🌟 Qwen3.6 35B A3B Uncensored HauhauCS Aggressive Wasserstein Base model. HauhauCS/Qwen3.6 35B A3B Uncensored HauhauCS Aggressive 0/465 refusals. Thanks to HauhauCS Tensor drift repair by me. Method: Sig ScaleSync Wasserstein LLM models often have: Saturated weights : the model's activations are stuck, gradients vanish, outputs degrade Scale mismatches : one layer's weights are 10× larger than its peers for no good reason Mean drift : weight distributions shifted positive or negative, breaking symmetry assumptions My approach fixes all of that without retraining pure numerical surgery on the raw bytes of the file. Quantization script available here: https://pastebin.com/hXhcMJn9 Feel free to do your own quants if you want. Qwen3.6 35B A3B Uncensored HauhauCS Aggressive: Diagnostic & Repair Summary Overall Health Metric Value : : Weight tensors analyzed 500 Healthy (all criteria) 497 Repaired (C2 – scale misalignment) 3 Skipped (norms, embeddings, etc.) 233 Other criteria: C1 (saturation) = 0, C3 (W1 divergence) = 0, C4 (ReLU asymmetry) = 0. Repair Effectiveness Metric Before After Improvement : : : : S (saturation error) 0.0023 0.0008 63.7% W1 (Wasserstein 1) 0.0035 0.0008 76.2% Sc…
We use cookies for essential functionality and analytics. You can accept or reject analytics cookies.Cookie policy