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Carson: AI agents should compound intelligence from mistakes via markdown memory files

Ryan Carson · "Ralph Wiggum" AI Agent will 10x Claude Code/Amp · Jan 8, 2026 · at 17:32

Ryan Carson discusses autonomous AI agent architectures with Greg Isenberg, explaining Every's 'compound engineering' concept where agents write persistent learnings to local markdown files.

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“Your agent should be getting smarter every time it makes a mistake. And by updating agents.md, you are going to get that long-term benefit. This isn't just during this iteration. You're going to benefit every time from now on that you use amp or clog code.”

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