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**Anti-Pa**rallel **S**ubspace **T**raining for **O**rdered steering.
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<img width="419.5" height="277.5" alt="imagined old timey map of the loss function" src="https://github.com/user-attachments/assets/033af6ad-df2b-4f0f-b2c8-0b667579f74c" />
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*Serving up data-efficient inner alignment, one satisfying rotation at a time.*
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```
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<img width="832" height="554" alt="Nano banana's attempt to draw the loss landscape, I'm not sure if it helps understand the loss, but I like it" src="https://github.com/user-attachments/assets/1363cafe-24a9-458a-8f05-66b27cf5cb12" />
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<img width="832" height="554" alt="Nano banana's attempt to draw the loss landscape, I'm not sure if it helps understand the loss, but I like it" src="https://github.com/user-attachments/assets/033af6ad-df2b-4f0f-b2c8-0b667579f74c" />
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