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The tweet argues that AI language tutors should shift from chatbots to agents that focus on practical language usage through testing, akin to continuous integration in software development.
Cursor's team of AI agents reconstructed SQLite from its manual into Rust, passing all tests, with costs varying 15x based on model mix.
PrajwalTomar shares a 4-loop setup for Claude Code that enforces test suite execution on every change, prevents marking work done while tests fail, uses a separate model to confirm completion, and writes repeated mistakes to a rules file.
The author explains switching to a Markdown-based test suite for EndBASIC's compiler and VM, motivated by making the tests serve as canonical documentation for LLMs to learn the language's idiosyncrasies.
ReactOS celebrates 30 years as an open-source Windows-compatible operating system, with recent updates including test suite improvements, WDDM investigation, and new developer hiring.