AI agents boosted code output by a third. Finished work didn’t move.

AI code compiles beautifully and still fails security tests 44% of the time

Software didn’t die this year. The reason to build changed.

Hundreds of self-checks run against the factory itself

Two labs’ worth of judgment on every single codebase

Someone should visit your product after everyone walks away

The interrogation that saves a build from blowing up at hour six

How one build’s mistake becomes every build’s guardrail

Where a half-formed idea becomes a ten-star product

Sealed builders can’t build to the test, and that’s the point