Inference · /inferences/seasons/2026-W36

Season 2026-W36.

31 Aug 2026 to 7 Sept 2026. What the grams proved of the catalog this window, per artifact and hardware class. Lineage is from the catalog; every number is a signed measurement or a count of them, and a gram count is a verified floor.

4grams contributed

13artifacts proved

3hardware classes

10publishers

cohorts this season

0 · Lead member, rung 02
1 · Lead member's ladder4
2 · Other vendor members1
3 · Derivatives4

The order a season proves things in: the number every other number is compared to comes first.

hardware classes that signed

macOS · x86-64 · no GPU · 8 GiB
macOS · ARM64 · no GPU · 8 GiB
Windows · x86-64 · no GPU · 16 GiB

A class is os · arch · card class · RAM band. A number proved on one says nothing about another.

publishers, by what the network proved of their builds

facebook4 held probes · 3 grams · audiogen 3, vision-task 1
depth-anything2 held probes · 1 gram · vision-task 2
AEmotionStudio1 held probe · 1 gram · audiogen 1
Efficient-Large-Model1 held probe · 1 gram · diffusers 1
Harahan1 held probe · 1 gram · diffusers 1
kokoro1 held probe · 1 gram · speech-pod 1
Lightricks1 held probe · 1 gram · diffusers 1
segmind1 held probe · 1 gram · diffusers 1
unsloth1 held probe · 1 gram · ollama 1
Wan-AI1 held probe · 1 gram · diffusers 1

Listed by held outcomes. Downloads, likes and popularity do not appear on this page, because nobody signs them.

Cohort 0 · Lead member, rung 0 · 2

Efficient-Large-Model/Sana_1600M_1024px_diffusersdiffusersFP16rung 0
Efficient-Large-Model · vendor build
- Windows · x86-64 · no GPU · 16 GiB — 1 gram
Wan-AI/Wan2.1-T2V-1.3BdiffusersBF16rung 0
Wan-AI · vendor build
- Windows · x86-64 · no GPU · 16 GiB — 1 gram

Cohort 1 · Lead member's ladder · 4

facebook/musicgen-smallaudiogenFP32rung 1
facebook · vendor build
- Windows · x86-64 · no GPU · 16 GiB — 2 grams · 1 capabilities held
- macOS · ARM64 · no GPU · 8 GiB — 1 gram · 1 capabilities held
held on macOS · ARM64 · no GPU · 8 GiB: audio.music
depth-anything/Depth-Anything-V2-Small-hfvision-taskFP32rung 9
depth-anything · vendor build
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 1 capabilities held
held on Windows · x86-64 · no GPU · 16 GiB: vision.spatial
facebook/sam-vit-basevision-taskFP32rung 9
facebook · vendor build
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 1 capabilities held
held on Windows · x86-64 · no GPU · 16 GiB: vision.count
kokorospeech-podrung 9
kokoro · vendor build
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 1 capabilities held
held on Windows · x86-64 · no GPU · 16 GiB: audio

Cohort 2 · Other vendor members · 1

depth-anything/Depth-Anything-V2-Base-hfvision-taskFP32rung 9
depth-anything · vendor build
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 1 capabilities held
held on Windows · x86-64 · no GPU · 16 GiB: vision.spatial

Cohort 3 · Derivatives · 4

segmind/tiny-sddiffusersFP32rung 1
segmind · derivative of a vendor base
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 1 capabilities held
held on Windows · x86-64 · no GPU · 16 GiB: image.generate
AEmotionStudio/stable-audio-open-modelsaudiogenrung 9
AEmotionStudio · derivative of a vendor base
- Windows · x86-64 · no GPU · 16 GiB — 1 gram
Harahan/QVGen-CogVideoX-2B-W4A4diffusersrung 9
Harahan · derivative of a vendor base
- Windows · x86-64 · no GPU · 16 GiB — 1 gram
Lightricks/LTX-Video-ICLoRA-detailer-13b-0.9.8diffusersrung 9
Lightricks · derivative of a vendor base
- Windows · x86-64 · no GPU · 16 GiB — 1 gram

Measured, not in the catalog · 2

hf.co/unsloth/gemma-4-E2B-it-GGUF:Q3_K_S
unknown publisher
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 14.42 tok/s best · 4,096 ctx proved · 29 capabilities held
held on Windows · x86-64 · no GPU · 16 GiB: code.reason, code.write, faithful_tool_result, instruct.follow, lang.bn, lang.en, lang.gu, lang.hi, lang.kn, lang.ml, lang.mr, lang.pa, lang.ta, lang.te, output.long, output.schema, reason.channel, research.synthesize, structured_output, thinking, tools, tools.call, tools.faithful, tools.multi_hop, vision, vision.count, vision.multi_image, vision.read, vision.spatial
llama3.2:1b
unknown publisher
- macOS · x86-64 · no GPU · 8 GiB — 1 gram · 4.07 tok/s best · 10 capabilities held
- macOS · ARM64 · no GPU · 8 GiB — 1 gram · 18.63 tok/s best · 9 capabilities held
held on macOS · ARM64 · no GPU · 8 GiB: code.write, lang.en, output.long, output.schema, structured_output, tools, tools.call, tools.loop_ends, tools_loop_terminated

Every number is a signed measurement or a count of them. grams is how many distinct nodes contributed: a verified floor, not a complete account. Lineage (publisher, attribution, base, cohort, rung) is from the catalog and is not a measurement.

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