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AI UNDERDOGSDAILY PICK

AI UNDERDOGS

AI 员工住进了 Slack

Your AI team lives in Slack

Guildly

别人做 AI agent 在卷模型

这群人在卷办公室——把 AI 当员工用 org chart 管起来

Everyone else is racing model quality — these

folks built an office. Your AI agents are

employees now, managed on an org chart

真正的痛点不是模型

The real pain isn't the model

跑多个 agent 的真正痛点不是模型质量

是你得在终端、标签页

提示词之间反复横跳

上下文在每次跳转时蒸发掉

Guildly 给你一个 Slack 式工作区

所有 agent 住在同一个地方

分工明确——Marketing 投放活动

Software 合并 PR

Designer 出 mockup

各有各的活

The real bottleneck in multi-agent workflows isn't model

quality — it's juggling terminals, tabs, and prompts

while context evaporates between each hop. Guildly puts

every agent in one Slack-like workspace with real

roles: Marketing launches campaigns, Software merges PRs, Designer

ships mockups

★ SIGNAL 1

员工，不是聊天机器人

Employees, not chatbots

作者说得很直白：「A Slack-like interface to run a company of AI employees」——agent 不是聊天窗口

是员工

每个 agent 有岗位、有具体交付物

这个心智模型一换

你就不会只想让 AI 回答问题

而是想让它 own 一整块工作

The author said it directly: 'A Slack-like interface

to run a company of AI employees.' Agents

aren't chatbots — they're employees with roles and

deliverables. That reframe changes what you think AI

can actually own

★ SIGNAL 2

上下文会传给下游

Context chains downstream

Sprint 规划 → 规格审批 → PR 合并 → Mockup 产出——这不是 5 个 agent 各跑各的

是上游输出喂给下游

大多数多 agent 工具做不到这点

因为隔离上下文是默认行为

Guildly 的共享上下文让 pipeline 真正串起来

一个人也能跑完整条链路

Sprint planned, spec approved, PR merged, mockups ready

— that's not five agents running in parallel

It's a pipeline where upstream output feeds downstream

Most multi-agent tools default to isolated context. Guildly's

shared context actually chains the whole flow

这东西是桌面端应用，不是浏览器插件

也不是 API wrapper——作者自己就是 solo founder

做出来的工具也是给 solo founder 用的

他觉得 AI 不该只是回答问题的聊天框

应该是能接管整个工作流的团队

It's a desktop app, not a browser extension

or API wrapper. The author is a solo

founder who built this for other solo founders

His take: AI shouldn't just answer questions —

it should run entire workflows like a real

team

AI UNDERDOGS

给你的 AI 团队建个 org chart

Build an org chart for your AI team

Guildly

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