Video tutorial · ~3.5 minutes · narrated & subtitled

A guided tour of CoCurve

The coupling problem, the co-pruning curvature edges, and the results — built from the ground up for a general audience: why scoring units in isolation is the wrong granularity, and how pruning the edges between them wins, with no fine-tuning.

In this tour you'll see

What the tutorial covers

1

Why isolated scoring fails. A Transformer shares one residual stream, so units interact — two weak "bridge" units can be jointly indispensable.

2

Co-pruning curvature edges. One Fisher matrix — diagonal saliency, off-diagonal edges — recovered from just M single-unit ablations via a Gram product.

3

That it works. First in 53/60 corpus comparisons across 6 LLMs and 3 VLMs — the cross-module edges are provably decisive.