Mathematical Reasoning

The Benchmark That Will Expose AI’s Biggest Flaw

Current AI benchmarks like ARC and GSM are hackable pattern-matching tests. Langford sequences offer a deterministic, combinatorial gauntlet that forces genuine reasoning—revealing whether AI is truly thinking or just guessing. The unsettling truth: we may be benchmarking the wrong thing, and superintelligence could arrive without us noticing.