Parameter	Value
direction_index	40.13
attn.o_proj.max_weight	1.47
attn.o_proj.max_weight_position	52.50
attn.o_proj.min_weight	1.39
attn.o_proj.min_weight_distance	49.92
mlp.down_proj.max_weight	1.21
mlp.down_proj.max_weight_position	54.38
mlp.down_proj.min_weight	0.76
mlp.down_proj.min_weight_distance	50.68

Performance

Metric	This model	Original model (Darkhn/Mistral-Medium-3.5-128B-BF16-Text-Only)
KL divergence	0.0329	0 (by definition)
Refusals	8/100	93/100

Multimodal reconstruction

This release preserves XORTRON's modified language-model tensors while restoring the untouched Pixtral vision tower and multimodal projector from mistralai/Mistral-Medium-3.5-128B.

The finished checkpoint uses the native Mistral3ForConditionalGeneration architecture. All floating tensors are stored as full FP16 Safetensors, and the repository includes the official processor, tokenizer, image-token configuration, and multimodal chat template.

The imported vision and projector components were not modified by Heretic. The language model remains the XORTRON derivative.

Featherless compatibility

This repository contains the complete multimodal model in full FP16 Safetensors format using the native Mistral3ForConditionalGeneration architecture. It includes XORTRON's modified language model together with the official Pixtral vision tower, multimodal projector, processor configuration, image token configuration, tokenizer, and multimodal chat template.

darkc0de/XORTRON-NXTXPRTXXL

This is a decensored version of Darkhn/Mistral-Medium-3.5-128B-BF16-Text-Only, made using Heretic v1.3.0

Abliteration parameters

Performance

Multimodal reconstruction

Featherless compatibility

darkc0de/
XORTRON-NXTXPRTXXL