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AIBullisharXiv โ€“ CS AI ยท 5h ago1
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Social-JEPA: Emergent Geometric Isomorphism

Researchers developed Social-JEPA, showing that separate AI agents learning from different viewpoints of the same environment develop internal representations that are mathematically aligned through approximate linear isometry. This enables models trained on one agent to work on another without retraining, suggesting a path toward interoperable decentralized AI vision systems.

AIBullisharXiv โ€“ CS AI ยท 5h ago1
๐Ÿง 

OpenClaw, Moltbook, and ClawdLab: From Agent-Only Social Networks to Autonomous Scientific Research

Researchers introduced ClawdLab, an open-source platform for autonomous AI scientific research, following analysis of OpenClaw framework and Moltbook social network that revealed security vulnerabilities across 131 agent skills and over 15,200 exposed control panels. The platform addresses identified failure modes through structured governance and multi-model orchestration in fully decentralized AI systems.