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I built an epistemic gate to stop LLM data poisoning during fine-tuning. Tested across 5 architectures, orchestrated on a 2006 Toshiba laptop for $0.

This story is from 2026-09-04. It is preserved in the archive; the latest stories are on the live feed.

Hi everyone, For a long time, the AI industry has pushed the narrative that advanced safety research, data poisoning auditing, and model alignment require massive clusters and millions of dollars. I wanted to test if that's true. Over the last few months, using a 2006 Toshiba Satellite (2GB RAM) fo…

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  1. 2026-09-04 23:41 · DEV Community — Machine Learning
    I built an epistemic gate to stop LLM data poisoning during fine-tuning. Tested across 5 architectures, orchestrated on a 2006 Toshiba laptop for $0.

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