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PaymentsAIArchitectureStrategy
Cross-platform integration: the patterns that actually hold visual preview
Jun 25, 2025By Navin AgrawalArchitecture3 min read

Cross-platform integration: the patterns that actually hold

Fiserv, Bottomline, and a core banking system each work fine alone. Wiring them into one payment chain is where projects go to die - and the difference between the ones that survive and the ones that become expensive lessons is a handful of boring resilience patterns.

ArchitectureSystem integrationPaymentsResilience
Instant rails: the reality behind the marketing visual preview
Jun 23, 2025By Navin AgrawalPayments3 min read

Instant rails: the reality behind the marketing

RTP cleared $246 billion in 2024 and the headlines said instant payments had arrived. The average transaction sizes tell a quieter story - this is high-value institutional money on a faster rail, not the consumer revolution that was promised.

PaymentsRTPFedNowInstant payments
Your fraud AI can't see what your data hides visual preview
Jun 19, 2025By Navin AgrawalAI systems3 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.

AIFraudPaymentsData architecture
RTP vs FedNow: the $10 million strategic divide visual preview
Jun 16, 2025By Navin AgrawalPayments3 min read

RTP vs FedNow: the $10 million strategic divide

An $8M deal chopped into 16 payments because one bank used FedNow. With TCH-RTP at a $10M limit and FedNow at $500K, transaction size is quietly deciding which rail a corporate treasurer can use.

PaymentsRTPFedNowTreasury
Why your payment modernization is backwards visual preview
Jun 10, 2025By Navin AgrawalArchitecture3 min read

Why your payment modernization is backwards

Most banks modernize core-first and treat compliance as the finish line. With Fedwire going ISO 20022-native in July 2025, that order is exactly backwards - compliance is the foundation, not the finish.

PaymentsArchitectureISO 20022Compliance
Building a RAG pipeline that processes documents with incremental updates visual preview
Jun 5, 2025By Navin AgrawalAI systems3 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.

AIRAGVector searchBuild notes
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