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@dair_ai: // What MCP, A2A, and ACP cannot express // MCP and A2A solve capability discovery and message passing, then stop right…

X AI KOLs Following · 2026-07-06 Cached

This research systematically analyzes five agent interoperability protocols (MCP, A2A, ACP, ANP, ERC-8004) against a six-dimension governance taxonomy, finding that voting, dissent preservation, and human escalation are universally absent, indicating a missing architectural layer for governed agent communities.

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#protocol-analysis

Evidence-Grounded Ensemble Diagnosis of 802.11 Packet Captures: A Multi-Stage Pipeline with Deterministic Reliability Scoring

arXiv cs.LG · 2026-06-08 Cached

This paper introduces PROBE, a multi-stage pipeline for diagnosing 802.11 packet captures that combines deterministic normalization, multi-run ensemble, and a verdict-aware evidence framework to produce reliable and calibrated diagnoses, outperforming single-pass LLM analysis and naive ensemble voting.

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