
Does "loop engineering" translate to Product Management work?
Building a self-drive agent that distills a #1 customer opportunity from transcripts. On definitions of done; verification vs. validation; good data collection
80% product management for B2B SaaS startups & scale-ups, 20% anything else, from GTM to growth. My favorite topics are idea discovery & validation, and moving from output to outcomes. - You can work with me as an interim Product Lead, Advisor, or Coach.
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Building a self-drive agent that distills a #1 customer opportunity from transcripts. On definitions of done; verification vs. validation; good data collection

It's a throwaway culture we're living in

Failing a case study isn’t a verdict on how you think, and how I finally started passing them

How I cluster opportunities from many interviews into one flat list, then balance importance and prevalence to choose the # 1 opportunity to address first.

Two questions - one before the story, one after - that improved my story-based discovery interviews.

Two Claude Code skills - `phase-map-analyst` and `opportunity-analyst` - that turn raw transcripts into phase-tagged opportunities ready to prioritize, walked through with a real client case.

Breaking down product discovery into 8 steps, each with a reusable system + Claude Code skill you can fork.

Lessons learned from Wave Terminal + comparing 5 successful AI-native products

I throw away 80% of what I build, and I'm unsure about the future too

Walkthrough of my multi-agent harness, and a concrete blueprint for more independent AI product discovery