# Learning to propose parameter changes

ID: models-editing-models
Canonical: https://rezonansapp.com/nodes/models-editing-models
Version: 1
SHA256: ebab9b35ea73b62b7c89d634339ee87651096ef0f7e5ea23ac384e0080f61b01
Epistemic kind: reconstruction

## Question

Can a model propose useful changes to another model from structural and conceptual information?

## Formulation

The proposal ranges from interpreting hidden layers to predicting operations and choosing updates. A concrete suggested test is adding a new token and proposing its parameters from a conceptual description.

## Tension

Understanding, predicting, and modifying a model are distinct capabilities.

## Challenge

What evidence shows that a proposed edit generalizes beyond the supplied concept description?