1. Software Development

Automates full feature development from research to deployment with a single approval gate.

Diagnoses and resolves 3D rendering, performance, and platform-specific issues in React Native mobile applications.

Generates a new Python singleton service adhering to project architecture and coding standards.

Deeply analyzes JavaScript/TypeScript codebases to document architecture, dependencies, and data flow, generating Mermaid diagrams for clarity.

Automates code quality checks for pull requests, removing debug statements, enforcing DRY principles, and identifying React prop drilling issues.

Modifies Searchlite's indexing pipeline for ingest, durability, and segment management, focusing on storage backend operations.

Enforces test-driven development with 80%+ coverage for unit, integration, and E2E tests during feature development and refactoring.

Enhances IMAP polling loop resilience with locks, watchdog mechanisms, and fallback strategies for reliable email processing systems.

Methodically identifies and optimizes performance bottlenecks in Searchlite, targeting indexing speed, query latency, and resource usage without compromising correctness.

Provides TDD workflow and test strategy patterns for software development.

Provides a structured workflow for identifying, reproducing, and resolving bugs in Searchlite through code path analysis and regression test generation.

Provides guidance for writing end-to-end and integration tests for Searchlite via CLI and HTTP interfaces.

Enforces code quality standards including formatting, linting, testing, and performance for Rust projects.

Provides backend development assistance for Skriptoteket's FastAPI monolith, emphasizing architecture, domain-driven design, and testing strategies.

Manages changes to the R2 transfer pipeline with mandatory validations, allowlists, and regression checks for Python, Cloudflare Workers, and PHP components.

Provides patterns for writing and maintaining unit tests in Rust for core behaviors in the Searchlite workspace.

Structured guide for diagnosing Searchlite search system failures across CLI, HTTP, storage, and indexing components during triage.

Debugs Swift applications when Logger/OSLog output is missing, covering unsigned builds, SPM packages, and CLI tool logging during development.

Builds MCP servers on Cloudflare Workers using the MCP Connector pattern for seamless deployment.

Assists in defining Koin dependency injection modules, singletons, and bindings for Kotlin projects.

Enforces code quality standards in TypeScript/React projects via Biome, ESLint, and Husky pre-commit hooks.

Generates clear and structured pull request descriptions to facilitate code review and collaboration in software development projects.

Provides utilities for building UI components, page layouts, and styling with Zenith, Vue 3, and Inertia.js frameworks.

Validates and edits Aurora YAML schemas against Domain-Driven Design best practices, ensuring correct field names, descriptions, types, and module semantics.