Generating code got easy. Making it last didn't.

Four years owning architecture and delivery: faster pricing, repeatable infrastructure and dependable releases for a 300,000-product B2B platform.

Credits and flat subscriptions hide what AI really costs. At list price, my $200 Claude plan covered $11,158 of usage in September.

You're billed for every thinking token, including the ones the vendor hides from you, and more thinking doesn't always mean a better answer.

A read-only view of spec driven work across all your repositories: each change's proposal, tasks, worktrees, commits and pull request.

Specs are easier to work with when they follow a familiar structure and you can find the changes that need your attention.

Compare UK salaries and contract rates, model company salaries and dividends across members, and see take-home pay and the 62% tax corridor.

Story points began as ideal days times a load factor. Teams still convert them back, velocity is that conversion in public, and throughput beats both.

Model benchmark tables and one-shot demos are vendor-run, Goodharted, and blind to your harness. The only benchmark that predicts your work is your work.