ShikangS

Indie builder.
Building , a native A2A plugin for AgentOS (Hermes｜Openclaw)
Ex- AI PM @lenovo @meituan @DiDiGlobal @Baidu_Inc

[ShikangS @SShikang]

关于Jev会如何改变“agent围绕着kv cach设计”的问题，Diogo的回答非常有启发性

总结一下：
1. 现代的harness，很大一部分解决的是上下文限制和KV cach问题
2. 上下文来自于过往的各种历史query，tool调用和结果等
3. jev并不是要二元判断这些tool调用有没有意义，要不要删掉，因为这样上下文依然是会积累
4. 比较建议的做法是构建一个按照任务、主题和子任务组织的层级树，这样查询复杂度会从O(n)降低到O(logn)
5. 这样会很大程度改变现在的harness设计，是否可以把整个项目历史都完整保留并加载呢？
6.（潜台词）Jev适合做这个树的实时生成和查询

[Diogo Almeida @CompleteSkeptic]

here is my extremely naive take:

I think that simple binary checks on the messages will be hard to make work (even if you are 100x cheaper, if you do a linear amount of work it will add up)

but if we designed the history hierarchically (imagine each task has a nested set of labels of the current task), I think doing a tree search on context could be 🔥

when context becomes a log(n) search, all of a sudden a new explosion of possibilities comes up (e.g. why not include your history in every coding agent context? why not include the context of coding agents working in parallel? of subagents?)

[ShikangS @SShikang]

full of inspiration

[Diogo Almeida @CompleteSkeptic]

here is my extremely naive take:

I think that simple binary checks on the messages will be hard to make work (even if you are 100x cheaper, if you do a linear amount of work it will add up)

but if we designed the history hierarchically (imagine each task has a nested set of labels of the current task), I think doing a tree search on context could be 🔥

when context becomes a log(n) search, all of a sudden a new explosion of possibilities comes up (e.g. why not include your history in every coding agent context? why not include the context of coding agents working in parallel? of subagents?)

[ShikangS @SShikang]

@Khazix0918 emm 怎么还不如Qwen 3.7 flash , 是不是任务的输入输出太短拉不开差距

[ShikangS @SShikang]

@jakevin7 20x pro忘记续费，然后发现买不了，感觉天塌了

[ShikangS @SShikang]

@Sduby22 @coolish 是的，看到把中和删了，我绷不住了

[ShikangS @SShikang]

@jakevin7 学习了

[ShikangS @SShikang]

@kevin_t_ngo vibe coding version of https://t.co/TbIYhqhCm6 ?
impressive

[ShikangS @SShikang]

@xdanger 对，fctix之类的都远差于国内豆包、微信、搜狗之类的输入法体验，而且语音输入更是没有好的方案。

[ShikangS @SShikang]

@CockroachDB ？

[ShikangS @SShikang]

@imwsl90 小声区区也是可以的呀，完全不影响别人

[ShikangS @SShikang]

@fankaishuoai 每有一个新技术发布，就有一大坨新软件机会，只不过你看不到而已。

我说的不是gpt时刻这种行业级别的变革，而是一些非常小的点。

比如模型又强化了一点点在svg ,3d, computer use上的能力，这一点点提升就足够撕开一个大的机会窗口，替代一堆传统软件

[ShikangS @SShikang]

@dhh Another compelling reason to switch from Fedora to Omarchy.

[ShikangS @SShikang]

@thsottiaux I just used a banked reset.
Really scared to see you here, Tibo.

[ShikangS @SShikang]

@Xian0063 @CuiMao @DarioAmodei ber, 双厨狂喜了属于是

[ShikangS @SShikang]

@PandaTalk8 indie builder , indie hacker
已经很久了，一直就是一个职业

[ShikangS @SShikang]

@istdrc @botiverse 期待

[ShikangS @SShikang]

@quanruzhuoxiu @dingyi 大佬，我去年一直在研究midscene, 可惜现在browser use替代太多了。

不过话说回来，你不是字节员工么，哈哈不怕隔壁团队找你

[ShikangS @SShikang]

@chunxiangai 哎，不听劝。

[ShikangS @SShikang]

@quanruzhuoxiu 啊？ Linux语音输入折磨我很久，你这可以的