https://blog.chuanxilu.net/en/tags/autonomous-loop/Recent content in Autonomous Loop on Chuanxilu for Skilled Homo sapiensHugoen-USWed, 24 Jun 2026 09:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/06/half-life-of-protocol-compliance-2/Wed, 24 Jun 2026 09:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/06/half-life-of-protocol-compliance-2/Why does protocol compliance degrade over rounds? From softmax attention dilution and RoPE distance decay to the EOS bias and transformer statelessness, layer by layer to the algorithmic root causes of LLM loop failure.https://blog.chuanxilu.net/en/posts/2026/06/half-life-of-protocol-compliance-1/Fri, 19 Jun 2026 08:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/06/half-life-of-protocol-compliance-1/AI agents won't loop autonomously. Push once, they turn once. Stop pushing, they stop and ask 'should I continue?' 20 hours, 161 confirmation requests, and a deeper problem hidden beneath clean formatting.