li on X: "🚀 New paper: Attention is All You Have.

56,804 agent skills exist. Your model only has ~100 reliable trigger slots.

Every install dumps a skill’s description into the permanent system prompt. They all fight for the same scarce attention. The long tail dies. Your team’s" / X<br>Post

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li on X: "🚀 New paper: Attention is All You Have.

56,804 agent skills exist. Your model only has ~100 reliable trigger slots.

Every install dumps a skill’s description into the permanent system prompt. They all fight for the same scarce attention. The long tail dies. Your team’s"

li

@panda_liyin

🚀 New paper: Attention is All You Have.

56,804 agent skills exist. Your model only has ~100 reliable trigger slots.

Every install dumps a skill’s description into the permanent system prompt. They all fight for the same scarce attention. The long tail dies. Your team’s private playbooks compete with random public ones. Token tax every message. Dilution. Reliability collapse.

Installation was never the right primitive. It bundled three things that don’t belong together: content, persistence, and auto-triggering. Only the last one needs to live in the prompt.

The new skill protocol separates them.<br>- A path addresses any skill, subtree, or collection<br>- Reading it is using it, zero residency<br>- :save vendors a clean copy into your project’s git tree so you own and adapt it<br>- :install adds one .gitignore-style line. That’s the only thing that costs prompt space.

Any agent that can read files + run commands becomes a client with a single instruction file. Optional free hub for search + ranking across the entire corpus.

Install less. Use more.<br>Attention is all you have.

A collaboration between @adalagent and @VITAGroupUT (Dr. Atlas Wang)

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@panda_liyin

41m

full paper: arxiv.org/pdf/2608.12610

You can try it out at atskills.one and adal cli at adalagent.ai

code: github.com/SylphAI-Inc/at…

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@Aria_086

37m

👏👏

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