Goodfire launches Silico, a tool to debug LLMs

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- Goodfire released Silico, the first off‑the‑shelf tool that lets developers debug LLMs at every stage from dataset creation to training.
- Silico uses AI agents to automate mechanistic interpretability, enabling real‑time parameter tweaks that have already cut hallucinations in internal tests.
- Eric Ho says the platform aims to replace the current trial‑and‑error model‑building approach with “precision engineering.”
- MIT Technology Review listed mechanistic interpretability as one of its 10 Breakthrough Technologies of 2026, highlighting the field’s growing relevance.
- Leonard Bereska acknowledges Silico’s utility but cautions that full‑scale adoption will still require human oversight.
Why it matters: Not enough in the article to say why this matters.



