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Possible complementary direction: a long-term skill lifecycle layer for agent teams #348

@Upper9527

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@Upper9527

Hi, I'd like to suggest a complementary direction for antfarm.

Project:
https://github.com/AMAP-ML/SkillClaw

If antfarm is about spinning up an agent team quickly, I think a natural adjacent problem is what happens after those agents have been used for a while: their skills drift, duplicate, and fragment across contexts.

SkillClaw focuses on that post-task lifecycle layer by deduplicating, merging, improving, and sharing skills across agents/devices/teams.

So the fit here is: agent teams on the front end, long-term skill governance on the back end.

Paper:
https://arxiv.org/abs/2604.08377

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