Claude Code

Yesterday someone in a group chat said GPT-5.4 performed worse than Doubao. When they asked questions, the model would often give irrelevant answers without even reading the question. I asked a few follow-up questions and found they had fed it a lot of documents, and the conversation had gone on for many turns. This probably wasn’t the model’s problem—it was context rot. I’ve had similar experiences myself. After talking to a model for a long time, it starts “forgetting” what we discussed earlier, or repeats mistakes that were already corrected. The model hasn’t gotten stupider. The conversation has just gotten too long. ...

Fundamentum autem est iustitiae fides, id est dictorum conventorumque constantia et veritas. — Cicero, De Officiis The foundation of justice is fides — constancy and truthfulness in words and agreements. The first two posts told the story of two projects. Aristotle: Teaching AI to Reflect on Its Mistakes runs on OpenCode — three commits, done. claude-code-reflect: Same Metacognition, Different Soil runs on Claude Code — V1 through V3, hitting walls the entire way. ...

Same metacognitive ability, different soil. The growing patterns look nothing alike. My previous post, Aristotle: Teaching AI to Reflect on Its Mistakes, had three core principles: immediate trigger, session isolation, human in the loop. These sound platform-agnostic. But when I moved the same philosophy to Claude Code, I discovered something: platform differences are much larger than expected. First Hurdle: Plugin System Differences Claude Code’s plugin and OpenCode’s skill are completely different systems. Just getting the plugin installed and recognized took several rounds of struggle. ...