Writing

The Superthesis blog

Notes on calibrated reasoning, adversarial multi-agent debate, and how we measure whether an answer can actually be trusted.

Essays & research

Engine design·12 min read

One engine, every argument

Most AI hands you an answer and hopes you don't ask how it knows. The design philosophy behind a universal debate engine — one reasoning substrate that argues both sides of any claim, in any field, scores the evidence, and shows its work.

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AI & Technology·32 min read

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.

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Research·Multi-agent AI

The 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.

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Benchmark·How we measure

How 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.

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Markets & quant

The same discipline — argue both sides, score the evidence, show the work — pointed at financial markets: a factor study, a strategy design with a live backtest, and a field map of where edges actually live.

Strategy design·10 min read

The TRIAD Book

A diversified crypto book across 14 majors — five price signals, a crowd-positioning fade, and a perp-spot basis trade, blended and adversarially audited. Held-out Sharpe +2.9. The full tearsheet.

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Strategy design·11 min read

The Trend + Carry Book

A market-neutral crypto book — a change-in-delivery trend signal plus a beta-neutral funding-carry sleeve across 46 perpetuals. Positive in five of six years at ≈zero correlation to Bitcoin. The full backtest tearsheet.

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Factor investing·9 min read

Betting Against Beta

The market's safest stocks quietly out-earn its most exciting ones. The landmark low-volatility study, the contrarian edge it implies, and five low-beta names to hold into Q4 2026.

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Strategy design·10 min read

The Monthly Compounder

Designing a pooled, monthly-rebalanced multi-asset strategy for one goal — the most profitable months possible. 68% green over 2021–2025, with a leverage dial and an actual daily backtest.

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Field key·14 min read

The Futures Edge Tree

A field key to every futures & perpetuals edge — 32 setup families around one root, each adversarially scored as a game, and charted by where the crowd has already arrived.

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Market Watch

We run live prediction markets through the engine — argue both sides, score the evidence — and surface where our calibrated read diverges most from the crowd, with the reasoning and sources behind each. See the full divergence digest →

Market Watch·57 pts below crowd

Will there be exactly 0 confirmed VEI 4 or higher volcanic eruptions worldwide in 2026?

The crowd gives this ~69%; after arguing both sides, superthesis lands far lower — about 12%.

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Market Watch·15 pts below crowd

Clarity Act signed into law in 2026?

The crowd prices this at ~42%; after arguing both sides, superthesis lands lower — about 27% — driven by a documented collapse in the bipartisan talks that the bill's own advocates needed to clear a 60-vote Senate threshold.

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Market Watch·10 pts below crowd

Will the Democratic Party control the House after the 2026 Midterm elections?

The crowd gives this ~81%; after arguing both sides, superthesis lands lower — about 71% — discounting for redistricting-adjusted seat arithmetic and the possibility of a wave that clears historical lower bounds but still falls short of a gerrymandered map.

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Market Watch·10 pts below crowd

Tesla and SpaceX merger officially announced by December 31?

The crowd puts a Tesla-SpaceX merger announcement at roughly 40% by year-end; after stress-testing both sides, superthesis lands lower — about 30% — because two legal preconditions remain unresolved and one has been refuted.

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Market Watch·6 pts below crowd

FDA approves Retatrutide this year?

The crowd prices retatrutide's 2026 FDA approval at 12%; after arguing both sides, superthesis lands at 6% — the regulatory clock alone makes a same-year approval arithmetically unreachable under any standard pathway.

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Market Watch·4 pts below crowd

Fed rate hike in 2026?

The crowd gives this ~59%; after arguing both sides, superthesis lands at 55% — a near-coin-flip where the origin of inflation, supply shock versus demand, is the central pivot.

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Market Watch·4 pts above crowd

OpenAI IPO before 2027?

The crowd prices this at ~53%; after arguing both sides, superthesis lands slightly higher — about 57% — with the analytical interval running from 49% to 65%.

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Market Watch·3 pts above crowd

Anthropic IPO before 2027?

The crowd gives this ~71%; after arguing both sides, superthesis lands close — at 74% — with both reads anchored by Anthropic's June 2026 confidential S-1 filing and a market window that is, so far, wide open.

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Market Watch·2 pts below crowd

Billionaire one-time wealth tax passes in California election 2026?

The crowd gives this ~21%; after arguing both sides, superthesis lands marginally lower — about 19%.

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Market Watch·2 pts above crowd

Will the US confirm that aliens exist before 2027?

The crowd prices this at ~10%; after arguing both sides, superthesis lands at ~11% — two independent methods, one skeptical conclusion.

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