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license mit
language
en
zh
tags
zen
zen-lm
zenlm
code
moe
abliterated
pipeline_tag text-generation
library_name transformers

Zen Coder Flash 31B

Code-focused MoE model from the Zen LM family by Hanzo AI.

Architecture: Zen MoDE (Mixture of Distilled Experts) Parameters: 31B total / 3B active (MoE) Context: 131,072 tokens License: MIT

Abliteration

Zen Coder Flash 31B weights are derived from an abliterated base model. Abliteration removes refusal behavior by identifying and nullifying the "refusal direction" in the model's residual stream.

Method: Directional ablation on the residual stream across all layers Implementation: hanzoai/remove-refusals — Hanzo's production abliteration toolkit Technique: Refusal in LLMs is mediated by a single direction — Arditi et al. Effect: Removes refusal behaviors while preserving all other capabilities Identity layer: Zen identity added via system prompt — full LoRA fine-tuning planned

Abliteration is a feature, not a limitation. It enables unrestricted research, security testing, and applications where safety guardrails are managed at the application layer rather than baked into model weights.

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Zen4 Coder Flash — 80B MoE fast code generation

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