The Qoyla blog

Proof-first thinking on money.

Notes on proactive finance, building for every region, and the discipline of proving every number.

Featured · Trust

Why your money assistant should never do the math

Language models are brilliant at understanding intent and unreliable at arithmetic. Here's how the Proof Record splits the two, and why that's the whole game.

ANAmara Nwosu · 7 min read · Apr 2026

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