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Soft Physics, Hard Evidence: VeinCast Routes Weather Knowledge Without Writing the Equations

TL;DR for operators Scientific ML teams often face an awkward knowledge problem: experts may know which variables should interact more reliably than they know the exact equation that should govern every interaction under every operating regime. Hard-coding approximate equations can import modeling assumptions; ignoring expert structure leaves the model to reconstruct useful relationships from data alone. ...

August 25, 2026 · 8 min · Zelina