I was chatting with friends about context compaction and how hard it can be to carry forward important context from past LLM sessions without wasting tokens or repeating yourself.
We kept coming back to the same pain point: you finish a productive session, but when you start a new one, you have no clean way to bring that history along. Claude Code already keeps a full record of every session on your local machine. So why not make that data more accessible and usable?
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Last Wednesday (Sep 10), I had the chance to attend a hackathon at Cursor’s offices - huge thanks to the Cursor team for hosting such a great event! 🙌 The focus was on Cursor CLI and their new Background Agents API.
When I started brainstorming ideas, I came across Eric’s post about running various rules during CI/CD to automate checks and actions. It got me thinking — setting up those rules often involves a lot of repetitive work: crafting similar prompt setups and then defining the actions themselves.
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