docs: omni-modal always-on agent direction (benchmark: OmniPro) - #34
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Jul 9, 2026
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States the direction: CogniFold is extending toward an omni-modal, always-on agent — continuously perceives an audio+video stream and proactively decides when to act and what to say.
Primary benchmark: OmniPro (Zhao et al., 2026; arXiv:2605.18577) — omni-proactive streaming video understanding, dual Probe/Online protocol. Transfer: OVO-Bench / StreamingBench.
Direction note only — design + results land incrementally.
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