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Confidence Is Not Ownership

DEV Community·Kingsley Onoh·26 days ago
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What should a finance queue do when two credible records point at the same case? An invoice discrepancy and a contract breach can describe the same dispute. They can also describe two different disputes with the same counterparty, the same currency, and nearly the same amount. That is the trap in a finance operations queue. The data looks related before anyone has proved ownership. The Workbench ingests exceptions from invoice reconciliation, transaction reconciliation, contract lifecycle events, webhook dead letters, manual operator entry, and signed Hub fanout. Every source carries its own identifiers. Some are reliable. Some are only reliable inside the upstream tool that produced them. I had to decide what the system should do when a new exception looks like it belongs to an existing dispute. The tempting version is simple: compute a score, pick the highest dispute, attach the exception. That makes demos feel clean. Exceptions flow in, disputes become richer, and the queue stays small.…

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