Our position
The harness, not the model, is the product.
The durable competitive asset in agentic delivery is the harness — tests, evals, review patterns and a versioned context layer — that lets generated change be judged correct fast. The model is a commodity input.
Everyone says
Pick the best model and you win.
We think
Models are interchangeable inputs; the harness that closes the acceptance gap is the product you actually build and own.
What we’ve observed
- Spec/eval-driven harnesses turn acceptance criteria into executable gates; the model alone rarely closes the acceptance gap.
Confidence: Observed
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