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I wish AI Agents just knew how I work without me explaining - so I made something that quietly observes me, learns and teaches it.
How-ToMachine Learning

I wish AI Agents just knew how I work without me explaining - so I made something that quietly observes me, learns and teaches it.

via Dev.toSandro3h ago

Every time I start a new Claude Code/OpenClaw/Codex session I find myself typing the same context. Here's how I review PRs. Here's my tone for client emails. Here's why I pick this approach over that one. Claude just doesn't have a way to learn these things from watching me actually do them. So I built AgentHandover. Mac menu bar app. Watches how you work, turns that into structured Skills, and makes them available to Claude or any agent that speaks MCP. Instead of explaining your workflow, the agent already has it. Your strategy, decision logic, guardrails, voice, which apps are required for different workflows and what to do in these apps, etc. All captured from your real behavior, your workflows end to end that you do on your Max. And it self-improves. Two ways to use it. Focus Record: hit record, do the task once, answer a couple clarifying questions, Skill generated. For stuff you know you want to hand over. "This is how I onboard a new client" or "this is my PR review process." P

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