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Notes from the build

Engineering notes from CyphronTech on building AI into real products: architecture, code and the checks that keep AI output honest.

Diagram of how Proofly reviews a chargeback, from the order database to human approval or manual review

Why Our Chargeback AI Doesn't Trust Itself

4 October 2026 — How Proofly checks every AI chargeback recommendation against the merchant's own records, with the architecture, verified citations and safety-net code.

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