A 4-layer self-audit system for AI behavioral evolution
Personal framework for one AI assistant — clever but too narrow to generalize.

Yet another AI copilot for VS Code when Cursor, Continue, and GitHub Copilot exist.
Software developers using VS Code
GitHub Copilot · Cursor · Continue
Demo (1 min): https://youtu.be/E7XcQx2j6Do
Would love feedback from developers on this approach.
Personal framework for one AI assistant — clever but too narrow to generalize.
Interactive autofix plus a --ci flag is the practical combo here: run locally to prompt-and-append missing keys, or fail your CI when examples diverge. It’s not reinventing the wheel, but the single-file, zero-config approach and explicit CI mode make it a useful small tool to stop one of those 'works on my machine' headaches—just watch out for secrets and how you auto-append placeholder values.
Copilot skill wrapping Google's writing course, but it's just a prompt config.
Catches fake npm packages and suggests fixes before your build explodes.
Treats hallucination as inevitable, verifies claims instead of suppressing generation.
TypeScript AST contracts feed LLMs correct props; stops AI from hallucinating missing fields.