AI Valuations & the Upstream Intelligence Thesis
Nokia had working touchscreen smartphones in 2007 and lost $190B anyway — not on execution, but on a single unexamined assumption. A structured argument for why the market is measuring AI value at the wrong layer, and what that means for how to build, invest, and compete.
Read the essayThe science behind multi-agent AI
Why a debate between role-differentiated agents — Thesis, Antithesis, and a neutral Synthesis — produces more calibrated, better-cited answers than a single model. A plain-language tour of the peer-reviewed literature, with every claim attributed to its source.
Read the pieceHow we benchmark the engine
A score is only as good as it is honest. We grade Superthesis on the dimensions that actually matter — accuracy, calibration, and citation quality — against gold data like AVeriTeC, and publish the method, the live numbers, and the caveats.
See the numbers