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Neither Layer Alone: Epistemic Integrity Requires Hierarchical Joint Design for Long-Running AI Agents

Announce Type: new Abstract: Long-running AI agents fail not only when inference fails or tools are underspecified, but when independently evolving model and harness layers change the semantics of belief, capability, and goal commitments across their boundary - a failure class this paper terms Interface Volatility. This paper argues that Agent Epistemic Integrity (AEI) must be treated as a first-class architectural constraint, achievable only through joint model-harness design organized...

arXiv CS 6d ago

Scientists reverse anxiety by fixing a tiny brain circuit

Scientists reverse anxiety by fixing a tiny brain circuit - Date: - June 3, 2026 - Source: - Universidad Miguel Hernandez de Elche - Summary: - A newly identified group of amygdala neurons appears to play a central role in anxiety and social behavior. Restoring normal activity in this tiny brain circuit reversed anxiety and social deficits in mice, revealing a promising new target for future treatments. - Share: Scientists have identified a specific brain circuit that appears to play a major...

Science Daily 7d ago