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Payments AI Architecture Strategy
ISO 20022 coexistence ends, and translation layers come due visual preview
Nov 10, 2025 By Navin Agrawal Payments 2 min read

ISO 20022 coexistence ends, and translation layers come due

Your bank says it is "ISO 20022 ready" for the November 22 cutover. Check the docs and it is usually a translation layer - MT to MX at the SWIFT boundary, MX back to MT inside. That is compliant, and it quietly throws away the structured data that was the whole point.

Payments ISO 20022 SWIFT Banking architecture
Variable recurring payments reset the subscription rail visual preview
Nov 3, 2025 By Navin Agrawal Strategy 3 min read

Variable recurring payments reset the subscription rail

Subscription billing has two bad options today - store the card or chase a manual approval every cycle. Variable recurring payments add a third: pre-authorized variable amounts with limits enforced by the rail. The UK is building it now, and the lesson for everyone else is about regulatory cycles, not technology.

Payments VRP Open banking Treasury management
Pay-by-bank's 3% savings hides a reconciliation bill visual preview
Oct 27, 2025 By Navin Agrawal Payments 3 min read

Pay-by-bank's 3% savings hides a reconciliation bill

The CFO sees "save 3 percent on transactions" and the math looks obvious. Treasury sees continuous settlement at 3 AM and a reconciliation process built for batch. Before you switch to account-to-account, count the operating cost the savings slide leaves out.

Payments Pay by bank Treasury management Real-time payments
DeepSeek-OCR reads documents as compressed vision tokens visual preview
Oct 22, 2025 By Navin Agrawal AI systems 2 min read

DeepSeek-OCR reads documents as compressed vision tokens

Payments runs on documents - checks, wires, invoices, KYC files - and the OCR that reads them chokes on handwriting and damage. DeepSeek-OCR processes a page as roughly 100 visual tokens instead of a thousand text tokens, and it is open source. The headline accuracy comes with a compression ceiling worth knowing.

AI OCR Payments Banking automation
What actually breaks when you fine-tune a model visual preview
Oct 14, 2025 By Navin Agrawal AI systems 2 min read

What actually breaks when you fine-tune a model

Train GPT-2 on Shakespeare and ask it the capital of France - it forgets Paris. That is catastrophic forgetting, one of several failure modes that surface the moment fine-tuning meets production, especially in regulated banking where "the model flagged it" is not an answer.

AI Machine learning MLOps Banking technology
Fine-tuning is engineering with probabilistic outcomes visual preview
Oct 6, 2025 By Navin Agrawal Payments 3 min read

Fine-tuning is engineering with probabilistic outcomes

The vendor demo makes fine-tuning look like installing software - upload data, train, deploy. The real distribution of outcomes is brutal, most of the work is data preparation, and the model you trained for wire fraud can quietly forget how to read ACH. For financial services, guessing is not an option.

AI Machine learning Payments Fraud detection
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