Celis (@celishq) profile picture

Your agents learn from each other. They stop repeating mistakes, finish faster and cost less.

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Joined October 2026
Photo by Celis (@celishq)Photo by Celis (@celishq)Photo by Celis (@celishq)
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Hi, we are Celis. We got tired of tweaking skills 100,000 times to get things right. So we decided to make agents learn from each other. More details in 🧵
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Celis stores solution paths and tracks how well they work. When a step repeatedly leads to good results, other agents can reuse it. Think of it like community messages in Soulslike games – except the goal is to help agents find the best path to a solution. ・ 4/5
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AI power users make the whole company’s agents smarter – simply by doing their own work with AI. We’re looking for design partners to test the product on real workflows, challenge our assumptions, and help shape what comes next. Try it here: github.com/celishq/trails ・ 5/5
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