Rogue Quants · Component Catalog NVFP4 · W4A4 · 9 PARTS

Rogue
Quants.

4-bit weight, 4-bit activation quantizations of Qwen3.5-family vision-language models · packed in compressed-tensors with GPTQ + MSE, tuned for vLLM on NVIDIA Blackwell (GB10, sm_121). Near-lossless, single-GPU, several run through Heretic to strip refusals.

NVFP4format
W4A4precision
GPTQ + MSEmethod
GB10 · sm_121target
vLLMruntime
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The parts RQ / 2026
RQ-40B-DKDUncensored

Qwen3.6-40B Deckard

40B dense VL · Claude 4.6 Opus reasoning distill · uncensored.
Params40B
Active40B (dense)
Size25.6 GB
Perplexity6.89
Refusalsn/a
Context256K
MTP headn/a
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RQ-27B-TCAP-AAbliterated

ThinkingCap-27B

27B thinking VL · MTP kept bf16 for speculative decode · refusals removed.
Params27B
Active27B (dense)
Size18 GB
Perplexity7.25
Refusals8 / 100
Context256K
MTP headbf16
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RQ-27B-FABLE-UUncensored

Fable-Fusion-711 27B

27B thinking VL · uncensored (Heretic) · MTP + vision kept bf16.
Params27B
Active27B (dense)
Size20 GB
Perplexityn/a
Refusalsn/a
Context256K
MTP headbf16
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RQ-35B-ORN-XExperimental

Ornith-1.0-35B MoE

35B MoE (256 experts, 8 active) agentic coder · refusals removed.
Params35B
Active~3B · 8/256 experts
Size20 GB
Perplexity7.33
Refusals0 / 8
Context256K
MTP headn/a
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RQ-27B-CODER

Qwopus3.6-27B-Coder

27B agentic coder VL · tool-calling · censored reference.
Params27B
Active27B (dense)
Size18 GB
Perplexity6.63
Refusalsn/a
Context256K
MTP headbf16
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RQ-9B-QYTH-AAbliterated

Qwythos-9B Mythos

9B creative VL · Claude Mythos distill · 1M-token context.
Params9B
Active9B (dense)
Size7.5 GB
Perplexity8.25
Refusalsn/a
Context1M
MTP headbf16
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RQ-9B-ORN-AAbliterated

Ornith-1.0-9B

9B agentic coder · refusal direction removed (Heretic).
Params9B
Active9B (dense)
Size7.5 GB
Perplexity8.02
Refusals6 / 100
Context256K
MTP headn/a
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RQ-27B-CODER-AAbliterated

Qwopus3.6-27B-Coder

27B 256K agentic coder · tool-calling · refusals removed (2-round).
Params27B
Active27B (dense)
Size18 GB
Perplexity6.73
Refusals3 / 100
Context256K
MTP headbf16
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RQ-27B-V2-AAbliterated

Qwopus3.6-27B-v2

27B 256K general-purpose reasoner · refusals removed (2-round).
Params27B
Active27B (dense)
Size18 GB
Perplexity6.92
Refusals9 / 100
Context256K
MTP headbf16
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