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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

Emerging Non-Volatile Opto-electronic Resistive Memories for Next-Generation Photonic Integrated Circuits

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UEFI Memory Forensics: A Framework for UEFI Threat Analysis

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Flipper One wants to be the Linux multi-tool in your pocket

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The Register 20d ago

Smarter air cargo bookings: Cathay Cargo adds real-time control for forwarders

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Redditors Are Using AI to Beat Obscene World Cup Ticket Prices

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In situ nanocrystal confinement for efficient blue perovskite LEDs

Abstract Metal halide perovskites have emerged as promising semiconductors for light-emitting diodes (LEDs) owing to their excellent luminescence properties1. However, their performance remains limited, primarily owing to the inherent contradiction between ‘high crystallinity’ and ‘small size’ in the in situ synthesis of perovskite nanocrystals on substrates. Here we report efficient blue perovskite LEDs (PeLEDs) achieved via in situ polymerization-driven nanocrystal confinement to...

Nature 22h ago