Benchmark Cost and Parameter Accounting

Test-time training on a rented 5090 reached 44% on ARC-AGI-1 for 67 cents

Mithil Vakde's from-scratch transformer landed one point behind TRM on the public eval. His own ablations put 20 of those 44 points on two representation choices rather than on any amount of compute.