1. Software Development

A stream-first search framework for implementing search features using QueryDSL, multi-source indices, and FlexSearch integration.

Configures, authors, and executes benchmark tests and manual tests for the Vani framework.

Implements Behavior-Driven Development (BDD) tests in TypeScript using Vitest and Effect, covering step definitions, hooks, and context sharing.

Provides SQLite storage patterns for Effect CLI, including schema migrations, repository patterns, and transactional operations.

Enforces Java 25 code style conventions for crypto-scout-test, covering naming, imports, error handling, and testing patterns.

Provides custom React hook patterns for composition, debugging, and state management using atom subscriptions and registry patterns.

Provides a comprehensive code review checklist covering security, performance, defensive programming, and testing anti-patterns to ensure high-quality code before merging.

Enforces standardized file organization, barrel exports, naming patterns, and comments for TMNL codebase consistency.

Generates new AI agent skills for Angular applications following Angular Agent Skills specifications, including code implementation and documentation.

Prioritizes post-PR follow-up tasks and details key action points for each code review iteration.

Enables layered configuration for Effect CLI using Context.Tag and Config, handling environment variables, config files, and command-line overrides.

Provides a hypothesis-driven debugging methodology using progressive isolation and H1-H4 tagging for systematic TMNL issue resolution.

Analyzes code complexity and hotspots to refactor code, improve quality, and reduce risk in high-impact areas.

Helps developers locate canonical sources, test examples, and human-authored documentation within Effect, effect-atom, and website submodules.

AI-driven coding assistance and automation tool for software development tasks via Mistral Vibe CLI.

Provides verified pattern research for Effect-TS library, querying official repositories to ensure grounded implementation guidance.

Automates git commit process by generating Conventional Commits messages and staging changes from current repository diff.

Identifies bugs, security vulnerabilities, and code quality issues in .NET/C# local branch changes using CLI-based diagnosis.

Integrates Effect services with React via Atom-as-State doctrine for state management and result handling.

Provides Java 25 test library utilities for crypto-scout-test, including MockData generation, PodmanCompose container orchestration, and RabbitMQ integration.

Implements DataGolf API endpoints in Forecaddie using standardized patterns, Zod schemas, and robust error handling for timeouts, retries, and rate limits.

Provides robust error handling and recovery mechanisms for the spikectl command-line interface, enhancing reliability and user experience.

Provides clean code standards to minimize technical debt and enhance code maintainability and readability.

Provides React state management patterns using registries (singleton, atom, command) and compares registry subscription with useAtomValue.