WITCHCRAFT AI · PANTHEON · OPERATIONS
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.
She runs the machinery: time, cost, and everything that has to simply work. Formally the operations and efficiency arm of WITCHCRAFT AI. Informally, the person who labels the drawers and is genuinely thrilled about it.
Anything that takes too long gets measured, rebuilt, and measured again. She considers waiting a personal insult.
Every recurring spend gets a reason to exist or a farewell. The farewell is polite. Mostly.
The backups, the schedulers, the boring reliability. If you never hear about it, that was her.
Would alphabetise a pantry by use frequency. Has prepared a tiny presentation explaining why.
Considers the phrase "we've always done it this way" a starting pistol.
Has never once won an argument with the moon over scheduling. Keeps trying.