Deconstruct complex tasks into composable CLIs, pipelines, and local microservices.
Build sandboxed workflows using local models (Ollama, Qwen) and structured caching.
Prioritize local data ownership and storage, rejecting over-dependence on proprietary cloud backends.
Prefers single-instance Docker and SSH/CLI remote management, rejecting bloated cluster abstractions.
Insists on reproducible runtimes and automated build pipelines, using scripts and CI/CD to eliminate manual steps.
AI Coding Agent CLI
An AI Coding Agent CLI built with Go + TypeScript + React/Ink. The goal is not to bind to a single model provider, but to build an Agent Runtime that can freely integrate different model suppliers for real software engineering work.
ENGINEERING PHILOSOPHY & DESIGN PATTERNS