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Case Studies

• The Knot

  Legacy platform rewrite strategy, risk reduction, and deploy stability outcomes.

• Heirloom

  Retention-focused product reframing around climate-aware planning.

Writing

• Building with LLMs: Lessons Learned
• The Future of PM in an AI World

Background

For the short version of scope, focus areas, and operating principles, visit About.