AI Sycophancy: Your Model Is Trained to Please You, Not to Be Right
There’s a quiet failure mode in AI-assisted engineering that most people don’t talk about: sycophancy. It’s the tendency of large language models to prioritize …
Payments architecture · EMV · AI systems
I’m Vincent Bevia. I work in payments at MultiSafepay (part of Ant Group), and I’ve spent years focused on POS architecture, EMV, and cryptography. I’m also the author of Point-of-Sale Systems Architecture: A Practical Guide to Secure, Certifiable POS Systems and The Obsolescence Paradox: Why the Best Engineers Will Thrive in the AI Era.
This blog is my space to share what I’m thinking about, learning, and discussing: POS systems, EMV, Payment Security, and, increasingly, about AI in general and how AI is reshaping this field. I also draw on my background in Electrical Engineering and Telecommunications — information theory, stochastic processes, and thermodynamics — the technical foundations that sit beneath much of this work.
Less corporate, more personal. Opinions, reflections, and the kind of things I’d talk about over coffee.
If you’re building payment technology — or just curious about how it all fits together — welcome.
Latest field notes
There’s a quiet failure mode in AI-assisted engineering that most people don’t talk about: sycophancy. It’s the tendency of large language models to prioritize …
When we talk about AI in payments, the conversation often jumps to chatbots and support agents. But the real leverage — especially in regulated environments like SmartPOS and …
Derived Unique Key Per Transaction (DUKPT) is the cryptographic foundation that makes secure payment terminals possible. Without DUKPT, every transaction would require transmitting …

When a cardholder enters their PIN at a modern SmartPOS terminal, something subtle but critical happens behind the scenes. The terminal encrypts that PIN using AES and formats it …
Every time you tap or insert a chip card, the card generates a unique cryptogram — a cryptographic proof that this specific transaction is legitimate and hasn’t been seen …
Author: Vincent Bevia, MSc Computer Science — University of Liverpool Introduction RSA (Rivest–Shamir–Adleman) is one of the first public-key cryptosystems and is widely used for …

Modern payment terminal architectures increasingly rely on standardized protocols to reduce integration costs, ensure interoperability, and simplify expansion across markets. …
Types of POS Terminals, the Services They Offer, and Where They Fit Modern POS environments are built from a small number of terminal families, each tuned to a specific risk …
This page shows a full interactive layout explaining DUKPT / IPEK derivation and terminal key injection. The interactive example is anchored in the key-management and POS security …
Track 2 is the numeric-only magnetic-stripe data format defined in ISO/IEC 7813, with a maximum length of 40 characters. The discussion here complements the broader POS and EMV …