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The delta is feedback rather than a hard gate, so the role can keep iterating within the round budget

World-model validation middleware reruns predict, render on the latest transition under the new code, emits a delta block that names which test cases passed or failed

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Workspace Optimization: How to Train Your Agent

cs.AI · 2026-05-10 · unverdicted · novelty 6.0

Workspace optimization evolves an agent's external workspace using multi-agent systems, with DreamTeam raising ARC-AGI-3 scores from 36% to 38.4% while using 31% fewer actions.

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  • Workspace Optimization: How to Train Your Agent cs.AI · 2026-05-10 · unverdicted · none · ref 9

    Workspace optimization evolves an agent's external workspace using multi-agent systems, with DreamTeam raising ARC-AGI-3 scores from 36% to 38.4% while using 31% fewer actions.