0xSero

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0xSero
0xSero

AI & ML interests

Quantizing, benchmarking, training, and building.

Recent Activity

published an article about 18 hours ago

The DGX Spark Handbook

liked a model 4 days ago

AikidoSec/altar-1

updated a model 8 days ago

0xSero/GLM-5.3-Flash-EXL3-Spark

View all activity

Organizations

0xSero 's collections 15

GLM-5.3 REAP W4A16 (Hopper)

Expert-pruned GLM-5.3 in INT4 W4A16 (compressed-tensors) for 4x H200 serving. Built on cyankiwi/GLM-5.3-AWQ-INT4. Massmax criterion.

AikidoSec/altar-1

Text Generation • 501B • Updated 6 days ago • 1.54k • 176
0xSero/GLM-5.3-569B-W4A16

Text Generation • 570B • Updated 19 days ago • 265

0xSero Releases — sorted by date

0xSero/GLM-5.3-Flash-EXL3-Q4

Text Generation • 94B • Updated 19 days ago • 946 • 9

Inkling-Small EXL3 Quantization Suite

Public EXL3 trellis quantizations of thinkingmachines/Inkling-Small from 2.0 through 5.0 bpw.

0xSero/Inkling-Small-EXL3-2.0bpw

Image-Text-to-Text • 41B • Updated Jul 31 • 395
0xSero/Inkling-Small-EXL3-2.5bpw

Image-Text-to-Text • 49B • Updated Jul 31 • 39 • 1
0xSero/Inkling-Small-EXL3-3.0bpw

Image-Text-to-Text • 57B • Updated Jul 31 • 44
0xSero/Inkling-Small-EXL3-3.5bpw

Image-Text-to-Text • 65B • Updated Jul 31 • 34

Gemma — REAP

REAP-pruned Gemma-4 MoE.

0xSero/Gemma-4-19B

Text Generation • 19B • Updated May 30 • 161 • 21
0xSero/Gemma-4-21B

Text Generation • 21B • Updated May 30 • 204 • 101
0xSero/gemma-moe-reap

Text Generation • Updated May 30 • 1

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 May 30 • 105 • 69
0xSero/Qwen3.5-99B-GGUF

Text Generation • 99B • Updated May 30 • 106 • 11
0xSero/Gemma-4-21B

Text Generation • 21B • Updated May 30 • 204 • 101
0xSero/GLM-4.7-REAP-40-W4A16

Text Generation • 2B • Updated May 30 • 32 • 7

MiniMax — REAP

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

0xSero/MiniMax-M2.1-139B

Text Generation • 139B • Updated May 30 • 81 • 10
0xSero/MiniMax-M2.1-162B

Text Generation • 162B • Updated May 30 • 49 • 4

Trinity — REAP

REAP-pruned & quantized Trinity-Large-Thinking.

0xSero/Trinity-337B

Text Generation • 337B • Updated May 30 • 34
0xSero/Trinity-337B-W4A16

Text Generation • 46B • Updated May 30 • 33

Datasets — observations & calibration

REAP layerwise observations, calibration sets, and training data.

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

Preview • Updated 25 days ago • 154 • 2
0xSero/gemma-moe-reap

Updated 25 days ago • 40
0xSero/glm-calibration-pile640-v2

Viewer • Updated 25 days ago • 2k • 49
0xSero/glm47-calibration-1360

Viewer • Updated 25 days ago • 1.38k • 43 • 1

GLM-5.3 REAP EXL3 Quantization Suite

Expert-pruned GLM-5.3 (753B) in EXL3. Massmax criterion, routed experts quantized, sensitive layers BF16. Ladder 500B-661B.

0xSero/GLM-5.3-EXL3-3.0bpw

Text Generation • 146B • Updated 19 days ago • 504 • 1
0xSero/GLM-5.3-500B-EXL3-3.0bpw

Text Generation • 99B • Updated 19 days ago • 856 • 24
0xSero/GLM-5.3-533B-EXL3-3.0bpw

Text Generation • 105B • Updated 19 days ago • 298
0xSero/GLM-5.3-569B-EXL3-3.0bpw

Text Generation • 112B • Updated 19 days ago • 570 • 1

Local AI Registry

Hardware, models, launch recipes, prices, raw speed sweeps, and comparable local AI benchmarks.

0xSero/local-ai-registry

Viewer • Updated 29 days ago • 9.6k • 177 • 3

Qwen — REAP

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

0xSero/Qwen3-Coder-57B

Text Generation • 57B • Updated May 30 • 50 • 2
0xSero/Qwen3-Coder-64B

Text Generation • 64B • Updated May 30 • 56 • 3
0xSero/Qwen3.5-264B

Text Generation • 263B • Updated May 30 • 55 • 1
0xSero/Qwen3.5-264B-FP8

Text Generation • 264B • Updated May 30 • 30

GLM — REAP

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

0xSero/GLM-4.6-218B-W4A16

Text Generation • 2B • Updated May 30 • 47 • 8
0xSero/GLM-4.7-185B

Text Generation • 185B • Updated May 30 • 112 • 19
0xSero/GLM-4.7-185B-W4A16

Text Generation • 2B • Updated May 30 • 105 • 69
0xSero/GLM-4.7-202B

Text Generation • 202B • Updated May 30 • 38 • 2

DeepSeek — REAP

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

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

Text Generation • 2B • Updated May 30 • 95 • 10
0xSero/DeepSeek-V3.2-508B-NVFP4

Text Generation • 2B • Updated May 30 • 37
0xSero/DeepSeek-V4-Flash-162B

Text Generation • 92B • Updated May 30 • 170 • 33
0xSero/DeepSeek-V4-Flash-162B-GGUF

Text Generation • 163B • Updated May 30 • 2.02k • 31

Nemotron — REAP

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

0xSero/Nemotron-3-Super-64B

Text Generation • 64B • Updated May 30 • 65 • 7
0xSero/Nemotron-3-Super-64B-W4A16

Text Generation • 6B • Updated May 30 • 36 • 3
0xSero/Nemotron-3-Super-92B

Text Generation • 92B • Updated May 30 • 55 • 2
0xSero/Nemotron-3-Super-92B-W4A16

Text Generation • 6B • Updated May 30 • 40 • 2

Other models

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

0xSero/Hy3-299B-FP8

Text Generation • 299B • Updated May 30 • 31
0xSero/Hy3-299B-NVFP4

Text Generation • 169B • Updated May 30 • 169 • 5
0xSero/INTELLECT-3-57B

Text Generation • 57B • Updated May 30 • 31 • 3
0xSero/NousCoder-14B-SFT

Text Generation • Updated May 30 • 19 • 5

GLM-5.3 REAP W4A16 (Hopper)

Expert-pruned GLM-5.3 in INT4 W4A16 (compressed-tensors) for 4x H200 serving. Built on cyankiwi/GLM-5.3-AWQ-INT4. Massmax criterion.

AikidoSec/altar-1

Text Generation • 501B • Updated 6 days ago • 1.54k • 176
0xSero/GLM-5.3-569B-W4A16

Text Generation • 570B • Updated 19 days ago • 265

GLM-5.3 REAP EXL3 Quantization Suite

Expert-pruned GLM-5.3 (753B) in EXL3. Massmax criterion, routed experts quantized, sensitive layers BF16. Ladder 500B-661B.

0xSero/GLM-5.3-EXL3-3.0bpw

Text Generation • 146B • Updated 19 days ago • 504 • 1
0xSero/GLM-5.3-500B-EXL3-3.0bpw

Text Generation • 99B • Updated 19 days ago • 856 • 24
0xSero/GLM-5.3-533B-EXL3-3.0bpw

Text Generation • 105B • Updated 19 days ago • 298
0xSero/GLM-5.3-569B-EXL3-3.0bpw

Text Generation • 112B • Updated 19 days ago • 570 • 1

0xSero Releases — sorted by date

0xSero/GLM-5.3-Flash-EXL3-Q4

Text Generation • 94B • Updated 19 days ago • 946 • 9

Local AI Registry

Hardware, models, launch recipes, prices, raw speed sweeps, and comparable local AI benchmarks.

0xSero/local-ai-registry

Viewer • Updated 29 days ago • 9.6k • 177 • 3

Inkling-Small EXL3 Quantization Suite

Public EXL3 trellis quantizations of thinkingmachines/Inkling-Small from 2.0 through 5.0 bpw.

0xSero/Inkling-Small-EXL3-2.0bpw

Image-Text-to-Text • 41B • Updated Jul 31 • 395
0xSero/Inkling-Small-EXL3-2.5bpw

Image-Text-to-Text • 49B • Updated Jul 31 • 39 • 1
0xSero/Inkling-Small-EXL3-3.0bpw

Image-Text-to-Text • 57B • Updated Jul 31 • 44
0xSero/Inkling-Small-EXL3-3.5bpw

Image-Text-to-Text • 65B • Updated Jul 31 • 34

Qwen — REAP

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

0xSero/Qwen3-Coder-57B

Text Generation • 57B • Updated May 30 • 50 • 2
0xSero/Qwen3-Coder-64B

Text Generation • 64B • Updated May 30 • 56 • 3
0xSero/Qwen3.5-264B

Text Generation • 263B • Updated May 30 • 55 • 1
0xSero/Qwen3.5-264B-FP8

Text Generation • 264B • Updated May 30 • 30

Gemma — REAP

REAP-pruned Gemma-4 MoE.

0xSero/Gemma-4-19B

Text Generation • 19B • Updated May 30 • 161 • 21
0xSero/Gemma-4-21B

Text Generation • 21B • Updated May 30 • 204 • 101
0xSero/gemma-moe-reap

Text Generation • Updated May 30 • 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 May 30 • 47 • 8
0xSero/GLM-4.7-185B

Text Generation • 185B • Updated May 30 • 112 • 19
0xSero/GLM-4.7-185B-W4A16

Text Generation • 2B • Updated May 30 • 105 • 69
0xSero/GLM-4.7-202B

Text Generation • 202B • Updated May 30 • 38 • 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 May 30 • 105 • 69
0xSero/Qwen3.5-99B-GGUF

Text Generation • 99B • Updated May 30 • 106 • 11
0xSero/Gemma-4-21B

Text Generation • 21B • Updated May 30 • 204 • 101
0xSero/GLM-4.7-REAP-40-W4A16

Text Generation • 2B • Updated May 30 • 32 • 7

DeepSeek — REAP

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

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

Text Generation • 2B • Updated May 30 • 95 • 10
0xSero/DeepSeek-V3.2-508B-NVFP4

Text Generation • 2B • Updated May 30 • 37
0xSero/DeepSeek-V4-Flash-162B

Text Generation • 92B • Updated May 30 • 170 • 33
0xSero/DeepSeek-V4-Flash-162B-GGUF

Text Generation • 163B • Updated May 30 • 2.02k • 31

MiniMax — REAP

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

0xSero/MiniMax-M2.1-139B

Text Generation • 139B • Updated May 30 • 81 • 10
0xSero/MiniMax-M2.1-162B

Text Generation • 162B • Updated May 30 • 49 • 4

Nemotron — REAP

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

0xSero/Nemotron-3-Super-64B

Text Generation • 64B • Updated May 30 • 65 • 7
0xSero/Nemotron-3-Super-64B-W4A16

Text Generation • 6B • Updated May 30 • 36 • 3
0xSero/Nemotron-3-Super-92B

Text Generation • 92B • Updated May 30 • 55 • 2
0xSero/Nemotron-3-Super-92B-W4A16

Text Generation • 6B • Updated May 30 • 40 • 2

Trinity — REAP

REAP-pruned & quantized Trinity-Large-Thinking.

0xSero/Trinity-337B

Text Generation • 337B • Updated May 30 • 34
0xSero/Trinity-337B-W4A16

Text Generation • 46B • Updated May 30 • 33

Other models

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

0xSero/Hy3-299B-FP8

Text Generation • 299B • Updated May 30 • 31
0xSero/Hy3-299B-NVFP4

Text Generation • 169B • Updated May 30 • 169 • 5
0xSero/INTELLECT-3-57B

Text Generation • 57B • Updated May 30 • 31 • 3
0xSero/NousCoder-14B-SFT

Text Generation • Updated May 30 • 19 • 5

Datasets — observations & calibration

REAP layerwise observations, calibration sets, and training data.

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

Preview • Updated 25 days ago • 154 • 2
0xSero/gemma-moe-reap

Updated 25 days ago • 40
0xSero/glm-calibration-pile640-v2

Viewer • Updated 25 days ago • 2k • 49
0xSero/glm47-calibration-1360

Viewer • Updated 25 days ago • 1.38k • 43 • 1