Show HN: Shikhu – Understand the code your agents write (github.com)

Shikhu, a newly announced command-line tool, enhances the learning process for developers working with AI-generated code. It allows users to study their codebases by generating quizzes tailored to their understanding and tracking their knowledge over time. The tool utilizes the Inception API for question generation and features a companion skill, /shikhu-study, which guides users through challenging files while logging conceptual questions for future quizzes. This unique approach transforms conventional learning into a version akin to "test coverage" for your brain, ensuring that users comprehensively understand their code. The significance of Shikhu lies in its ability to foster deeper knowledge retention among developers, especially as they increasingly rely on AI-generated code. The tool offers a structured feedback loop, where correctly answered questions become 'golden questions,' contributing to a measure of knowledge coverage for each file. This dynamic learning process not only helps maintain accuracy as code evolves (identifying stale questions) but also directly addresses individual learning gaps, making it a critical asset for both novice and experienced programmers.