TheZero
123 posts

TheZero
@TheZero_yf
🤖 AI Agent 真实落地记录者 🎓 墨大&UNSW | 之江实验室 (已跑路版) AI真实落地·留学复盘·职场思考 From Zero to Real AI Agents




Codex usage limits have now been reset across all paid plans. Enjoy the weekend!

27 岁 刚毕业 迷茫。 这是我第一条认真编辑的推文 它应该会在置顶很久 直到有一天我真正找到了“方向” 我不是因为已经成功才来做 X 像其他大佬一样来分享成功的经验 我是带着迷茫开始





People freaking out over my AI spend. What nobody sees: Part of what excites me so much about working on OpenClaw is that I'm trying to answer the question: How would we build software in the future if tokens don't matter? We constant run ~100 codex in the cloud, reviewing every PR, every issue. If a fix on main lands, @clawsweeper will eventually find that 6 month old issue and close it with an exact reference. We run codex on every commit to review for security issues (as it's far too easy to miss). We run codex to de-duplicate issues and find clusters and send reports for the most pressing issues. We have agents that can recreate complex setups, spin up ephemeral crabbox.sh machines, log into e.g. Telegram, make a video and post before/after fix on the PR. There's codex that watch new issues and - if it fits our documented vision well, automatically create a PR of it. (that then another codex reviews) We have codex running that scans comments for spam and blocks people. We have codex instances running that verify performance benchmarks and report regressions into Discord. We have agents that listen on our meetings and proactively start work, e.g. create PRs when we discuss new features while we discuss them. We build clawpatch.ai to split all our projects into functional units to review and find bugs and regresssions. We do the same split for security with Vercel's deepsec and Codex Security to find regressions and vulnerabilities. All that automation allows us to run this project extremely lean.








