AI-augmented human intelligence called cognitive symbionts
Cognitive symbionts are proposed as lifelong embedded AI companions that close the gap between a person's full knowledge and working memory.
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Cognitive Symbionts enable AI-augmented human intelligence
It proposes lifelong embedded companions with sensing, memory, and real-time interaction.
Stronger models defer maze turns only when humans hold the advantage
Reliable solo solvers almost never deferred without a human route advantage, but deferred on about 80% of initial decisions when the human path was shorter.
AI agents do more of the work in model development, but humans still make the decisions
Atria's development study of its 744B-parameter Atria Dawn Preview found agents executed more steps while humans retained over 85% of final decisions.
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Atria Dawn: The Dawn of Agentic Superintelligence
Atria Dawn Preview, an agentic foundation model trained on verifiable experiences, tops five of 16 research and engineering benchmarks.
MOONWALK: Mediating Operations with Intent-Evidence-Action Alignment Across Junior-Supervisor Review Workflows in Animation/VFX Pre-Production
MOONWALK introduces an intent-evidence-action alignment workflow for animation/VFX reviews where AI handles administrative coordination while artists keep creative authority.
When Intelligence Becomes Agency: A Theory of Governed, Proactive Agency for Symbiotic AI Systems
Researchers propose a formal framework for governed proactive AI agency, linking activation decisions to continuing authorization, accountability, and bounded delegation in symbiotic systems.