lihua chen

Astrbot高级维护工程师
Astr生态首席研究人员
宇宙机器人碧阳科技

[lihua chen @molamaker11]

k3.1启动

[lihua chen @molamaker11]

@Khazix0918 所以我现在的开发一直强调去ai化，ai已经连续抢占了我思考的过程。现在结果导向都是ai来做，而思考的过程我自己小心翼翼的珍藏，两条线去并行，这很好

[lihua chen @molamaker11]

@jiangguochao666 @yetone free是免费鸡蛋，靠ip刷额度 windows看你处理器是啥了

[lihua chen @molamaker11]

@yetone

[lihua chen @molamaker11]

@yetone @zwaydot 给 magpie 写了个社区插件 magpie-layerfs：每个 agent 一个 LayerFS 工作区，fork 零拷贝、checkpoint 去重存储、publish 回 main 成为新的 Layer，还带一个按各 agent 颜色回放工作轨迹的页面。PR 在这里：https://t.co/fvnF7qaIXN ，欢迎拍砖。

[lihua chen @molamaker11]

I gave every agent in Magpie a LayerFS worktree 🌿

magpie-layerfs: 8 tools (provision / fork / checkpoint / publish / exec …) plus a trajectory page that replays each agent's checkpoints in that agent's own colour. Forks copy 0 bytes; checkpoints dedup into one store; publishes land on main as new Layers.

Native backend verified against the real LayerFS engine. PR open to magpie-community/plugins.
https://t.co/VVmOvXTcKV

[lihua chen @molamaker11]

🚀 CAD2GIS — DWG/DXF → GIS for AI agents — is now on the official MCP Registry & Glama.

Evidence-first conversion: entity census, semantic mapping, geometry/topology validation, QGIS delivery. Open source, Apache-2.0.

https://t.co/8HufHAXKSf

[lihua chen @molamaker11]

@Ion_Mio_ 粉蓝配色特别适合情侣衫

[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!!!

[lihua chen @molamaker11]

我去magpie真的是神了

[lihua chen @molamaker11]

@thsottiaux whereis reset

[lihua chen @molamaker11]

@deepseek_ai @DeepSeekHarness never gonna give u up

[lihua chen @molamaker11]

@Ion_Mio_ @yifanxu_ephai 呃啊一直被斩杀

[lihua chen @molamaker11]

@FuSheng_0306 老师老师有没有机会

[lihua chen @molamaker11]

@suyang_233 @dog51781636 这是真的

[lihua chen @molamaker11]

@snwiki238337 makamaka

[lihua chen @molamaker11]

@R3YYY_evio 卧槽牛比

[lihua chen @molamaker11]

快来看看你的个人 AI 智能体 Muse 。在加入后的 48 小时内通过“设置”兑现我的邀请码，我们就能分别获得 10 亿个 Muse 词元。

邀请码：1YASE9
https://t.co/JK4mKeUw6L