Thinking of ACE? We Can Do It with Fewer Tokens

Automated excerpt

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. ACE injects the comprehensive playbook on every step, the same way regardless of model or task.

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