By Navin Agrawal Architecture 3 min read

ISO 20022's real deadline is a data migration, not a message change

The translator is ready, the mapping is tested, the structured fields are wired - and the project is still not on track, because the customer records are missing structured address data across KYC, core banking, and correspondent files. In November 2026, SWIFT, SEPA, and CHAPS start rejecting unstructured addresses, and most banks are framing the wrong problem.

By Navin Agrawal Architecture 2 min read

Payment platforms have docs. Almost none have a developer experience

Payment integration usually starts with a PDF, a sandbox that takes days to provision, and a support email that answers in 48 hours - and the third email is where patience dies and a competitor gets Googled. I built a self-service workbench to close the distance between what a platform can do and what a developer can figure out alone.

By Navin Agrawal AI systems 3 min read

Multi-model is the new multi-rail

Every payment system routes across multiple rails - ACH fails, traffic moves to wire, and wire is dear for small amounts so you route to RTP. Most AI systems still call one model and hope it stays up. The LLM gateway is the same routing engine payments has run for decades, and it needs the same three things to count.