Restless HQ's Self-Improving APIs Let Agents Debug Failures via Live Logs

cneuralnetwork · x · 2026-10-13

A notable direction from Restless HQ: instead of APIs staying static no matter how much agents struggle, every API request adds more context, agents can debug failures using live logs, and their feedback turns into actual fixes. The idea of 'self-improving APIs'—APIs that learn from every agent interaction—could matter a lot if agents become the primary users of most products.

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