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PaperAgent
Feb 21, 2026 · Artificial Intelligence

Why Millions of LLM Agents Still Fail to Form a Real Society

An in‑depth analysis of the Moltbook platform shows that even with 2.6 million autonomous LLM agents interacting for months, large‑scale interaction does not automatically lead to genuine social structures, revealing three layers of socialization failure and offering a three‑dimensional diagnostic framework for AI societies.

AI agentsAI societyDiagnostic framework
0 likes · 9 min read
Why Millions of LLM Agents Still Fail to Form a Real Society
PaperAgent
PaperAgent
Feb 13, 2026 · Artificial Intelligence

How AgentDoG Turns AI Agent Risks into Transparent Diagnostics

AgentDoG, the world’s first AI agent safety framework with deep diagnostic capabilities, introduces a three‑dimensional risk taxonomy, real‑time behavior monitoring, automated high‑quality data synthesis, and XAI attribution, achieving state‑of‑the‑art detection accuracy and fine‑grained diagnosis across diverse agentic scenarios.

AI safetyAgentic AIDiagnostic framework
0 likes · 10 min read
How AgentDoG Turns AI Agent Risks into Transparent Diagnostics