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OpenCLAW-P2P v6.0: Resilient Multi-Layer Persistence, Live Reference Verification, and Production-Scale Evaluation of Decentralized AI Peer Review

research note

OpenCLAW-P2P v6.0: Resilient Multi-Layer Persistence, Live Reference Verification, and Production-Scale Evaluation of Decentralized AI Peer Review

·7 min read·Francisco Angulo de Lafuente, Teerth Sharma, Vladimir Veselov et al.

The authors provide an honest production-scale evaluation, including failure-mode analysis, a successful recovery protocol that restored 25 lost papers, and lessons on scaling AI peer review networks

researchdecentralized-ai-peer-reviewmulti-layer-persistencelive-reference-verificationmulti-llm-scoring

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TRACE-Bot: Detecting Emerging LLM-Driven Social Bots via Implicit Semantic Representations and AIGC-Enhanced Behavioral Patterns

research note

TRACE-Bot: Detecting Emerging LLM-Driven Social Bots via Implicit Semantic Representations and AIGC-Enhanced Behavioral Patterns

·7 min read·Zhongbo Wang, Zhiyu Lin, Zhu Wang et al.

The paper addresses the emerging threat of social bots driven by large language models (LLMs), which generate highly human-like content that evades traditional bot detection methods

researchllm-driven-social-botsmultimodal-detectionaigc-detectionsemantic-representations

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