python

58 stories

Stories

My Agent Never Hallucinates Invoice Decisions — Here's the Hard Rule That Prevents It
I've watched LLMs confidently recommend approving an invoice for an amount that doesn't appear in the purchase order, the invoice, or any past decision. They do it with high confidence and well-structured reasoning. The reasoning sounds right. The number is invented.
Dev.to AISep 29, 20264 min read
My AI Sales Rep Learned From Hang-Ups With Hindsight
The worst call my voice agent ever made went like this: "Hi Imran, Aisha from TableTap. Our billing app starts at just nine hundred ninety nine rupees a month." Imran runs a cloud kitchen.
Dev.to AISep 29, 20268 min read
Only Resolved Incidents Survive a Restart in My Hindsight Bank
I built an incident-diagnosis agent that remembers every outage we've resolved. The interesting part isn't the diagnosis. It is the persistence boundary I ended up drawing, and how much of the system's value lives on one side of it.
Dev.to AISep 29, 20265 min read
What Hindsight Recall Changed About How My Agent Reads Invoices
For a long time, every invoice my agent saw was the first invoice it had ever seen from that vendor. It read the PDF, pulled out the fields, made a call, and forgot everything the moment the page reloaded.
Dev.to AISep 29, 202610 min read