arXiv:2610.36077v1 Announce Type: new Abstract: Multimodal intelligence can be viewed as human-guided co-evolution between worlds and agents through interaction. However, scaling this process faces two bottlenecks: constructing heterogeneous, verifiable environments is costly, and manual Harness iteration cannot keep pace with growing task diversity and complexity. A key insight is that tasks with

So what

What this event means by reading role—not a longer recap.

BuilderBuilders can borrow the capability-tree plus Harness-router idea to reuse specialized agent modules instead of retraining one monolithic harness per task.
ResearcherThe paper reframes task organization around shared capability requirements rather than surface modality, with Real2Sim2Real transfer measured on original tasks.

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Score dimensions

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RelevanceHow tightly this is about AI.: 82
ImpactHow much this could change the field or the market.: 70
NoveltyHow new this is versus a recap.: 78
CredibilityHow much we trust the source.: 87
ActionabilityWhether a reader can do something with it.: 55