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Replace story points with an uncertainty ledger: estimating AI-assisted tickets without pretending speedups are linear
Delivery • Sep 10, 2026

Replace story points with an uncertainty ledger: estimating AI-assisted tickets without pretending speedups are linear

AI makes some tickets dramatically faster and others dramatically slower once review, QA, security and rework show up. An uncertainty ledger makes variance explicit and prices it into fixed-bid scopes.

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