1. Software Development

Validates Vulkan extension implementation and support within the lavatube framework for correctness and compatibility.

Automates code quality checks before committing, ensuring test coverage, simplicity, and correctness.

Refactors code for clarity, consistency, and maintainability, prioritizing recently modified segments by default.

Reviews code changes against Ousterhout's software design principles to assess complexity before PR creation.

Reviews test coverage and strategy for recent code changes to ensure thorough testing before PR creation.

Analyzes codebase testing strategy, evaluates all test types, and identifies coverage gaps to improve software quality.

Applies John Ousterhout's principles to evaluate code complexity and guide architecture decisions in code reviews.

Creates new project structures using predefined fullstack or Rust boilerplates, accelerating initial codebase setup.

Analyzes code architecture for complexity and technical debt using Ousterhout's principles for architecture reviews.

Translates Figma design files into pixel-perfect frontend code, ensuring exact visual and functional alignment with design specifications.

Executes software implementation plans task-by-task with TDD and continuous quality checks for reliable code delivery.

Automates atomic commits and pushes with intelligent change grouping, enhancing version control efficiency for developers.

Assists in creating test plans, executing test suites, and fixing failing tests using frameworks like Jest and Cypress.

Applies Arc's coding conventions by copying rule files to the .ruler/ directory, ensuring project compliance with established standards.

Guides collaborative design of software features and architecture through expert review and validated thinking before implementation.

Provides expert review of software plans and architectural decisions using parallel agent-based Socratic questioning to validate before implementation.

Automates pre-review checks including linting, typechecking, testing, and additional review passes to ensure code quality before human review or PR submission.

Enables rapid implementation of small-to-medium features using TDD and verification, avoiding formal planning.

Generates detailed implementation plans with file paths, test code, and TDD cycles for software development tasks.

Enables version control operations using the Jujutsu (jj) system, automatically detected in repositories with a .jj directory or when explicitly mentioned.

Performs comprehensive code reviews for quality, security, and performance, delivering actionable improvement reports.

Guides development of MCP (Model Context Protocol) servers for LLM tool integration and AI agent interaction with external services.

Provides development guidelines and best practices for building modern web applications with Python FastAPI, covering architecture, coding standards, async programming, testing, and deployment.

Provides enterprise-grade Java Spring Boot development guidelines covering architecture, coding standards, security, and performance optimization.