# CKT-WAM source code walkthrough: Teacher intermediate-layer feature extraction and AdapterBank routing

- Source: Guyuehome
- Published: 2026-10-29T06:28:00.000Z
- RoboHot: https://robohot.news/en/items/sos8anf2zyz2286bpqmblv45v
- Original: https://www.guyuehome.com/detail?id=2096147273604952065

## Summary

This CKT-WAM source code walkthrough focuses on Teacher intermediate-layer feature extraction, AdapterBank compression and routing, and the full pipeline for injecting Context into the Student WAM. The article breaks down this information pathway from teacher features to the student world model (WAM) section by section, together with the key code files.