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6pm reads a VietQR entirely on the phone: a small TLV reader, a CRC-16/CCITT-FALSE check, a NAPAS template lookup. Then it opens the payer's bank app. For 28 apps that is a transfer link with account, amount and note filled in; for the rest, the app's home screen, the amount on the clipboard and the QR saved to Photos. This post walks through the code in packages/domain/src/vietqr/ and apps/mobile/src/features/scan/bank-handoff.ts . Everything quoted is from the repo, which is Apache 2.0. ...

Originally published at Trida AI . Copy as markdown An agent issues a refund. The payment call times out. Nothing in that timeout tells the agent whether the money moved. The request may have died on the way out, or the refund may have completed while the response died on the way back. Both worlds look identical from where the agent sits. So it retries. That is what it was built to do, and in the second world the customer has now been refunded twice. This is not a reasoning failure...

Most CMMC Level 2 projects go wrong at the very first step: scope. If you don't know which systems handle Controlled Unclassified Information (CUI), you can't know which systems need the 110 NIST SP 800-171 requirements. Start with the contract CUI reaches you through a contract. Look for DFARS 7012, flow-down clauses from your prime, and CUI markings on the documents you receive. Those tell you what data you're protecting. Follow the data Once you know what the C...

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