Self Evolving app: Proposal Generator Claude Code headless Application with skill

Most apps are built once and stay frozen. What if yours got better every time you used it — automatically, without code changes, without retraining a model?

Self-Evolving Apps are web or native applications built on top of Claude Code or Codex — where the AI reasoning layer lives completely outside the app shell, and improves automatically over time.

The app handles the interface, the data, and the user experience. Claude handles the thinking, the matching, the decisions. They communicate through a shared folder — a structured contract that neither side breaks.

Every user correction feeds back as a future example. Every skill update takes effect immediately. The app you ship today is smarter than the one you shipped last week — without a new release.

Видео Self Evolving app: Proposal Generator Claude Code headless Application with skill канала makeitfuture