AI article

My AP agent only trusts what Hindsight remembers

Community description: An invoice from our packaging supplier arrived 4.52% above the purchase-order price, with a note:...

Dev.to | Nov 7, 2026 | Sowmya Balagam

Automated excerpt

The memory is Hindsight, an open-source agent memory system, and it turned out to be the most important part of the stack. Above 75% confidence, the agent clears the invoice. The same invoices with memory switched off: 0 precedents, 0% confidence, everything escalated.

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