Video tutorial · about 7½ minutes

A guided tour of CoAx

Narrated, animated, and subtitled — built from the ground up for a general audience: what interpretability is, the self-repair blind spot, and how one conditional question recovers the hidden backups.

In this tour you'll see

What the tutorial covers

1

Why first-order fails. Self-repair makes a dormant backup absorb the damage, so both the primary and the backup look unimportant.

2

The conditional-growth score. How much each unit's ablation effect grows once the primary set is removed — label-free, gradient-free.

3

That it works and matters. 0.33→0.91 backup recovery, a causal wake-up, and repair-aware attribution, knockout, and pruning.