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How I turned Claude into a self-improving PM assistant | Daniel Blum (PM, Melio)

ID
19771
Status
summarized
Published
31 Aug 2026, 8:04 PM
Fetched
31 Aug 2026, 8:15 PM
Provider
Lenny's Newsletter
Category
product-startup
Original URL
https://www.lennysnewsletter.com/p/how-i-turned-claude-into-a-self-improving
Source URL
https://www.lennysnewsletter.com/feed

Summary

Score
7.0
Created
31 Aug 2026, 8:15 PM
Tags
Audience
ai_agent_usersvibe_coderssaas_founders

What happened

Daniel Blum, a PM at Melio, details his productivity system using Claude and Cowork that manages his Notion board, processes Slack and email, and runs weekly self-improvement loops. He runs 70-80% of his workday through this setup and built a 'Workstation' plugin to onboard other Melio employees to a personalized Claude setup in 15 minutes.

Why it matters

AI agent users can adopt his specific automation patterns, such as building a self-improvement loop that watches user edits to suggest new skills, or using a Chrome connector instead of MCPs for tools lacking native integrations.

Discussion angle

How to implement a self-improvement loop in an AI agent that observes user edits and friction to autonomously suggest new skills.

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