-This isn't another "10x your productivity" pitch. I [tend to be pretty measured when it comes to interfacing with the ai hype machine](https://hlyr.dev/12fa). But we've stumbled into workflows that leave me with considerable optimism for what's possible. We've gotten claude code to handle 300k LOC Rust codebases, ship a week's worth of work in a day, and maintain code quality that passes expert review. The key is something we call "frequent intentional compaction" - deliberately structuring how you feed context to the AI throughout the development process.
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