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31 Aug 2026, 11:01 PMLenny's Newsletter7.0 🎙️ How I AI: How this PM uses Claude to handle 70% to 80% of his workday

Daniel Blum, a PM at Melio, built a self-improving Claude + Cowork system that handles 70-80% of his workday by managing his Notion board, scanning Slack/email, and generating daily briefs. The system identifies gaps in its own context files, asks targeted questions to fill them, and refreshes context every few weeks through recurring updates fed by voice memos, links, and brain dumps. He packaged the setup into a 15-minute onboarding for other Melio employees using tools the company had already licensed.

Why: The key architectural insight is that the system can update its own core files and connect to tools you already use (Notion, Slack, email) — meaning the platform choice matters less than the architecture of self-updating context. If you're building personal AI workflows, invest in a recurring context-refresh mechanism and a 'identify what I don't know' loop rather than one-shot prompting, even though the first few weeks will feel slow and low-quality.

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