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0xSero

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https://sybilsolutions.ai

0xSero
0xSero

AI & ML interests

Quantizing, benchmarking, training, and building.

Recent Activity

updated a model about 18 hours ago

0xSero/Kimi-K2.6-519B-NVFP4

published a model 2 days ago

0xSero/Kimi-K2.6-519B-NVFP4

updated a model 4 days ago

0xSero/DeepSeek-V4-Flash-Spark-GGUF

View all activity

Organizations

0xSero 's collections 10

Datasets — observations & calibration

REAP layerwise observations, calibration sets, and training data.

0xSero/deepseek-v4-flash-reap-observations-v1

Preview • Updated Apr 25 • 62 • 2
0xSero/gemma-moe-reap

Updated Apr 14 • 10
0xSero/glm-calibration-pile640-v2

Updated Apr 14 • 62
0xSero/glm47-calibration-1360

Viewer • Updated Apr 14 • 1.38k • 24 • 1

Qwen — REAP

REAP-pruned & quantized Qwen3.5 / 3.6 / Coder variants.

0xSero/Qwen3-Coder-57B

Text Generation • 57B • Updated 4 days ago • 23 • 2
0xSero/Qwen3-Coder-64B

Text Generation • 64B • Updated 4 days ago • 26 • 2
0xSero/Qwen3.5-264B

Text Generation • 263B • Updated 4 days ago • 24
0xSero/Qwen3.5-264B-FP8

Text Generation • 264B • Updated 4 days ago • 19

Nemotron — REAP

REAP-pruned & quantized NVIDIA Nemotron-3-Super.

0xSero/Nemotron-3-Super-64B

Text Generation • 64B • Updated 4 days ago • 182 • 6
0xSero/Nemotron-3-Super-64B-W4A16

Text Generation • 6B • Updated 4 days ago • 175 • 3
0xSero/Nemotron-3-Super-92B

Text Generation • 92B • Updated 4 days ago • 157 • 1
0xSero/Nemotron-3-Super-92B-W4A16

Text Generation • 6B • Updated 4 days ago • 167 • 2

Gemma — REAP

REAP-pruned Gemma-4 MoE.

0xSero/Gemma-4-19B

Text Generation • 19B • Updated 4 days ago • 462 • 19
0xSero/Gemma-4-21B

Text Generation • 21B • Updated 4 days ago • 1.23k • 97
0xSero/gemma-moe-reap

Text Generation • Updated 4 days ago • 1

DeepSeek — REAP

REAP-pruned & quantized DeepSeek-V4-Flash / V3.2.

0xSero/DeepSeek-V3.2-345B-W3A16

Text Generation • 2B • Updated 4 days ago • 141 • 10
0xSero/DeepSeek-V3.2-508B-NVFP4

Text Generation • 2B • Updated 4 days ago • 73
0xSero/DeepSeek-V4-Flash-162B

Text Generation • 92B • Updated 4 days ago • 890 • 9
0xSero/DeepSeek-V4-Flash-162B-GGUF

Text Generation • 163B • Updated 4 days ago • 1.28k • 4

Trinity — REAP

REAP-pruned & quantized Trinity-Large-Thinking.

0xSero/Trinity-337B

Text Generation • 337B • Updated 4 days ago • 16
0xSero/Trinity-337B-W4A16

Text Generation • 46B • Updated 4 days ago • 15

Other models

Hy3, Kimi-K2.5, INTELLECT-3, NousCoder.

0xSero/Hy3-299B-FP8

Text Generation • 299B • Updated 4 days ago • 335
0xSero/Hy3-299B-NVFP4

Text Generation • 169B • Updated 4 days ago • 1.04k • 2
0xSero/INTELLECT-3-57B

Text Generation • 57B • Updated 4 days ago • 34 • 4
0xSero/NousCoder-14B-SFT

Text Generation • Updated 4 days ago • 17 • 5

MiniMax — REAP

REAP-pruned & quantized MiniMax-M2.1 / M2.7.

0xSero/MiniMax-M2.1-139B

Text Generation • 139B • Updated 4 days ago • 98 • 9
0xSero/MiniMax-M2.1-162B

Text Generation • 162B • Updated 4 days ago • 88 • 4

GLM — REAP

REAP-pruned & quantized GLM-4.x / 5 / 5.1 (+ Flash fine-tunes).

0xSero/GLM-4.6-218B-W4A16

Text Generation • 2B • Updated 4 days ago • 27 • 8
0xSero/GLM-4.7-185B

Text Generation • 185B • Updated 4 days ago • 92 • 19
0xSero/GLM-4.7-185B-W4A16

Text Generation • 2B • Updated 4 days ago • 164 • 69
0xSero/GLM-4.7-202B

Text Generation • 202B • Updated 4 days ago • 18 • 2

Proven REAPs

Benchmarked REAP checkpoints with >=500 all-time downloads. GLM/Qwen/MiniMax/DeepSeek/Kimi/gemma.

0xSero/GLM-4.7-185B-W4A16

Text Generation • 2B • Updated 4 days ago • 164 • 69
0xSero/Qwen3.5-99B-GGUF

Text Generation • 99B • Updated 4 days ago • 909 • 9
0xSero/Gemma-4-21B

Text Generation • 21B • Updated 4 days ago • 1.23k • 97
0xSero/GLM-4.7-REAP-40-W4A16

Text Generation • 2B • Updated 4 days ago • 90 • 7

Datasets — observations & calibration

REAP layerwise observations, calibration sets, and training data.

0xSero/deepseek-v4-flash-reap-observations-v1

Preview • Updated Apr 25 • 62 • 2
0xSero/gemma-moe-reap

Updated Apr 14 • 10
0xSero/glm-calibration-pile640-v2

Updated Apr 14 • 62
0xSero/glm47-calibration-1360

Viewer • Updated Apr 14 • 1.38k • 24 • 1

Trinity — REAP

REAP-pruned & quantized Trinity-Large-Thinking.

0xSero/Trinity-337B

Text Generation • 337B • Updated 4 days ago • 16
0xSero/Trinity-337B-W4A16

Text Generation • 46B • Updated 4 days ago • 15

Qwen — REAP

REAP-pruned & quantized Qwen3.5 / 3.6 / Coder variants.

0xSero/Qwen3-Coder-57B

Text Generation • 57B • Updated 4 days ago • 23 • 2
0xSero/Qwen3-Coder-64B

Text Generation • 64B • Updated 4 days ago • 26 • 2
0xSero/Qwen3.5-264B

Text Generation • 263B • Updated 4 days ago • 24
0xSero/Qwen3.5-264B-FP8

Text Generation • 264B • Updated 4 days ago • 19

Other models

Hy3, Kimi-K2.5, INTELLECT-3, NousCoder.

0xSero/Hy3-299B-FP8

Text Generation • 299B • Updated 4 days ago • 335
0xSero/Hy3-299B-NVFP4

Text Generation • 169B • Updated 4 days ago • 1.04k • 2
0xSero/INTELLECT-3-57B

Text Generation • 57B • Updated 4 days ago • 34 • 4
0xSero/NousCoder-14B-SFT

Text Generation • Updated 4 days ago • 17 • 5

Nemotron — REAP

REAP-pruned & quantized NVIDIA Nemotron-3-Super.

0xSero/Nemotron-3-Super-64B

Text Generation • 64B • Updated 4 days ago • 182 • 6
0xSero/Nemotron-3-Super-64B-W4A16

Text Generation • 6B • Updated 4 days ago • 175 • 3
0xSero/Nemotron-3-Super-92B

Text Generation • 92B • Updated 4 days ago • 157 • 1
0xSero/Nemotron-3-Super-92B-W4A16

Text Generation • 6B • Updated 4 days ago • 167 • 2

MiniMax — REAP

REAP-pruned & quantized MiniMax-M2.1 / M2.7.

0xSero/MiniMax-M2.1-139B

Text Generation • 139B • Updated 4 days ago • 98 • 9
0xSero/MiniMax-M2.1-162B

Text Generation • 162B • Updated 4 days ago • 88 • 4

Gemma — REAP

REAP-pruned Gemma-4 MoE.

0xSero/Gemma-4-19B

Text Generation • 19B • Updated 4 days ago • 462 • 19
0xSero/Gemma-4-21B

Text Generation • 21B • Updated 4 days ago • 1.23k • 97
0xSero/gemma-moe-reap

Text Generation • Updated 4 days ago • 1

GLM — REAP

REAP-pruned & quantized GLM-4.x / 5 / 5.1 (+ Flash fine-tunes).

0xSero/GLM-4.6-218B-W4A16

Text Generation • 2B • Updated 4 days ago • 27 • 8
0xSero/GLM-4.7-185B

Text Generation • 185B • Updated 4 days ago • 92 • 19
0xSero/GLM-4.7-185B-W4A16

Text Generation • 2B • Updated 4 days ago • 164 • 69
0xSero/GLM-4.7-202B

Text Generation • 202B • Updated 4 days ago • 18 • 2

DeepSeek — REAP

REAP-pruned & quantized DeepSeek-V4-Flash / V3.2.

0xSero/DeepSeek-V3.2-345B-W3A16

Text Generation • 2B • Updated 4 days ago • 141 • 10
0xSero/DeepSeek-V3.2-508B-NVFP4

Text Generation • 2B • Updated 4 days ago • 73
0xSero/DeepSeek-V4-Flash-162B

Text Generation • 92B • Updated 4 days ago • 890 • 9
0xSero/DeepSeek-V4-Flash-162B-GGUF

Text Generation • 163B • Updated 4 days ago • 1.28k • 4

Proven REAPs

Benchmarked REAP checkpoints with >=500 all-time downloads. GLM/Qwen/MiniMax/DeepSeek/Kimi/gemma.

0xSero/GLM-4.7-185B-W4A16

Text Generation • 2B • Updated 4 days ago • 164 • 69
0xSero/Qwen3.5-99B-GGUF

Text Generation • 99B • Updated 4 days ago • 909 • 9
0xSero/Gemma-4-21B

Text Generation • 21B • Updated 4 days ago • 1.23k • 97
0xSero/GLM-4.7-REAP-40-W4A16

Text Generation • 2B • Updated 4 days ago • 90 • 7