June 12, 2026
Scoping the First AI Feature Without Overbuilding
How product and engineering teams choose a narrow first AI capability that teaches the organization without locking in fragile architecture.
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Notes from advisory work
Short articles for product and engineering leaders integrating AI into existing software.
May 28, 2026
Integration Boundaries That Age Well
Practical patterns for isolating model calls so product code stays testable when providers, prompts, or retrieval stacks change.
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April 19, 2026
Evaluation Habits for Busy Product Teams
A lightweight evaluation cadence that fits release trains instead of research lab processes.
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March 8, 2026
Data Minimization When Features Need Context
Ways to give models enough context to be useful while shrinking what leaves your controlled environment.
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February 14, 2026
Where Advisory Ends and Build Ownership Begins
Clarifying responsibility between external advisors and internal engineering so AI initiatives stay accountable.
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