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The results establish harness-level capability composition as a practical route to broad, evolvable Omni systems without changing the host agent's reasoning core.
This work examines what structure is supplied by the game or workflow, what AI learns or produces, which capabilities and artifacts transfer across settings and roles, and what evidence supports the claims and identifies cross-role connections.
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