In an internal 200-question test drawn from six public AI benchmarks, our Hecate method raised Gemini 4 Argon's score from 58% to 85% on the same questions. Internal and not independently audited; some questions were reformatted, so these figures are not comparable to official leaderboards.

In a follow-up open-ended math test (HMMT, BRUMO and CMIMC 2025), the Hecate method scored 84% versus 72% for Gemini 4 Argon answering without code tools. Internal, not independently audited.

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