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About this paper

Haibo Jin, Peng Kuang, Xiaopeng Yuan, Lucheng Fu, Jerry Wang, Xucheng Yu, Yaoning Yu, Dehao Wu and 6 more

HEELO composes reusable primitives, each equipped with a resident model that applies a resource in context, into task-specific workflows. It verifies integrated results against environmental evidence and revises implicated work. Across 46 tasks, Claude Code completed 39 with HEELO versus 9 alone, and Codex completed 35 versus 9. These account-connected results compare integrated systems, not isolated model improvement.

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