Inference · /inferences/seasons/2026-W34

Season 2026-W34.

17 Aug 2026 to 24 Aug 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.

3grams contributed

16artifacts proved

1hardware classes

3publishers

cohorts this season

0 · Lead member, rung 02
1 · Lead member's ladder0
2 · Other vendor members3
3 · Derivatives0

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

hardware classes that signed

hardware not stated in the signed payload

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

unsloth5 held probes · 2 grams · ollama 5
google2 held probes · 2 grams · ollama 2
MaziyarPanahi2 held probes · 1 gram · ollama 2

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

gemma4:e2bollamaQ4_K_Mrung 0
google · vendor build
- hardware not stated in the signed payload — 2 grams · 43.34 tok/s best · 8,192 ctx proved · 31 capabilities held
held on hardware not stated in the signed payload: 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.loop_ends, tools.multi_hop, tools_loop_terminated, vision, vision.count, vision.multi_image, vision.read, vision.spatial
hf.co/unsloth/gemma-4-E2B-it-GGUF:Q4_K_MollamaQ4_K_Mrung 0
unsloth · quantization of google/gemma-4-E2B-it
- hardware not stated in the signed payload — 1 gram · 6.37 tok/s best · 4,096 ctx proved · 29 capabilities held
held on hardware not stated in the signed payload: code.reason, code.write, faithful_tool_result, instruct.follow, lang.am, lang.bn, lang.en, lang.hi, lang.kn, lang.mr, lang.nl, lang.ru, lang.sw, lang.ta, lang.te, output.schema, reason.channel, structured_output, thinking, tools, tools.call, tools.faithful, tools.loop_ends, tools_loop_terminated, vision, vision.count, vision.multi_image, vision.read, vision.spatial

Cohort 2 · Other vendor members · 3

hf.co/MaziyarPanahi/Llama-3.2-1B-Instruct-GGUF:Q4_K_MollamaQ4_K_Mrung 0
MaziyarPanahi · quantization of meta-llama/Llama-3.2-1B-Instruct
- hardware not stated in the signed payload — 1 gram · 8.85 tok/s best · 13 capabilities held
held on hardware not stated in the signed payload: code.write, faithful_tool_result, instruct.follow, lang.en, lang.hi, 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_Srung 5
MaziyarPanahi · quantization of meta-llama/Llama-3.2-1B-Instruct
- hardware not stated in the signed payload — 1 gram · 10.66 tok/s best
hf.co/unsloth/Phi-4-mini-reasoning-GGUF:IQ1_SollamaIQ1_Srung 5
unsloth · quantization of microsoft/Phi-4-mini-reasoning
- hardware not stated in the signed payload — 1 gram · 16.13 tok/s best

Measured, not in the catalog · 11

hf.co/MaziyarPanahi/Qwen3-0.6B-GGUF:Q3_K_M
unknown publisher
- hardware not stated in the signed payload — 1 gram · 44.56 tok/s best · 14 capabilities held
held on hardware not stated in the signed payload: code.write, faithful_tool_result, lang.en, output.long, output.schema, reason.channel, research.synthesize, structured_output, thinking, tools, tools.call, tools.faithful, tools.loop_ends, tools_loop_terminated
hf.co/MaziyarPanahi/Qwen3-0.6B-GGUF:Q4_K_M
unknown publisher
- hardware not stated in the signed payload — 1 gram · 37.41 tok/s best · 4,096 ctx proved · 15 capabilities held
held on hardware not stated in the signed payload: code.reason, code.write, faithful_tool_result, instruct.follow, lang.en, output.long, output.schema, reason.channel, research.synthesize, structured_output, thinking, tools, tools.call, tools.faithful, tools.multi_hop
hf.co/unsloth/gemma-4-E2B-it-GGUF:IQ4_NL
unknown publisher
- hardware not stated in the signed payload — 1 gram · 9.97 tok/s best · 4,096 ctx proved · 29 capabilities held
held on hardware not stated in the signed payload: code.reason, code.write, faithful_tool_result, instruct.follow, lang.am, lang.bn, lang.en, lang.hi, lang.kn, lang.mr, lang.nl, lang.ru, lang.sw, lang.ta, lang.te, output.schema, reason.channel, structured_output, thinking, tools, tools.call, tools.faithful, tools.loop_ends, tools_loop_terminated, vision, vision.count, vision.multi_image, vision.read, vision.spatial
hf.co/unsloth/gemma-4-E2B-it-GGUF:Q3_K_M
unknown publisher
- hardware not stated in the signed payload — 1 gram · 14.18 tok/s best · 4,096 ctx proved · 31 capabilities held
held on hardware not stated in the signed payload: 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.loop_ends, tools.multi_hop, tools_loop_terminated, vision, vision.count, vision.multi_image, vision.read, vision.spatial
hf.co/unsloth/Phi-4-mini-reasoning-GGUF:Q2_K_L
unknown publisher
- hardware not stated in the signed payload — 1 gram · 6.82 tok/s best · 5 capabilities held
held on hardware not stated in the signed payload: code.reason, output.schema, reason.channel, structured_output, thinking
hf.co/unsloth/Phi-4-mini-reasoning-GGUF:Q3_K_M
unknown publisher
- hardware not stated in the signed payload — 1 gram · 20.15 tok/s best · 7 capabilities held
held on hardware not stated in the signed payload: code.reason, lang.en, output.schema, reason.channel, research.synthesize, structured_output, thinking
hf.co/unsloth/Qwen3-VL-4B-Instruct-GGUF:IQ4_XS
unknown publisher
- hardware not stated in the signed payload — 1 gram · 4.35 tok/s best · 4,096 ctx proved · 18 capabilities held
held on hardware not stated in the signed payload: code.write, faithful_tool_result, instruct.follow, lang.en, lang.hi, lang.nl, lang.ru, lang.ta, lang.te, output.schema, structured_output, tools, tools.call, tools.faithful, vision, vision.count, vision.read, vision.spatial
hf.co/unsloth/Qwen3-VL-4B-Instruct-GGUF:Q2_K
unknown publisher
- hardware not stated in the signed payload — 1 gram · 11.79 tok/s best · 19 capabilities held
held on hardware not stated in the signed payload: code.write, faithful_tool_result, instruct.follow, lang.en, lang.hi, lang.ta, lang.te, output.long, output.schema, research.synthesize, structured_output, tools, tools.call, tools.faithful, tools.multi_hop, vision, vision.count, vision.read, vision.spatial
hf.co/unsloth/Qwen3-VL-4B-Instruct-GGUF:Q4_1
unknown publisher
- hardware not stated in the signed payload — 1 gram · 3.11 tok/s best · 21 capabilities held
held on hardware not stated in the signed payload: code.write, faithful_tool_result, instruct.follow, lang.en, lang.hi, lang.ml, lang.pa, lang.ta, lang.te, output.long, output.schema, structured_output, tools, tools.call, tools.faithful, tools.loop_ends, tools_loop_terminated, vision, vision.count, vision.read, vision.spatial
llama3.2:1b
unknown publisher
- hardware not stated in the signed payload — 2 grams · 9.73 tok/s best · 8,192 ctx proved · 12 capabilities held
held on hardware not stated in the signed payload: code.write, faithful_tool_result, lang.en, output.long, output.schema, research.synthesize, structured_output, tools, tools.call, tools.faithful, tools.loop_ends, tools_loop_terminated
rhasspy/piper-voices
unknown publisher
- hardware not stated in the signed payload — 1 gram · 1 capabilities held
held on hardware not stated in the signed payload: audio

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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