The startup Goodfire released Silico, a mechanistic interpretability tool that lets engineers adjust model parameters during training. This capability allows for more precise control over behavior than previous methods offered. By peering inside the model, developers can identify and fix specific errors. It provides a concrete path for debugging complex LLM internal states.