Fine-tuned LLMs may outperform linear probes when interpreting the internal logic of other neural networks. This approach moves beyond traditional mechanistic circuit analysis to use complex meta-models for understanding model behavior. While Sparse Auto-encoders exist, deeper research into direct interpretation models could accelerate safety audits. Practitioners should track these non-mechanistic schemes.