UnsiloedAI has LLMs extract raw values and emit code, making document math reproducible

SucceededMind · x · 2026-10-08

Most document AI only finds numbers already printed on the page. UnsiloedAI goes after the ones that aren't: the model extracts raw values, then generates deterministic code to compute the answer — the model defines the calculation, code does the math. The result is reproducible and inputs are auditable. Thomas Wiecki endorses the split: LLMs are fine at reading the page and naming the formula, bad at being the calculator. Extract numbers, emit code, run it.

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