The Self-Correcting AI Loop

An interactive exploration of how models can learn to diagnose, correct, and prevent their own failures.

Anatomy of the Self-Correction Process

1

Failure Detection

Is the model wrong or uncertain?

2

Causal Explanation

Why did the failure occur?

3

Counterfactual Targeting

What needs to change?

4

Counterfactual Generation

Create corrective data.

5

Geometric Update

Reshape the model's logic.

6

Failure Prevention

Learn a general lesson.