MCP Test Impact Analysis System
A local-first engineering tool that analyzes code changes and predicts likely test impact without requiring external AI infrastructure.
Technical focus: Reduce unnecessary test execution while keeping engineering data local, secure, and operationally simple.
Spec-Driven Engineering Framework
A structured engineering workflow that turns specification artifacts into implementation guidance, architecture alignment, and project consistency.
Technical focus: Create a reproducible path from requirements to delivery without losing technical rigor or documentation quality.
Local LLM Developer Platform
An experimental platform for integrating local LLMs into day-to-day software development without sending sensitive project context to external services.
Technical focus: Balance privacy, speed, and developer experience when bringing AI assistance into real engineering workflows.
Platform, Infrastructure, and Developer Tooling Work
A grouped portfolio area covering backend platforms, cloud-native infrastructure, automation, and developer-facing tooling across enterprise contexts.
Technical focus: Support delivery at scale across backend services, infrastructure layers, and engineering operations.