Journal 02: Designing the Pipeline Codex Couldn’t
A caching failure revealed that a working AWS deployment was not a release system—and led to a versioned pipeline with simple promotion and rollback.
Personal lab
Thoughts on software, games, and systems. LithyLabs is a place to share projects, experiments, and ideas developed from past work, active learning, and hands-on exploration of AI and software frameworks.
A caching failure revealed that a working AWS deployment was not a release system—and led to a versioned pipeline with simple promotion and rollback.
Introducing Figma into Vibing Risk exposed a third kind of state between server state and screen UI—and led to a new controller layer.
Vibing Risk made AI-assisted development feel possible, but the first real constraint was not code quality. It was the budget.