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.
Read more ->Blog
Methodology notes, calibration updates, and product transparency.
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.
Read more ->
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.
Read more ->
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.
Read more ->
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.
Read more ->