Forgejo stores issues, pull requests, users, permissions, webhooks, branch protection rules, and CI status in Postgres already, and git repositories are the one thing left on the filesystem, forcing every deployment to coordinate backups between them, and the two systems scale and fail in different ways. The codebase already shows the strain: Forgejo mirrors branch metadata from git into its own database tables (models/git/branch.go) so it can query branches without shelling out to git every time.
Robotics company Intrinsic has announced it will be folding into Google as the company bets on the future of physical AI in manufacturing. The company focuses on software tools to make robots more affordable and easier to use, as well as using adaptive intelligence to help the robots perform real-world tasks.
。旺商聊官方下载对此有专业解读
也是在这样的春节里，我第一次听闻亲戚们对我有意见。
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The main lesson I learnt from working on these projects is that agents work best when you have approximate knowledge of many things with enough domain expertise to know what should and should not work. Opus 4.5 is good enough to let me finally do side projects where I know precisely what I want but not necessarily how to implement it. These specific projects aren’t the Next Big Thing™ that justifies the existence of an industry taking billions of dollars in venture capital, but they make my life better and since they are open-sourced, hopefully they make someone else’s life better. However, I still wanted to push agents to do more impactful things in an area that might be more worth it.