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Generic AI tools are fine for a first draft. On your real documents and numbers they guess, and confident guesses cost you. Here is what a proper custom AI buil

OCR does not fail noisily. It fails toward plausibility: a 6 becomes an 8, a comma becomes a full stop. In prose you are the error correction. In a table of fig

A typeset page encodes meaning into position. The PDF keeps the positions and discards the meaning, so document AI has to guess back everything the compositor k

I measured the assumption that a retrieval similarity score can tell you when a RAG system is out of its depth. On a small Romanian question-answering corpus, t

Most due diligence software is really a virtual data room, secure storage and Q&A, not analysis. This 2026 guide explains the two categories, compares the main

A silent bug: WebP og:images and hero s don't import into Medium or render social previews. The exact fix, an auto-generated JPG twin per hero, with code.

Most email-tool reviews are written by clicking through a dashboard. I barely touched one. I rebuilt a live store's abandoned-checkout recovery flow through Seq

Both read a CIM in minutes. Both will invent a confident wrong number. The real comparison for a deal is not which model is smarter, it is which one you force t

An honest account of what AI diligence does well, where it fails quietly, and the one standard that separates useful automation from dangerous automation, writt

Fable 5 was suspended for two weeks over a safeguard bypass, then redeployed with stronger guardrails and a proposed industry standard for scoring AI jailbreaks

Yes, for the first-pass read, but only under one condition: verification. Where AI is trustworthy in diligence, where it fails quietly, and the cite-or-cut stan

Twenty single-job Claude agents for reading acquisition deals, each built to cite every claim back to its source or discard it. Open-source, MIT.