Inference · /inferences/seasons/2026-W37

Season 2026-W37, open.

7 Sept 2026 to 14 Sept 2026 — 3 days left. 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.

6grams contributed

12artifacts proved

5hardware classes

7publishers

cohorts this season

0 · Lead member, rung 00
1 · Lead member's ladder0
2 · Other vendor members0
3 · Derivatives0

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 · 16 GiB
hardware not stated in the signed payload
Windows · x86-64 · no GPU · 16 GiB
Windows · x86-64 · no GPU · 8 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

facebook3 held probes · 3 grams · audiogen 3
MaziyarPanahi3 held probes · 2 grams · ollama 3
bartowski1 held probe · 1 gram · ollama 1
mradermacher1 held probe · 1 gram · ollama 1
Mungert1 held probe · 1 gram · ollama 1
stabilityai1 held probe · 1 gram · diffusers 1
unsloth1 held probe · 1 gram · ollama 1

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

Measured, not in the catalog · 12

claude-haiku-4-5
unknown publisher
- hardware not stated in the signed payload — 1 gram · 71.35 tok/s best · 1 capabilities held
held on hardware not stated in the signed payload: tools
claude-opus-5
unknown publisher
- hardware not stated in the signed payload — 1 gram · 22.69 tok/s best · 1 capabilities held
held on hardware not stated in the signed payload: tools
claude-sonnet-5
unknown publisher
- hardware not stated in the signed payload — 1 gram · 1 capabilities held
held on hardware not stated in the signed payload: tools
facebook/musicgen-smallaudiogenFP32
facebook · vendor build
- macOS · ARM64 · no GPU · 16 GiB — 1 gram · 1 capabilities held
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 1 capabilities held
- Windows · x86-64 · no GPU · 8 GiB — 1 gram · 1 capabilities held
held on macOS · ARM64 · no GPU · 16 GiB: audio.music
hf.co/bartowski/Llama-3.2-1B-Instruct-GGUF:Q4_K_MollamaQ4_K_M
bartowski · quantization of a vendor base
- macOS · x86-64 · no GPU · 8 GiB — 1 gram · 4.73 tok/s best · 12 capabilities held
held on macOS · x86-64 · no GPU · 8 GiB: code.write, faithful_tool_result, instruct.follow, lang.en, output.long, output.schema, structured_output, tools, tools.call, tools.faithful, tools.loop_ends, tools_loop_terminated
hf.co/MaziyarPanahi/Llama-3.2-1B-Instruct-GGUF:IQ1_SollamaIQ1_S
MaziyarPanahi · derivative of a vendor base
- macOS · x86-64 · no GPU · 8 GiB — 1 gram · 3.26 tok/s best
hf.co/MaziyarPanahi/Llama-3.2-1B-Instruct-GGUF:IQ3_XSollamaIQ3_XS
MaziyarPanahi · derivative of a vendor base
- macOS · x86-64 · no GPU · 8 GiB — 1 gram · 1.48 tok/s best · 5 capabilities held
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 17.72 tok/s best · 11 capabilities held
held on Windows · x86-64 · no GPU · 16 GiB: code.write, faithful_tool_result, instruct.follow, lang.en, lang.nl, lang.ta, output.schema, structured_output, tools.faithful, tools.loop_ends, tools_loop_terminated
hf.co/mradermacher/Qwen3-VL-8B-Instruct-abliterated-GGUF:Q2_KollamaQ2_K
mradermacher · derivative of a vendor base
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 3.49 tok/s best · 6 capabilities held
held on Windows · x86-64 · no GPU · 16 GiB: output.schema, structured_output, tools, tools.call, tools.loop_ends, tools_loop_terminated
hf.co/Mungert/Phi-4-mini-instruct.gguf:IQ2_XSollamaIQ2_XS
Mungert · derivative of a vendor base
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 4.38 tok/s best · 2 capabilities held
held on Windows · x86-64 · no GPU · 16 GiB: output.schema, structured_output
hf.co/unsloth/Phi-4-mini-reasoning-GGUF:IQ1_SollamaIQ1_S
unsloth · quantization of a vendor base
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 5.49 tok/s best
hf.co/unsloth/Qwen3-4B-GGUF:IQ3_XXS
unknown publisher
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 4.87 tok/s best · 9 capabilities held
held on Windows · x86-64 · no GPU · 16 GiB: faithful_tool_result, output.schema, structured_output, tools, tools.call, tools.faithful, tools.loop_ends, tools.multi_hop, tools_loop_terminated
stabilityai/sd-turbodiffusers
stabilityai · vendor build
- Windows · x86-64 · no GPU · 16 GiB — 1 gram · 1 capabilities held
held on Windows · x86-64 · no GPU · 16 GiB: image.generate

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.

The season file → All seasons →