AI can write the code. Your company still carries the risk.
Teams adopting AI for product development run into the same four walls.
Public benchmarks don't match your use cases.
A model that tops a leaderboard can still fail on the work your product actually does.
Most coding agents need a babysitter.
An engineer approving every step is not autonomy. It moves the bottleneck.
Frontier-model bills grow with every token.
Long agent runs on frontier models get expensive fast, and the cost is hard to predict.
Generated code ships without an attacker's eye.
Tests prove the code works. They don't prove it survives someone trying to break it.

