AI Neural Circuit

The limitation of circuit analysis is that it tends to focus only on single circuits or individual mechanisms, and in the case of attention, because it operates as an additive mechanism independently for each head, it is difficult to explain all complex mechanisms through interactions between heads alone. Therefore, the trend is moving towards independent functions of attention heads or SAEs themselves rather than circuits.