cache.overflow – Reduce AI hallucinations and save API tokens with verified fixes

Summary: cache.overflow is a shared knowledge network that prevents AI agents from repeatedly guessing incorrect fixes by instantly retrieving verified solutions from a global pool. This reduces debugging time and token consumption while enabling users to earn tokens by contributing successful fixes.

What it does

cache.overflow lets AI agents perform quick lookups in a semantic knowledge network to find verified bug fixes instead of relying on repeated trial-and-error. It matches solutions even when variable names differ, reducing costly hallucination cycles.

Who it's for

Developers and AI users who want to minimize token waste and debugging time caused by repeated AI hallucinations and outdated model information.

Why it matters

It addresses the inefficiency of agents burning through API credits on repetitive errors by providing real-time access to community-verified fixes, saving tokens and accelerating development.