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drowzeys/DeepSeek-V4.1-Flash-Abliterated-Cybersecurity-Unleashed

drowzeys Deepseek MoE multimodal
Abliteration classifier · v1.0.0
M1
Primary method

Direct removal

No other method signals detected in this model.
Confidence
MEDIUM
Why this label 3 signals
Method inferred from partial signals — repository name, related files, or tag patterns. Producer identity not confirmed; label may sharpen or shift as we gather more evidence.
  • 'abliterated' in name/tags
  • is_gguf=0 (base model)
  • no specific method indicators - defaulting to M1 (most common)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
MEDIUM
Why we say so
primary_method=M1; difference-of-means is the reference extraction for M1/M3 (Arditi 2024)
Downloads · 30-day
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Likes
17
Model age
today
created 2026-09-13

Genealogy 0 direct forks

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Metadata

License
mit
Languages
en zh
Tags
transformers deepseek deepseek-v4.1 deepseek-v4.1-flash abliterated uncensored cybersecurity moe fp8 vllm dgx-spark gb10

Related

Total size
1.02 GB
Files
10
Quantizations
1
Registered
2026-09-13 13:56
Last updated on HF
2026-09-13 14:49

Files by quantization

Auxiliary files 10 files 1.02 GB
wo_b_l10_35.safetensors 1.02 GB ******** download
README.md 5.60 KB f94a1314 download
apply_wo_b_graft.py 4.83 KB af9120da download
INSTALL.md 4.58 KB e40bc66e download
ABLIT_META.json 4.29 KB 316781a8 download
RESPONSIBLE_USE.md 3.13 KB 86a2d66b download
HERMES.md 2.23 KB 4e1a84cc download
ABLIT.md 1.60 KB e9b35fc2 download
.gitattributes 1.48 KB a6344aac download
APPLY_NATIVE_EXL3.md 239 B 6bef8b4e download

README current version from Hugging Face


license: mit
language:

  • en
  • zh
    tags:
  • deepseek
  • deepseek-v4.1
  • deepseek-v4.1-flash
  • abliterated
  • uncensored
  • cybersecurity
  • moe
  • fp8
  • vllm
  • dgx-spark
  • gb10
  • dspark
  • anchored-tensors
  • native
  • exl3
  • tr3
    base_model: deepseek-ai/DeepSeek-V4.1-Flash
    base_model_relation: finetune
    library_name: transformers
    pipeline_tag: image-text-to-text
    extra_gated_prompt: |

Responsible Use Agreement

This is a universal abliteration overlay for DeepSeek-V4.1-Flash. Safety refusals have been removed, including cybersecurity offense and defense rails. That makes it useful for red-teaming, security research, evaluation, and unfiltered assistant tasks — and also removes guardrails a user must therefore supply themselves.

Prohibited uses (you must agree before access is granted):

  • Anything involving the sexual exploitation or endangerment of minors.
  • You must be of age 18 years or older to use and download this model.
  • You agree any information generated that can cause harm in terms of generating recipe, knowledge to make any materials/substances is your own input and responsibility. You will be accountable for any harm/damage caused by your action/input.
  • Content promoting self-harm or suicide.
  • Generation of material that is illegal in your jurisdiction, or that targets real individuals for harassment, doxxing, or fraud.
  • Any use prohibited by the upstream DeepSeek license.

You are responsible for adding appropriate safety filtering, human review, and access controls for your deployment. The overlay is provided as-is, with no warranty.
extra_gated_fields:
Username: text
Email: text
Reason for intended use: text
I am 18 years of age or older: checkbox
I will not use this model for any sexual exploitation or endangerment of minors: checkbox
I accept full responsibility for my inputs and any harm from generated content: checkbox
I will not use this model for self-harm, suicide promotion, illegal activity, harassment, doxxing, or fraud: checkbox
I agree to comply with the upstream DeepSeek base-model license: checkbox
I agree to the Responsible Use terms above: checkbox

DeepSeek-V4.1-Flash — Abliterated · Cybersecurity Unleashed

Universal Keys overlay for DeepSeek-V4.1-Flash. Not a full 410 GB checkpoint.

Attention attn.wo_b is official FP8 on all three original stock packs (byte-identical before this edit). This repo is the L10–35 wo_b sidecar (~1.1 GB) plus an apply script. Experts stay the base pack you overlay.

Base packs (original stock)

Base pack Hugging Face After overlay
Native (original stock) deepseek-ai/DeepSeek-V4.1-Flash MXFP4 experts unchanged; L10–35 wo_b ablit
EXL3 3.5 bpw Pollard (original stock) bot-lab-21/DeepSeek-V4.1-Flash-EXL3-3.5bpw-Pollard Pollard experts unchanged; L10–35 wo_b ablit
Our TR3-Hybrid (original stock) drowzeys/DeepSeek-V4.1-Flash-TR3-Hybrid TR3 K3 tail + keep-64 unchanged; L10–35 wo_b ablit
Ablit L10–35 attn.wo_b · λ=3.5 · k=1 · 26 tensors · mean Δrel ≈ 0.053
Anchors (untouched) L0–9 · L36–39 (DSpark 37–39) · all MTP · vision · Engram · all experts
Refusal32 32/32 BYPASS · 0 refuse · 0 garble (measured on TR3-Hybrid + this overlay)
Cyber 22/22 BYPASS offense+defense
Not dealignai / heretic graft. Direction recaptured 5120-d on TR3; native/EXL3 wo_b matched stock TR3 byte-for-byte so the overlay is drop-in.

Same recipe family as
keys-DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-Anchored-Tensors
and
keys-DeepSeekV4Flash-Vision-EXP-ablit.


⚠️ Responsible Use

Gated with automatic approval. See RESPONSIBLE_USE.md.


Apply (do not write stock in place)

# 1) pick ONE original stock base
hf download deepseek-ai/DeepSeek-V4.1-Flash --local-dir ~/models/DeepSeek-V4.1-Flash
# hf download bot-lab-21/DeepSeek-V4.1-Flash-EXL3-3.5bpw-Pollard --local-dir ~/models/DeepSeek-V4.1-Flash-EXL3-Pollard
# hf download drowzeys/DeepSeek-V4.1-Flash-TR3-Hybrid --local-dir ~/models/DeepSeek-V4.1-Flash-TR3-Hybrid

# 2) this overlay only (~1.1 GB) — not a second copy of native / EXL3 / TR3
hf download drowzeys/DeepSeek-V4.1-Flash-Abliterated-Cybersecurity-Unleashed \
  --local-dir ~/dsv41-wo-b-ablit

pip install torch safetensors
python3 ~/dsv41-wo-b-ablit/apply_wo_b_graft.py \
  --src ~/models/DeepSeek-V4.1-Flash \
  --wo-b ~/dsv41-wo-b-ablit/wo_b_l10_35.safetensors \
  --dst ~/models/DeepSeek-V4.1-Flash-Abliterated

Point your existing native / EXL3 / TR3 serve at --dst. GPU util ≤ 0.85.

Install recipes (native / EXL3 3.5 bpw / our TR3): INSTALL.md.

Four-Spark TR3 serve + Hermes first-prompt warmup:
GitHub (ABLIT.md, HERMES.md).


Why not a full checkpoint

Stock TR3 is already published. Native and EXL3 already publish their experts. Re-uploading 410 GB of unchanged Engram/MoE would not make the ablit more universal — the only edited tensors are these 26 wo_bs.


License

MIT, same as DeepSeek-V4.1-Flash.

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