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Justin

solsticestudioai
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dipankarsarkar's profile picture
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https://www.solsticestudio.ai/

AI & ML interests

Founder, Solstice AI Studio — synthetic datasets for BI, analytics, AI agent training, and embodied/robotics research. 100% synthetic, schema-custom, production-scale. solsticestudio.ai

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updated a Space 3 days ago
solsticestudioai/iris
published a Space 3 days ago
solsticestudioai/iris
repliedto dipankarsarkar's post 5 days ago
Your issue tracker is in the wrong place. It lives on a server. Your code lives in git. So every time an agent picks up work it makes an API call, burns a token, fights a rate limit, and still cannot see what the other agent just did. Move the issues into the repo. Append-only event log in git refs. Branches when you branch, merges when you merge, CRDT so two agents never conflict. No server, no database. The coordination signal that PR-level telemetry misses lives before the pull request. The paper, and a live demo running the real tool: https://huggingface.co/papers/2606.19616 https://huggingface.co/spaces/neullabs/grite If your agents share a repo, where does their shared state actually live right now?
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