Code Velocity Went Up. Code Confidence Went Down.
Bigger pull requests, AI-generated tests that go unread, and slow test environments: A senior engineer on what changes when code ships faster than teams can verify it.
What we are learning from validating AI-assisted development and AI systems. Few pieces, each with an argument, and each about something that cost us money to find out.
Bigger pull requests, AI-generated tests that go unread, and slow test environments: A senior engineer on what changes when code ships faster than teams can verify it.
Five capability checks, a practical scorecard, and a three-lane approach to determine whether your agentic framework is reducing work or adding complexity your team has to maintain.
The economics of a framework migration across a two-decade estate, why Playwright won, and what it means that tooling now goes obsolete before it has paid for itself.
Two decades of practice notes, checklists and guides — test automation, Salesforce, mobile, performance, healthcare, and the annual reckoning of who is actually any good at this. Hundreds of pieces, still where they have always been.