feat(agent-core): add tower command to orchestrate multi-agents by tpoisonooo · Pull Request #2633 · MoonshotAI/kimi-code

tpoisonooo · 2026-08-05T07:59:09Z

Problem

希望 9 个 agent 同时迭代 1 个 repo，改接口协议的、动数据的、调渲染的互相不会冲突打架。

以维护 ncnn 为例，输入多个指令：

M1：调研 contributor list 写入 README
M2：调研 repo 用到的所有 vulkan API 写入 README
M3：开发一个 vulkan int4 gemm
M4：跑一个 vulkan int4 的 sqznet 测试

/tower 命令下：

M1 会和 M2 通信，避免同时写 README
M2 和 M3 会读后写，实际会同时跑
M4 会被 tower 安排到 M3 之后启动

差异对比

Swarm 是总-分-总模式
Subagent 是总-分模式
Goal 是 plan-run-revise 模式
Tower 是乱序
想象一下 team lead 找不同的人沟通事情。沟通时间、冲突情况都是不保证的，但沟通内容都是 team 内的事情。
内部有个塔台（tower）来分发任务、协调冲突、指定 reviewer、合并代码、清理残留。

收益

同样 N 条指令， /tower 模式会更快跑完
精度轻微上涨，因为有 revisit

代价

目前 TowerWorker 不会 AskUserQuestion，但 Tower 会协商需求
要额外 token 做内部协商+ code review

Feature

agent swarm 配置 secondary 模型的方法，对 /tower worker 同样生效（注意 reviewer 仍然是 primary model）

## 前置条件（实验功能，默认关闭）

export KIMI_CODE_EXPERIMENTAL_SECONDARY_MODEL=1

## 配置次主力模型（三选一）

- `config.toml`：

[secondary_model]
model = "kimi-code/kimi-k2.5"   # [models] 中已有条目的别名，不限 kimi，可任意供应商
default_effort = "low"          # 可选：子 Agent 绑定时的 thinking effort
max_output_size = 8192          # 可选：接受 models overrides 全部字段，仅对子 Agent 生效的补丁

- 环境变量（优先级高于配置文件）：`KIMI_SECONDARY_MODEL` / `KIMI_SECONDARY_EFFORT`
- TUI 内：`/secondary_model` 命令打开选择器，写入配置并即时生效

运行截图

致谢

参考了 https://github.com/HUA-Labs/tap 的方案

What changed

Checklist

I have read the CONTRIBUTING document.
I have linked a related issue, or explained the problem above.
I have added tests that prove my feature works.
Ran gen-changesets skill, or this PR needs no changeset.
Ran gen-docs skill, or this PR needs no doc update.

changeset-bot · 2026-08-05T07:59:17Z

🦋 Changeset detected

Latest commit: f47bc1d

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 1 package

Name	Type
@moonshot-ai/kimi-code	Minor

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pkg-pr-new · 2026-08-05T09:12:42Z

pnpm dlx https://pkg.pr.new/@moonshot-ai/kimi-code@f47bc1d

npx https://pkg.pr.new/@moonshot-ai/kimi-code@f47bc1d

commit: f47bc1d

Declare kimiteam v0.33.0 as the last maintained open-source release of this series, with the reasons stated plainly: upstream adopted the community tower approach (MoonshotAI/kimi-code PR MoonshotAI#2633) rather than the subagent-team scheme, and the official web UI went closed-source (code-app private repo). The release stays installable and forkable.

feat(packages): update throttle control feat(agent-core): rename to /tower feat(agent-core-v2): support tower mode fix(packages): keep tower teardown from stranding submodule worktrees A plain `git worktree remove` refuses worktrees containing initialized submodules even when they are clean, so tower teardown silently left behind exactly the worktrees whose workers had run builds (the failure only reached the tool report, never the activity log). The dirty check is the data-loss gate; once it passes, removal always passes --force (harmless on a clean worktree, and precisely what bypasses git's submodule refusal). Kept and failed removals now also land in the activity log as worktree.keep / worktree.remove.failed. feat(packages): allow the tower to AskUserQuestion, workers still cannot The tower-mode AskUserQuestion deny only ever fired on the tower itself: workers never enter tower mode, and their tower-worker profile simply does not list the tool. Drop the deny so the tower can clarify requirements with the human up front; workers and reviewers stay ask-less and escalate via TowerSend. Auto permission mode still disables AskUserQuestion for everyone. fix(agent-core-v2): import LifecycleScope from #/app/scopes main moved the enum out of #/_base/di/scope; follow the new location in the two tower services. test(agent-core-v2): refresh fullCompaction token expectations main's MoonshotAI#2699 counts compaction tokens on the full-request basis, so the tower tool schemas (default registry) and the /tower skill catalog entry (system prompt) shift the pinned numbers: +2789 with the default tool set, +173 with the explicit harness tool list. The 20k-window test keeps its shape with a 22k window so the post-compaction floor still fits. feat(agent-core-v2): tower command support secondary model fix(tower): disable todo-list tool feat(tower): reviewer keep primary model fix(tower): tower worker call for authroization update

tpoisonooo · 2026-08-15T05:28:24Z

+"@moonshot-ai/kimi-code": patch
+---
+
+Fix several seconds of startup lag: the global search index (used only by the web UI's search) was being opened and synced in every terminal session, including ones that never search. It now loads on demand, so interactive startup stays fast.


这个是在修复启动的时候，要十几秒卡住的 bug。如果 master 已修，可以删掉。

目前 master 还没修掉

tpoisonooo · 2026-08-15T05:33:23Z

-        reason: busyReason,
-      };
-    }
+    // Skill activations are never blocked by a busy session: the TUI queues


未声明 busy 的 skill 会从"被拒"变成"延迟自动执行"，看能否接受。

…pawn

tpoisonooo · 2026-08-15T06:05:55Z


-      // Bash commands (`! …`) are not steerable: keep them queued so they run
-      // after the current task instead of being injected into the turn as text.
+      // Bash commands (`! …`) and slash-skill activations are not steerable:


/tower 和 ctrl+s 冲突，因此需要改。

tpoisonooo · 2026-08-15T06:06:58Z

    headline: () => ({ main: <Dim>swarm mode exited</Dim> }),
  },

+  'tower_mode.enter': {


/tower 需要前端回显

tpoisonooo changed the title ~~Feat cowork~~ feat(agent-core): add tower mode Aug 5, 2026

chatgpt-codex-connector Bot reviewed Aug 5, 2026

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tpoisonooo changed the title ~~feat(agent-core): add tower mode~~ feat(agent-core): misc Aug 5, 2026

tpoisonooo changed the title ~~feat(agent-core): misc~~ feat(agent-core): add tower mode to orchestrate multi-agents Aug 5, 2026

tpoisonooo force-pushed the feat-cowork branch from 60c6209 to 4dc80f6 Compare August 5, 2026 08:11

tpoisonooo changed the title ~~feat(agent-core): add tower mode to orchestrate multi-agents~~ feat(agent-core): add tower command to orchestrate multi-agents Aug 5, 2026

tpoisonooo force-pushed the feat-cowork branch from 5237a69 to 6275c7c Compare August 6, 2026 10:17

tpoisonooo force-pushed the feat-cowork branch from 6275c7c to 2163d9c Compare August 7, 2026 04:19

konghuanjun added 2 commits August 14, 2026 17:47

refactor(tower): drop agent-core-v1 version

069d3f3

tpoisonooo force-pushed the feat-cowork branch from 349ddc1 to 069d3f3 Compare August 14, 2026 11:54

feat(tower): remove builtin.ts

85c908f

tpoisonooo commented Aug 15, 2026

View reviewed changes

konghuanjun added 3 commits August 15, 2026 13:53

fix(agent-core-v2): verify the recorded base branch before tower merges

11c749f

fix(agent-core-v2): activate tower missions only after a successful s…

2d29d76

…pawn

chore(kap-server): correct the search-service activation comment

c49c15d

tpoisonooo commented Aug 15, 2026

View reviewed changes

konghuanjun added 3 commits August 15, 2026 15:35

fix(tower): allowActivationWhileBusy for all skill

a60cf04

update

6c106a8

update

f47bc1d

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feat(agent-core): add tower command to orchestrate multi-agents - #2633

feat(agent-core): add tower command to orchestrate multi-agents#2633
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Problem

差异对比

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Feature

运行截图

致谢

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Checklist

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