Circuit tracing is an exciting technique for revealing a LM's internal computation, but interpreting its attribution graphs takes an expert 1–2 hours. Our new #ICML2026 Mech Interp paper presents a simple LLM pipeline for automating this step; $0.05-0.60 and 3 minutes per graph.
