How I turned Claude into a self-improving PM assistant | Daniel Blum (PM, Melio)
Aug 31, 2026 · 46m
Summary
Product leader Daniel Bloom demonstrates his self-improving AI system using Claude Code and Notion to automate product management tasks. He details workflows like daily briefs that proactively clarify context and weekly preps that organize priorities from Slack and email. Bloom also shares how he scaled this setup company-wide via a "workstation" plugin, enabling deeper strategic work by handling administrative overhead.
Topics discussed
Intro: Transforming PM work with AI and Co:Work
Daniel's AI Stack: Why Co:Work was the big unlock
The Self-Healing Notion Board and Context Injection
Weekly Prep, Daily Briefs, and Managing Chaos
Proactive Context Learning: Defining Internal Terms
Notion as Read-Only and the Value of Centralization
Scaling AI: From Personal System to Team Workstation
The Self-Improvement Loop: Auditing and Refining Skills
Team Onboarding and UX for Internal AI Tools
Future of Agents, Lightning Round, and Conclusion
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