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Have Antigravity review prompts update themselves when your codebase changes

A developer built a self-improving workflow for Antigravity 2.0 that automatically updates AI review prompts based on the actual codebase, eliminating stale checklists. The system uses meta-prompts to scan configuration files like package.json and generate hyper-specific review prompts from scratch each time. The project is available on GitHub and can be deployed on any project in about 10 minutes.

read1 min publishedMay 30, 2026

I built a self-improving and healing workflow for Antigravity 2.0 where your AI review prompts update themselves based on your actual codebase. No more stale checklists that still reference packages you removed months ago.

The core idea: meta-prompts β€” instructions that tell the AI to scan your package.json, GEMINI.md, skills, and MCP config, then generate hyper-specific review prompts from scratch. Every time.

What's in the repo:

🧠 Self-optimizing prompts for code review, spring cleaning, and architecture review

πŸ”„ Dual-model implementation review (Gemini drafts the plan, Claude stress-tests it)

πŸ› οΈ Modular .skills/ the AI loads on-demand instead of bloating every conversation

πŸ“Š Timestamped review reports with retention policies β€” resolved issues stay resolved

πŸ“± A script that consolidates all your docs into a single .md for Gemini Gem so you can query your repo from your phone with Gemini.

GitHub: antigravity-self-evolving-reviews The README has a TLDR β€” you can be running self-evolving reviews on your own project in about 10 minutes. Download, unzip into your workspace, run /run-meta-prompts, then run /spring-cleaning or /code-review. That's it.

If you try it, I'd really like to know: does /run-meta-prompts generate prompts that actually match your stack and produce meaningfull code-review, spring-cleaning, ... or does it miss things? That's the part I'm least sure about on projects different from mine.

Feedback, suggestions, and PRs welcome!

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