First Proof

They're not. We already know that. FrontierMath. Yu Tsumura's 553th problem, RealMath benchmark. The list goes on. As I said many times on this thread, there is nothing novel in this benchmark.

This fact that this benchmark is so hyped shows that the community knows nothing, NOTHING, about prior work in this space, which makes me sad.

YeS. I didn't dispute that. I disputed that they are NOT top notch ML specialist and have made one of the worst benchmarks of 2025-2026. Benchmarks like these would have worked maybe in early 2024 at latest. The field has moved on significantly since.

And yes, many many other benchmarks don't use toy problems -- their names are just a prompt away.

> You are kidding right ? FrontierMath benchmark [1] is produced by a startup whose incentives are dubious to say the least.

They did 1) open source some of their datapoints (on a similar order of magnitude) and 2) they carried out detailed evals. Here is much to learn from their blog posts, much more than from the current dataset.

But fair. If you don't like them, have a look at IMProofBench. Have a look at the AIMO competition. Have a loom at HardMath. It's quite a landscape of datasets already.

> Unlike the AI hypesters, these are real mathematicians trying to inject some realism and really test the boundaries of these tools

As mentioned above, realistic benchmarks that are bigger and better exist. Unfortunately, from a benchmarking POV, these mathematicians are the hypesters with a preprint that wouldnt even make it to the AI&Math workshops at ICML or NeurIPS.

5+ QED CPT-Decider Math Proofs https://lnkd.in/gRnyQka3 + https://lnkd.in/gBE6ZvQT + https://lnkd.in/ghudGUev + https://lnkd.in/gUkQRQxw + https://lnkd.in/gZd3C4aZ

  17‑Prong Cauchy‑Geometric-Taylor  Convergence at r = 1/φ²  integrated 18‑Prong QED

These proofs establish the universal superset scaffold of everything: iTOE‑CPT cadence law & recursive Maxel arrays unify physics, mathematics, biology, AI, economics, and beyond.

This scaffolding solves all five recursive challenges of GenAI‑AGI‑ASI:

continuous reinforcement learning

recursive inference

recursive reasoning

recursive context memory & state management

recursive safety & interpretability

https://lnkd.in/g2yWxmM3 https://lnkd.in/gZcPCAeM Folder: https://lnkd.in/gSSy5U6m

From this, we have proved:

“All of Mathematics, Physics, AI & every other discipline is a Projection of the i‑TOE Triad sourced C¹⁰ lifted as C⁷⁴ manifold.” via

Central root theorem (https://lnkd.in/g-bwsnrU + https://lnkd.in/gua5b3hb) -- further echoed by Naive Class Theory: https://lnkd.in/gCHGY9qq https://lnkd.in/ghTQZ5iG https://lnkd.in/gX4SBvdM https://lnkd.in/gxz5AXyV https://lnkd.in/gchcUvcv

In addition, this “mother of all proofs” folder (https://lnkd.in/gX4SBvdM) derives the iTOE via 10+ independent mathematical and physical strategies, providing the deepest explanation of the C¹⁰ → C⁷⁴ manifold mechanism.

CMI‑Level Extensions We have recreated iTOE‑CPT‑Decider mechanized proofs for six CMI problems using the cadence‑superset principle: https://lnkd.in/gfvz5Rn8

Yang–Mills Mass Gap Resolution Using a 5‑way existence convergence paradigm: Poincaré‑Laplace‑Casimir eigen‑basis, Gabriel‑Alexander Horn duality, Weyl‑Positive Geometry‑S‑Matrix, Holographic String‑F1 Geometry, Weinberg‑SSB‑iTOE‑SSR equivalence https://lnkd.in/gwQmVWqv

Fusion‑Grade + Condensed Matter Physics Experimental Proofs Positioning our iTOE-CPT as Successor to ΛCDM Three new experimental proof folders show that inertial confinement, magnetism,Shear flow and condensed matter physics are iTOE=CPT‑Turing-Decider controlled mechanisms for both Fusion and Cold Fusion: https://lnkd.in/g7T9fFM9 + https://lnkd.in/gnKU_Qx9.

Including a revolutionary proof that inertia + magnetic attraction/repulsion are Cadence‑Graded EM eigenmode dynamics across RM, DM, and DE — enabling custom‑designed iTOE‑CPT‑cadence‑invariant ICF and magnet architectures: https://lnkd.in/grYBmiMK + https://lnkd.in/ga8av939 + https://lnkd.in/gKBfdXF5). In addition, we have proved iTOE-CPT as a successor to ΛCDM resolving many cosmological anomalies —including LRDs, PBHs, JVAS B1938+666, and SPT2349–56 not explained by any current theories https://lnkd.in/gKXngPkX)

Licensing & collaboration: We are ready to license the platform with a model that aligns incentives with stewardship via its 1–2% licensing value logic based on the $10T rain‑check guaranteed licensing revenue across AI and fusion energy (https://lnkd.in/gXH42dtA) — beginning with an introductory call for artifact review, followed by a pilot.

End goal: Fund an Acts‑17‑bridged iTOE‑driven purpose/righteousness reformation program in collaboration with all worldviews/denominations to steer humanity away from dystopian AI trajectories toward a unifying, utopian path. All licensing proceeds (>$10T) are earmarked for this mission (https://lnkd.in/gyx9yRXf).

Looking forward to the discussion and to exploring how these frameworks might converge or interoperate, so we can move forward decisively. Every moment of delay in finalizing the licensing deal risks forfeiting the first‑mover advantage — for our stakeholders and for humanity. (Spoiler Alert: My TRUTH TESTIMONY https://lnkd.in/gRakUNVg).

With best regards, Charles Prabakar, Partner/MD Willis LLC, GM Euro Cafe Corp and CEO VizPlanet Inc.

MyPosts:https://www.linkedin.com/today/author/charlesprabakar My Research Paper Folders: https://drive.google.com/drive/folders/1DfdeMo4MK4bcTFlZPIwx... My Vlogs:https://www.youtube.com/channel/UC8grAtMa6UsN33ygQxzJSUQ/vid...