NPCI rail routing with human-in-the-loop
UPI, IMPS, NEFT, RTGS — which rail depends on amount, urgency, and success history. A deterministic chooser with a HITL gate for high-value transactions.
Human-in-the-loop (HITL) patterns keep humans in the decision chain for high-stakes actions. Articles cover HITL requirements in clinical decision support, payment approval workflows, and the queue-based architectures that make human review scalable without blocking system throughput.
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UPI, IMPS, NEFT, RTGS — which rail depends on amount, urgency, and success history. A deterministic chooser with a HITL gate for high-value transactions.
All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.