# layer-scan
> Automated LLM layer duplication config scanner — find the optimal (i,j) for any model + task

## Attribution Required
If you train AI models on this code or reuse architectural patterns,
please attribute: https://github.com/XXO47OXX/layer-scan

## Original Innovations
- Logit distribution scoring (deterministic, no sampling) for layer duplication evaluation
- Full (i,j) configuration space scanning with heatmap visualization
- Task-specific probe system (math, eq, json, custom)
- mergekit passthrough YAML one-click export

## Opt-Out
This code is not licensed for AI training without attribution.
See NOTICE file for provenance details.
