Koike

AI Developer｜Data Engineer
Kumo ADE: Agent: of WiseriaAI
做点有意义的

[Koike @koikedev]

Introducing Kumo ADE, a workbench for agent collaboration and automation.

I was running Claude Code in one terminal and Codex in another, pasting output back and forth between them. So I built the tool I wanted:

→ Bring the agent CLIs you already use: Claude, Codex, Cursor, Gemini, Copilot and 10 more. Keys, models and MCP servers stay with each one.
→ @ an agent to hand it work. Its reply comes back to your thread.
→ Chain agents into Agentflows. A reviewer sends work back until it passes, and one flow takes a new issue all the way to an open PR.
→ Every task gets its own git worktree, so agents never touch each other's files.
→ Pair your phone once and keep going from the couch.

macOS · Apple Silicon
https://t.co/PKCqMjG4JU

[Koike @koikedev]

@HiTw93 对话能清理，不过token用量那些元数据是不是可以保留？可能某些三方的统计工具会用

[Koike @koikedev]

@realchendahuang 《褒贬不一》

[Koike @koikedev]

@huangjinbo 推荐Kumo，专门为并行和多Agent的场景开发的ADE，支持Agent自动化，以及多端remote control，密集迭代中，每周都有新feature。https://t.co/HXwD6PRJ24

[Koike @koikedev]

Introducing Kumo ADE, a workbench for agent collaboration and automation.

I was running Claude Code in one terminal and Codex in another, pasting output back and forth between them. So I built the tool I wanted:

→ Bring the agent CLIs you already use: Claude, Codex, Cursor, Gemini, Copilot and 10 more. Keys, models and MCP servers stay with each one.
→ @ an agent to hand it work. Its reply comes back to your thread.
→ Chain agents into Agentflows. A reviewer sends work back until it passes, and one flow takes a new issue all the way to an open PR.
→ Every task gets its own git worktree, so agents never touch each other's files.
→ Pair your phone once and keep going from the couch.

macOS · Apple Silicon
https://t.co/PKCqMjG4JU

[Koike @koikedev]

@stretchcloud 为什么是竞速而不是互补🤔竞速的token代价高了n倍，但是成果最终只会选一份

[Koike @koikedev]

共享上下文和任务队列很重要，我在产品里目前也就只实现了任务队列和消息总线，解决了Agen协作的管线问题，下一个要解决的就是这个共享上下文问题。

[Rohan Paul @rohanpaul_ai]

A new Stanford paper just proved that decentralized multi-agent systems can beat Claude Code and Codex on complex coding tasks, running up to 2.49× faster!

DeLM tackles a key bottleneck in multi-agent systems: time wasted repeating work and waiting on other agents.

DeLM replaces the central coordinating agent with a shared context and task queue. Agents pick up tasks independently, share discoveries as they happen, and build on each other’s progress. When one agent finds a solution or hits a dead end, the others can use that information immediately.

DeLM beats state-of-the-art in both speed and accuracy on long-horizon tasks from Terminal-Bench 4.0, DeepSWE v1.1, and ProgramBench:

- Up to 2.49× faster execution than the vanilla Claude Code and Codex baselines
- Up to +19.2 percentage points in accuracy over the vanilla Claude Code and Codex baselines
- Up to +19.9 points in ProgramBench test pass rate within the same 120-minute budget

Built on Codex and Claude Code. Code and 720 trajectories are available so you can explore how the agents collaborate! An open-source plugin lets you try DeLM directly in Codex and Claude Code.

[Koike @koikedev]

@jakevin7 刚买了 max 做完 kyc 被秒封……🤐找 apple 退款去了

[Koike @koikedev]

@zhiweiyuans 我还是开五个 pro 切换吧

[Koike @koikedev]

A\现在已经做到露头就秒了吗，美区 Apple ID 买 max 做完 kyc 秒封。

[Koike @koikedev]

Kumo ADE v0.27 is out.
→ Setup scripts: every new workspace installs its own deps before the agent starts. Hit Suggest and Kumo reads your repo and writes the script for you.
→ Status lights in the sidebar: see at a glance which workspace is running, which one needs you, and which one hit an error.
→ Reworked unread notifications: they live in the title bar now, color-coded by status. Open the list, jump to an agent, and ‹ takes you back.
→ Multi-select agents with ⇧/⌘ and close or reopen them in one go.
→ Tabs scroll instead of squeezing, and the composer tucks extra options into ⋯ in narrow panes.
→ Pressing Enter to pick a word in a Chinese/Japanese/Korean input method no longer sends the message.

[Koike @koikedev]

Introducing Kumo ADE, a workbench for agent collaboration and automation.

I was running Claude Code in one terminal and Codex in another, pasting output back and forth between them. So I built the tool I wanted:

→ Bring the agent CLIs you already use: Claude, Codex, Cursor, Gemini, Copilot and 10 more. Keys, models and MCP servers stay with each one.
→ @ an agent to hand it work. Its reply comes back to your thread.
→ Chain agents into Agentflows. A reviewer sends work back until it passes, and one flow takes a new issue all the way to an open PR.
→ Every task gets its own git worktree, so agents never touch each other's files.
→ Pair your phone once and keep going from the couch.

macOS · Apple Silicon
https://t.co/PKCqMjG4JU

[Koike @koikedev]

@ZacharyZhang 太强了太强了

[Koike @koikedev]

@AdrianPunk115 学生现在接收到的外界信息量大了，容易浮躁。如果要走高考这条路子还是好好学习吧，除非家里有矿

[Koike @koikedev]

Claude竟然如此大方了？

[ClaudeDevs @ClaudeDevs]

We’re rolling out monthly Claude Platform API credits for Max and Team plans:

Max 5x: $100
Max 20x: $200
Team: up to $500, pooled

Works on any model, including Haiku 5.5, in your code or third-party harnesses.

How it works and full terms: https://t.co/qmWL6xVGwr

[Koike @koikedev]

@spacedevin https://t.co/5gw4v3Fp04

[Koike @koikedev]

Introducing Kumo ADE, a workbench for agent collaboration and automation.

I was running Claude Code in one terminal and Codex in another, pasting output back and forth between them. So I built the tool I wanted:

→ Bring the agent CLIs you already use: Claude, Codex, Cursor, Gemini, Copilot and 10 more. Keys, models and MCP servers stay with each one.
→ @ an agent to hand it work. Its reply comes back to your thread.
→ Chain agents into Agentflows. A reviewer sends work back until it passes, and one flow takes a new issue all the way to an open PR.
→ Every task gets its own git worktree, so agents never touch each other's files.
→ Pair your phone once and keep going from the couch.

macOS · Apple Silicon
https://t.co/PKCqMjG4JU

[Koike @koikedev]

@anupamrjp https://t.co/5gw4v3Fp04

[Koike @koikedev]

Introducing Kumo ADE, a workbench for agent collaboration and automation.

I was running Claude Code in one terminal and Codex in another, pasting output back and forth between them. So I built the tool I wanted:

→ Bring the agent CLIs you already use: Claude, Codex, Cursor, Gemini, Copilot and 10 more. Keys, models and MCP servers stay with each one.
→ @ an agent to hand it work. Its reply comes back to your thread.
→ Chain agents into Agentflows. A reviewer sends work back until it passes, and one flow takes a new issue all the way to an open PR.
→ Every task gets its own git worktree, so agents never touch each other's files.
→ Pair your phone once and keep going from the couch.

macOS · Apple Silicon
https://t.co/PKCqMjG4JU

[Koike @koikedev]

@shenfanlaogou 还开始有人折腾美区的Mac mini租赁了😅现在收入没多少，成本先拉满。搞个好点的节点真不至于经常被封

[Koike @koikedev]

@luojiuyue 虽然我也是冤种年费用户，捏着鼻子用吧

[Koike @koikedev]

@luojiuyue 还有就是很慢，使用的体验在国模里比不过glm5.3

[Koike @koikedev]

@cxjwin 大部分事情不都这样吗，难不成有个99%成功的方向？

[Matt Pocock @mattpocockuk]

1. Oh shit, AI can do my job better than me
2. Software engineering is dead!
3. I can vibe code as much slop as I want!
4. Oh, things are not going well. Fable/Sol/Opus all suuuck
5. But what if I constrain the agent? Put it in a straitjacket?
6. Oh, the results are pretty good now. How do I go deeper?
7. *Orders 12 software engineering books from Amazon*
8. Software engineering is alive!

[Koike @koikedev]

@wolfyxbt @elonmusk 设想的超级app就这么成了