Insights
Ideas from the work.
Field notes on product decisions, practical AI, and how teams learn. Adapted from my writing on LinkedIn.
AI adoptionProduct leadershipTeam executionApplied AIAI workflowsAI workflows
Your AI strategy might be slowing you down
Small experiments build the judgment that planning alone cannot.
AI product management is more than prompts
Probabilistic products bring trust, evaluation, cost, and risk into the product manager's everyday work.
Match the process to the mission
Why I kept two teams on Scrum and moved a zero-to-one innovation team to Kanban.
Claude + HeyGen: a training-video field note
What worked—and where the illusion broke—in an AI-assisted training-video project.
From prompts to reusable skills
Reusable skills and connected tools bring AI into the systems where work happens.
What an agent team delivered—and what it cost
A five-agent workflow produced 80,061 words of curriculum content, with internal checks and a substantial usage cost.