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Payments AI Architecture Strategy
Banks say AI catches the fraud. In production, the rules still do. visual preview
Jul 29, 2025 By Navin Agrawal AI systems 3 min read

Banks say AI catches the fraud. In production, the rules still do.

Nearly three-quarters of banks claim AI-powered fraud detection, but when a wire has to clear in under 100ms the model steps aside and deterministic rules make the call. The honest architecture is hybrid - and saying so is becoming a regulatory and legal requirement.

AI Fraud detection Banking technology Payments
Banking's authentication crisis: AI defeated the voiceprint visual preview
Jul 23, 2025 By Navin Agrawal Payments 3 min read

Banking's authentication crisis: AI defeated the voiceprint

Sam Altman told a Fed conference that AI has defeated most of the ways people authenticate today - voiceprints especially, clonable from a few seconds of audio. The fix is not a better voice system; it is rebuilding authentication around device-bound cryptographic keys.

Payments Banking security Authentication Passkeys
Payment APIs are having their USB-C moment with MCP visual preview
Jul 15, 2025 By Navin Agrawal AI systems 3 min read

Payment APIs are having their USB-C moment with MCP

Most payment integrations still look like 2015 - custom code per platform, months-long builds. The Model Context Protocol turns MxN integrations into M+N, and payment platforms are starting to ship it. The promise is real; so are the enterprise security gaps.

AI MCP Payments API architecture
Most banking cloud migrations fail for the same architectural reason visual preview
Jul 14, 2025 By Navin Agrawal Architecture 2 min read

Most banking cloud migrations fail for the same architectural reason

Teams treat cloud like a faster data center instead of a different computing model. Banking workloads are not web apps - and lift-and-shifting a mainframe to the cloud buys you cloud costs with mainframe complexity.

Architecture Cloud Banking technology Payments
APP fraud: real-time payments solved the wrong problem visual preview
Jul 7, 2025 By Navin Agrawal Payments 3 min read

APP fraud: real-time payments solved the wrong problem

Instant rails stripped out the friction that quietly prevented massive losses - and authorized push payment fraud walked straight through the gap. Once the money hits the rail it is gone, and multi-factor authentication cannot help when the victim authorizes the payment themselves.

Payments Fraud Real-time payments Risk
Tokenized money is a 2025 architecture problem, not a 2030 one visual preview
Jul 2, 2025 By Navin Agrawal Architecture 2 min read

Tokenized money is a 2025 architecture problem, not a 2030 one

The BIS just blueprinted a tokenized unified ledger and JPMorgan put a deposit token on a public chain - in the same week. The hard part for banks was never the blockchain. It is retrofitting core banking to carry programmable money without a big-bang migration.

Architecture Tokenized deposits Payments Blockchain
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