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Thinking of ACE? We Can Do It with Fewer Tokens

This story is from 2026-09-24. It is preserved in the archive; the latest stories are on the live feed.

TL;DR ACE and ALTK-Evolve both turn agent trajectories into reusable lessons without updating model weights. The key difference is delivery: ACE supplies the full playbook, while ALTK-Evolve calibrates how many guidelines each model receives. In our controlled AppWorld runs, ALTK-Evolve matched or…

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  1. 2026-09-24 15:08 · DEV Community — AI
    Thinking of ACE? We Can Do It with Fewer Tokens

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