Author name: James Kuhman

Artificial Intelligence, Automation, business, management, product-management

Operator Makes Checkout Look Solved. The Page Doesn’t.

James Kuhman / April 12, 2026

OpenAI framed Operator as a 2025 research preview, but live retail flows add popups, login walls, variant changes, and bot checks that…Continue reading on KAIRI »

Artificial Intelligence, product-management, programming, Security, software-engineering

GitHub’s Incident Queue Starts Where the Green Checks End

James Kuhman / April 7, 2026

When branch protection and CODEOWNERS tighten after an incident, AI-reviewed pull requests still pile up for a smaller set of trusted…Continue reading on KAIRI AI »