure decisions for multiple products or brands, choosing between subfolders, subdomains, and independent domains.

Sharpen project terminology and design decisions by actively maintaining glossaries and architectural records.

Develop mobile apps with expert Flutter and Dart guidance on architecture and state management.

Build security-focused full-stack web applications with layered security across frontend, backend, and database.

Get expert guidance for game development with C#/Unity, Lua scripting, and scalable architecture.

Best practices, patterns, and code guidelines for developing and structuring GameMaker Language games.

Apply software development best practices covering code quality, testing, security, and performance.

Apply idiomatic Go patterns, concurrency models, error handling, and testing strategies to your code.

Design GraphQL schemas, implement Apollo Federation, and build optimized resolvers with DataLoader.

Design and refactor Ports & Adapters systems with clean domain boundaries and testable use cases.