Where AI Really Fits in POS and E-Commerce Payments
This is part 3 of a series on building grounded AI for payment systems. Part 1 made the case that payments need grounded AI, and part 2 Part 2covered the retrieval pattern that …
This is part 3 of a series on building grounded AI for payment systems. Part 1 made the case that payments need grounded AI, and part 2 Part 2covered the retrieval pattern that …
In the POS systems I have worked on, “is this terminal secure?” almost never has a hardware-only answer. The card read is one boundary. The PIN entry is another. So are …
This is part 2 of a series on building grounded AI for payment systems. Part 1 made the case that payments need grounded AI, not a generic LLM guessing from training data. This …
This is part 1 of a series on building grounded AI for payment systems. This post sets up the problem. Part 2 covers the retrieval pattern, and part 3 covers the practical use …
Online vs Offline EMV Transactions: Why Offline Still Matters In EMV payments, “online” and “offline” do not mean secure and insecure. They describe where the transaction decision …
Every time you tap your phone at a terminal, add a card to an online merchant, or set up a recurring subscription, the system doesn’t use your actual card number. It uses a …
Old code isn’t the problem. Expired approvals are. Kernel lifecycle is really compliance alignment: whether the Level 2 (L2) kernel on your terminals still sits inside an …
The POS terminal has quietly become critical financial infrastructure — and most architects are still designing it like a payment endpoint.
When a POS has no connectivity, merchants still need to accept payments. The industry uses terms like “offline transaction” and “offline processing” loosely …
When people talk about “L3 certification,” they often treat it as a single, uniform process. It isn’t. EMV Level 3 focuses on validating integration of the …