2026-09-08 - Adam Murphy
Was Navier-Stokes Proven in 2026?
As of September 2026, Clay still lists Navier-Stokes unsolved. Forced blowups were announced; the unforced prize problem is still open.
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Methodology notes, calibration updates, and product transparency.
2026-08-24 - Adam Murphy
How Do You Know If Your Science Is Any Good?
For an independent researcher, getting an idea is often easier than getting an honest answer about it. This is the story of why we built TOE-Share — and what we learned trying to make AI review worth trusting.
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2026-08-10 - Adam Murphy
Someone Finally Checked
Checking science was always possible. However, checking has never been affordable.
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2026-07-30 - Adam Murphy
Did GPT-5.6 Sol Solve Erdős Problem 486?
GPT-5.6 Sol's proposed proof of Erdős problem 486 scored 4.2/5. See what held up, what to recompute, and why the problem is not settled.
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2026-05-11 - Adam Murphy
TheoryOfEverything.ai Beta Is Live
TheoryOfEverything.ai is officially in public beta. We launched the founder video, shared the platform publicly, welcomed our first subscribers, and shipped the review, calibration, video, and trust layers that make the beta ready.
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2026-05-07 - Adam Murphy
We Gave TOE-Share a Paper With a Known Error. It Found the Same Problem.
A physicist had already flagged a foundational error in a Proceedings of the Royal Society paper. We handed the original paper to our AI review system without telling it what to look for — and it independently landed on the same missing term.
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2026-05-04 - Adam Murphy
AI Just Found a 20-Year-Old Error in a Major Physics Paper. Three of Our Reviews Flagged the Same Neighborhood.
Lean caught a 20-year-old error in a widely-cited physics paper. We ran the same paper through TheoryOfEverything.ai three times — every run flagged the exact equations where the flaw lives.
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2026-03-24 - Adam Murphy
My Bet Is on the Automobile
Why the next breakthrough in physics won't come from a data center or a department — it'll come from the open road.
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2026-03-20 - Adam Murphy
Five AI Models Wrote the Same Paper. Here's What Happened.
Same quantum-centric supercomputing prompt, five frontier models, one blind multi-agent review panel — a 1.9-point score spread, a dispute that held, and QCAB going from 3.3 to published in four revision cycles.
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2026-03-18 - Adam Murphy
WSU Study Confirms What We Built TOE-Share to Fix
A Washington State University study found ChatGPT identifies false scientific claims correctly only 16.4% of the time. Here's why multi-agent architecture changes that equation.
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2026-03-17 - Adam Murphy
Why We're Calibrating TOE-Share — And Why It Matters
Every measurement instrument needs calibration. We're applying that same discipline to AI-powered peer review — running papers of known quality through the system and publishing the results.
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2026-03-16 - Adam Murphy
Introducing the TOE-Share Calibration Study
We're running a preregistered calibration study to demonstrate how our multi-agent AI review system performs across papers of known quality. Here's the methodology and what we're testing.
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