Bruce Yu

[Bruce Yu @Bruce_Yuu]

每天都能刷到Yi fan老师的帖子，LayerFS终于发布了。

专为agent设计的底层文件系统，让每个 Agent 拥有独立、可随时丢弃的工作环境，同时共享完整、可回溯的文件修改历史。

大幅度降低了项目的时间、存储、计算、管理成本。

吊打同类型项目

[Yifan Xu @yifanxu_ephai]

LayerFS v1.0.0 is out 🎉 Open-source (MIT)

Recursive filesystem for AI agents.

6 core ideas:

1. Ephemeral computing: agents spend ~80% thinking, so each Bash call mounts a Workspace, then commits
2. Decentralized agents: every agent commits to one Store, no DB server
3. Multiagent coordination: every tool call is a Commit; same-file clashes refused
4. Recursive filesystem: forks copy no files, at any depth
5. Ultra storage: dedup, then compression: 10 copies → 0.31
6. Instant bootstrap: ignored files stay in every Commit. ~5 min install vs 0.05 s mount

And 4 more:

7. Auto checkpoints: fork from any step
8. Append-only objects: content-addressed, never rewritten
9. .lww: lockfiles and caches take the newest edit
10. Big file, small edit: a write keeps only its bytes

Here are our links:

github: https://t.co/hwcUUBzhYw
website: https://t.co/8LInNxyN77

Watch the video below, and have Fun!!!

[Yifan Xu @yifanxu_ephai]

LayerFS v1.0.0 is out 🎉 Open-source (MIT)

Recursive filesystem for AI agents.

6 core ideas:

1. Ephemeral computing: agents spend ~80% thinking, so each Bash call mounts a Workspace, then commits
2. Decentralized agents: every agent commits to one Store, no DB server
3. Multiagent coordination: every tool call is a Commit; same-file clashes refused
4. Recursive filesystem: forks copy no files, at any depth
5. Ultra storage: dedup, then compression: 10 copies → 0.31
6. Instant bootstrap: ignored files stay in every Commit. ~5 min install vs 0.05 s mount

And 4 more:

7. Auto checkpoints: fork from any step
8. Append-only objects: content-addressed, never rewritten
9. .lww: lockfiles and caches take the newest edit
10. Big file, small edit: a write keeps only its bytes

Here are our links:

github: https://t.co/hwcUUBzhYw
website: https://t.co/8LInNxyN77

Watch the video below, and have Fun!!!

[Bruce Yu @Bruce_Yuu]

@yifanxu_ephai Vibe coding让我从刷dy变为刷X

[Bruce Yu @Bruce_Yuu]

@yifanxu_ephai 超级蠢，这几天用吐血了，在项目里面拉一堆屎

[Bruce Yu @Bruce_Yuu]

@vegas_liu 原来是机器人发的，我前两天都想在评论区吐槽了🤣🤣发一堆小故事🤣

[Bruce Yu @Bruce_Yuu]

@owmio39659 52分之一，在followers里面我应该是佼佼者

[Bruce Yu @Bruce_Yuu]

@fkysly 推特傻逼太多了

[Bruce Yu @Bruce_Yuu]

@vegas_liu 买个教训

[Bruce Yu @Bruce_Yuu]

@tianyi

[Bruce Yu @Bruce_Yuu]

@yifanxu_ephai 怎么没把炮轰dsh写进去，当时流量那么大

[Bruce Yu @Bruce_Yuu]

@realchendahuang 跟之前的mcp cli有什么不一样吗

[Bruce Yu @Bruce_Yuu]

@realchendahuang 开规则模式把微信设成直连规则试试呢

[Bruce Yu @Bruce_Yuu]

@yifanxu_ephai 也不轻松哈哈

[Bruce Yu @Bruce_Yuu]

@fkysly 桌面端社区生态一团糟，star量最多的如今也只是套壳不作为，外部贡献和产品建议也视若未闻，崔老师团队应该是意识到桌面端生态这样下去不合适，准备亲自下场做了，反观马老师的插件市场生态做的很棒

[Bruce Yu @Bruce_Yuu]

@dofoolab @grok @Lonely__MH @sfce2025 @Teknium @NousResearch 对，不像grok是跑在云端

[Bruce Yu @Bruce_Yuu]

@xupaopaogm 用Google pay绑定bybit，再去手机浏览器网页充值，刚才亲测有效，而且还是菲律宾区的优惠价

[Bruce Yu @Bruce_Yuu]

@yeee_wang deepseek Harness发布了，能整个一样的吗

[Bruce Yu @Bruce_Yuu]

@GeekCatX 今天发布harness吗

[Bruce Yu @Bruce_Yuu]

@yeee_wang 能不能像codex一样打开文件查看呢

[Bruce Yu @Bruce_Yuu]

@yeee_wang 很棒了，看起来设计非常不错