Claude-Code-Reflect

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. Both projects solve the same problem: teaching AI agents to learn from mistakes and persist those lessons as durable rules. But the implementation process made me realize there’s a question more important than technology choice. When to trust AI’s judgment, and when to step in? ...

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. ...