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Payments AI Architecture Strategy
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
Jun 19, 2025 By Navin Agrawal AI systems 3 min read

Your fraud AI can't see what your data hides

Fraud-prevention AI demos dazzle, then meet reality - the bank's wire, ACH, card, and instant-rail data live in separate systems. A model that cannot see the whole customer cannot catch a fraudster who moves across all of them.

AI Fraud Payments Data architecture
Jun 5, 2025 By Navin Agrawal AI systems 3 min read

Building a RAG pipeline that processes documents with incremental updates

A build note from a RAG document system tested on real content. The retrieval was the easy part; the document lifecycle - incremental add/delete and domain separation - was the real work.

AI RAG Vector search Build notes
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