Articles
Notes from the engine.
Short, honest writing on consensus AI, the founder funnel, and getting found by the models people now ask.
Consensus
Why one model's confidence is a liability
How disagreement between frontier models is the signal founders actually need.
Coming soonTraffic
AEO is the new SEO, and it is verifiable
Being cited correctly by answer engines, and how to check where they get you wrong.
Coming soonValidation
From idea to MVP without picking a model
Routing the best frontier model per task, with consensus as a QA oracle on the code.
Coming soon