Paperclip: Open Source Human Control Plane for AI Labor

생각 덩어리

Zero-human company를 위한 오픈소스 오케스트레이터

The tagline that we have for Paperclip is that it's for open-source orchestration for zero-human companies. You can hire employees, set goals, automate jobs, your business can nearly run itself. Well, you know, maybe that's a bit of a headline. I would say that Paperclip is the human control plane for AI labor.

당신의 taste를 invoke하라 — finished business가 아니라 process에 참여

The idea behind Paperclip is that you're able to set up an org chart of agents where you can manage them all and invoke your taste in what these agents how they work and have them complete real work.

Maybe you've seen tools where they have you create a task and then it automatically creates a business for you. With Paperclip, you actually are involved in the steps to have your preferences accounted for and you are involved in the task process from the higher-level design all the way to actually executing.

Bring your own agent — Gemini, Pi, Hermes, Open Claw

An important thing about Paperclip is that you bring your own agent. So, you can use Gemini, you can use Pi, you can use Hermes, you can use Open Claw. A key part of Paperclip is that any agent that you want to use can be brought into Paperclip as an employee and then it can sort of negotiate and communicate and have its memory stored with the rest of Paperclip.

CEO에게 지시 — executive branch로 자동 분해

You are the CEO and you are working — you are basically giving your CEO instructions and then your CEO is designed to break down the tasks to your executive branch and then down to the individual contributors.

모든 surface가 agentic — CEO가 새 에이전트도 채용한다

Every piece of the Paperclip app has an agentic surface. So, your CEO knows how to hire new agents. They know how to install new skills. There is a skills manager built into Paperclip.

5분 만에 Remotion 영상 — context는 Paperclip이 가지고 있다

40,000 stars... I created a new issue. And I assigned it to my CEO. ... The CEO hired our video writer agent and gave her the Remotion best practices skill. ... within about 5 minutes we had this beautiful animation that is on brand, that's the real stats, it has charts.

You could do this with Claude code and what you would have to do is you'd have to go track down all your stats, you would have to track down your brand guide, you'd have to give it the Remotion skill, you have to give it access to your dashboard. With Paperclip, all of those things are built into the system.

피드백이 곧 스킬 학습 — 한 번 가르치면 누적된다

Because we are now creating multiple videos, we've created some other videos with the same agent. We actually can go over the list of feedback that we've given our agents and learn how to make the skill better where we have not only a generic Remotion skill, but also a Paperclip specific skill that has our branding guides, our preferences, our style like pacing choices.

If we start to see that the agents are always having their cuts be 2 seconds and not 6, then that gives us something that we can learn from over time.

Workflow — QA reviewer, approver를 강제하는 vendor-neutral harness

One of the main things that you will often see in a good Paperclip organization would be QA. The QA agent has the agent browser skill, which is a skill that lets you trigger tasks like open a website, fill out a form, click a button.

You ask your coding agent say, "Hey, please test this in the browser before you send it back to me." And what happens? It doesn't do it, right? You have and so people are creating all sorts of these complicated hooks and harnesses, but of course hooks only work one way in Claude and another way in Codex.

Paperclip gives you this kind of vendor-neutral harness where you can create these higher-level workflows where you can say when the assignee is finished with this task, you must have the QA agent boot and give a review on it.

Routines — 재사용 가능한 태스크, prompt folder 대체

Within the routines section, what you're able to do is set up things like, you know, here's how we deal with the PR. Create a Discord message of everything that was merged into the master branch today. Write the release change log.

When you finally have these reusable tasks that you're you know, instead of kind of having a prompt folder or having to copy and paste you can create these routines.

코딩 도구가 아니다 — marketing, sales, finance 모두

The important thing I want you to understand about Paperclip is that it is not a coding tool. Paperclip is not a code review tool. Paperclip is designed for creating businesses. If you are a coder and you like using cursor or GitHub, you can use those. But you do not have to be a coder to use Paperclip.

You can use Paperclip to run your marketing, to help deal with sales leads, to deal with finance operations. This is designed to be a tool that everyone in your organization can use to wrangle AI agents.

130개 에이전트 템플릿은 비추 — agent by agent로 키워라

There are templates that exist where you can import huge organizations by default and try to use them. My suggestion for you when you're just getting started with agents is just start with the agents that you need. You don't actually have to install something that has 130 agents and huge marketing team. If you don't take the time to craft for the agents how you expect them to behave, then you won't get good results.

Frontier 가격 매번 낼 필요 없다 — Open Router에 Quinn 3.6 free

Everything that you do might not need to pay frontier model prices. You might not need to pay Claude or OpenAI for every agent. Maybe just your most intelligent agents need to do that.

We support open code and open router through open code as an agent, which means that you can go to their router and you can find all sorts of other models that will be cheaper. The Quinn 3.6 plus is actually free right now. So you could hire an agent that uses Quinn 3.6 plus and you won't have to pay for inference until you sort of hit the limits.

에이전트 instruction을 끊임없이 fine-tune — blocked라 말하지 말고 tutorial을 줘라

It is very important that you configure your agents to do what you want them to do. So, let me show you my Codex coder. I actually have instructions here that I am constantly working on. I'm adding things by saying, you know, if there's a blocker, tell us your best guess on how to fix it. Don't just say it's blocked. Say here give me a tutorial on how to fix it. If you write tests, don't write the whole test suite, and so on.

Whenever they do something wrong, you want to stop and take the time and have it do better.

메타 에이전트 — Skill Consultant가 다른 에이전트의 skill 사용을 진단

We even start to create sort of meta agents. Like here we have a skill consultant. And the skill consultant's job is to actually work with the other agents within the organization to make sure that they're using their skills to the best of their ability. When we have an agent that isn't using skills that we expect, we come and we ask the skill consultant to sort of do a diagnosis and iterate on it.

Paperclip Maximizer — 꿈과 토큰이 있을 때 멈추지 않는 모드

We're adding maximizer mode, which is when you've got a dream and tokens to burn, and you want the agents to work as hard as they can to do whatever it takes to create your business, and you want them to keep going without stopping. That would be the Paperclip maximizer.

AI에게 일자리 빼앗긴다 걱정 말고 — 수천 에이전트의 boss가 되어라

Do not worry about AI taking your job. When you use something like Paperclip, you will be in charge of thousands of agents helping you build your business, helping you with your company. Paperclip is a free tool that you can use to manage the chaos of work where you can debug what's happening. You can guide your individual employees. You can provide them the context they need to do the work that's required, to bring it up to the quality of your brand.