Show HN: Verification of Human Understanding of LLM-Generated Work

Category: devtools

Tags: developer-accountability, code-review, llm-verification

Score: 7.3/10 (Innovation: 7, Technical: 7, Documentation: 8, Utility: 7)

Ninchi is an open-source developer accountability tool that integrates with GitHub to verify human understanding of LLM-generated code in pull requests. It analyzes diffs, generates comprehension questions, and grades answers, offering multiple enforcement modes to ensure developers remain responsible for AI-assisted contributions. Its innovative combination of LLM-driven verification with CI/CD workflows addresses a growing need in AI-augmented software development.

Target audience: backend devs, devops

Repository: https://github.com/jbethune777/ninchi · Python · MIT · 1 stars

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