Our position
Once generation is abundant, acceptance is the binding constraint.
When AI makes generating code cheap, the scarce, valuable work becomes judging whether a change is correct, safe and worth shipping. Delivery should be optimised — and measured — around acceptance, not output.
Everyone says
AI accelerates delivery by helping developers write more code, faster.
We think
Generation is no longer the bottleneck; acceptance is. Optimise the acceptance gate, not typing speed.
What we’ve observed
- In agent-heavy delivery, review and verification increasingly dominate cycle time.
The objection
- “Better models will remove the bottleneck.”
- — Model quality improves generation; acceptance — correctness, safety, shippability — stays the constraint, and the bar rises with regulation.
Confidence: Observed
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