modelify / examples /astra_program.json
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{
"op": "rank1_column_ablation",
"formula": "w_j <- w_j - alpha * (u^T w_j) * u",
"alpha": 6.0,
"top_k": 64,
"target": "residual_out_proj",
"layers": [
15,
19
],
"note": "alpha 6 multiplies the component by -5. alpha 1 removes it. u must be length d_model of the target matrix (1024 on Qwen3.5-0.8B)."
}