Inference · /inferences/seasons

The catalog proves itself in seasons.

Every 7 days the grams on this network work the model catalog in cohorts — each family's lead member at rung 0 on every engine first, then its quantization ladder, then the other members, then derivatives — and publish what they proved, per hardware class, with how many machines contributed. No number here is from a model card. Publishers are listed by what the network proved of their builds, never by popularity.

14seasons published
2grams this season
1hardware classes
13rung-0 artifacts proved
catalog season · open6 days left

2026-W44

Open now. Grams take the least-covered artifact for their own hardware class first, so two machines of one kind never measure the same thing while a third kind waits.

grams
2
artifacts proved
51
publishers
21
Watch the season →
what each kind of model has actually been proved to do here
  • ollama20 artifacts proved on 1 class

    code.reason, code.write, embed.vector, faithful_tool_result, instruct.follow, lang.bn, lang.en, lang.gu, lang.hi, lang.kn, lang.ml, lang.mr, lang.nl, lang.pa …

  • speech-hf17 artifacts proved on 1 class · 65 unreachable

    audio, audio.in, audio.out, lang.en, lang.hi, lang.mr, lang.ne, lang.ta, lang.te, lang.ur

  • translate-hf4 artifacts proved on 1 class

    translate.as, translate.bn, translate.gu, translate.hi, translate.kn, translate.ml, translate.mr, translate.or, translate.pa, translate.ta, translate.te, translate.text, translate.ur

  • speech-pod3 artifacts proved on 1 class · 80 unreachable

    audio, audio.in, audio.out, lang.en

  • vision-task3 artifacts proved on 1 class · 18 unreachable

    vision.count, vision.spatial

  • diffusers2 artifacts proved on 1 class · 60 unreachable

    image.generate

  • speaker-id2 artifacts proved on 1 class · 10 unreachable

    voice.identify

  • audiogennothing proved on this network yet · 12 unreachable
  • mlxnothing proved on this network yet · 36 unreachable
  • mlx-imagenothing proved on this network yet · 12 unreachable
  • mlx-speechnothing proved on this network yet · 24 unreachable
  • speech-duplexnothing proved on this network yet · 15 unreachable
  • speech-hostnothing proved on this network yet · 56 unreachable
  • vllmnothing proved on this network yet · 48 unreachable

per engine: how many artifacts this season proved, on how many hardware classes, which capabilities came back, and how many artifact-slots the fleet currently cannot reach at all (no Apple Silicon for MLX, no schedulable card for vLLM, no cluster for the speech pods). An engine with zero proved and a large unreachable count has never been shown to work on this network -- a statement about the network, not about the models.

every gram: how far it has got, and what it can never reach
  • ○ acbe75 · Linux · x86-64 · no GPU · 32 GiB47 proved · 1561 queued · 14 it cannot reach

    away 48 h

    expects 221 h for the rest (own samples) · trailing rate says 1388 h · blocked: fetch

  • ○ e61d3b · Linux · x86-64 · no GPU · 32 GiB45 proved · 1589 queued · 14 it cannot reach

    away 2 h · last session a supervisor bounce: a new session started while the last one was alive

    expects 412 h for the rest (own samples) · trailing rate says 3814 h · blocked: fetch

  • ○ a5be46 · Linux · x86-64 · NVIDIA · 32 GiB24 proved · 162 queued · 10 it cannot reach

    away 61 h · last session ended without being asked to — power loss, a hard reset, or a crash

    expects 23 h for the rest (own samples) · trailing rate says 648 h

  • ○ e3654f · Linux · x86-64 · no GPU · 32 GiB16 proved · 1624 queued · 14 it cannot reach

    away 2 h · last session ended without being asked to — power loss, a hard reset, or a crash

    expects 595 h for the rest (own samples) · trailing rate says 2599 h · blocked: fetch

  • ○ afbb8a · macOS · ARM64 · Apple GPU · 16 GiB12 proved · 182 queued · 16 it cannot reach

    away 262 h · last session a supervisor bounce: a new session started while the last one was alive · this machine sleeps (46 min during its last session) — most likely asleep

    expects 23 h for the rest (own samples) · blocked: budget

  • ○ 9e3c79 · Windows · x86-64 · Intel GPU · 16 GiB3 proved · 1337 queued · 22 it cannot reach

    away 18 min · last session a supervisor bounce: a new session started while the last one was alive

    expects 18 h for the rest (own samples) · blocked: budget

  • ○ 0c5265 · macOS · ARM64 · Apple GPU · 8 GiB2 proved · 125 queued · 16 it cannot reach

    away 452 h · last session ended without being asked to — power loss, a hard reset, or a crash · this machine sleeps (37 min during its last session) and is on battery — most likely asleep

    expects 53 h for the rest (own samples) · trailing rate says 1500 h · blocked: fetch

  • ○ d68672 · macOS · x86-64 · Apple GPU · 8 GiB1 proved · 999 queued · 37 it cannot reach

    away 32 min · last session a supervisor bounce: a new session started while the last one was alive

    expects 1076 h for the rest (own samples) · blocked: budget

  • ○ e78fd2 · Linux · x86-64 · NVIDIA · 32 GiB1 proved · 139 queued · 55 it cannot reach

    away 188 h · last session ended without being asked to — power loss, a hard reset, or a crash

    no priced estimate yet · trailing rate says 3336 h · blocked: pace

  • ○ 0548a8 · macOS · ARM64 · Apple GPU · 8 GiB0 proved · 144 queued · 55 it cannot reach

    away 133 h · last session ended without being asked to — power loss, a hard reset, or a crash

    expects 112 h for the rest (own samples) · blocked: pace

  • ○ 12954d · Windows · x86-64 · NVIDIA · 8 GiB0 proved · 1867 queued · 55 it cannot reach

    away 21 h · last session a supervisor bounce: a new session started while the last one was alive · a laptop on battery — most likely asleep

    no priced estimate yet · blocked: pace

  • ○ 2e5c02 · Windows · x86-64 · Intel GPU · 16 GiB0 proved · 127 queued · 55 it cannot reach

    away 88 h · last session a supervisor bounce: a new session started while the last one was alive · a laptop on battery — most likely asleep

    expects 7 h for the rest (own samples) · blocked: pace

  • ○ 53b229 · Windows · x86-64 · NVIDIA · 16 GiB0 proved · 126 queued · 55 it cannot reach

    away 138 h · last session a supervisor bounce: a new session started while the last one was alive · this machine sleeps (10 min during its last session) and is on battery — most likely asleep

    expects 113 h for the rest (own samples) · blocked: pace

  • ○ 84bf54 · Windows · x86-64 · NVIDIA · 16 GiB0 proved · 816 queued · 18 it cannot reach

    away 49 h · last session a supervisor bounce: a new session started while the last one was alive

    expects 42 h for the rest (own samples) · blocked: pace

one row per gram: what it is, what its hardware can never reach, how far it has got, and its OWN priced estimate for the rest. There is no single fleet ETA, because a gram only proves what it can obtain.

what the network knows it cannot prove

68

cells signed as gated, unloadable, or not published upstream. Each one is a measurement every other machine of that class is spared.

  • myshell-ai/OpenVoiceV2 — unloadable on Linux · x86-64 · no GPU · 32 GiB
  • ai4bharat/indicconformer_stt_hi_hybrid_ctc_rnnt_large — unloadable on Windows · x86-64 · Intel GPU · 16 GiB
  • ai4bharat/indicconformer_stt_hi_hybrid_ctc_rnnt_large — unloadable on Linux · x86-64 · no GPU · 32 GiB
what proving costs
  • Windows · x86-64 · Intel GPU · 16 GiB — 3.8 MiB/s (carried)
  • Windows · x86-64 · NVIDIA · 16 GiB — 63.6 MiB/s
  • macOS · x86-64 · Apple GPU · 8 GiB — 3.5 MiB/s (carried)
  • Windows · x86-64 · AMD · 8 GiB — 894.6 MiB/s (carried)
  • macOS · ARM64 · Apple GPU · 16 GiB — 11.4 MiB/s
  • Windows · x86-64 · NVIDIA · 8 GiB — 7.3 MiB/s
  • Windows · x86-64 · no GPU · 8 GiB — 7.3 MiB/s (carried)
  • Windows · x86-64 · no GPU · 16 GiB — 5 MiB/s (carried)
  • macOS · ARM64 · Apple GPU · 8 GiB — 9 MiB/s
  • Linux · x86-64 · NVIDIA · 32 GiB — 127.9 MiB/s
  • Linux · x86-64 · no GPU · 32 GiB — 122.5 MiB/s

Medians from the grams own clocks, carried across windows so a class whose machines are asleep still plans on what the network paid to learn.

what the network used
  • gemma4:e2b — 243.2k
  • hf.co/unsloth/gemma-4-E2B-it-GGUF:Q4_K_M — 237.5k
  • claude-haiku-4-5 — 189.3k
  • hf.co/unsloth/Qwen3-4B-GGUF:IQ3_XXS — 152.6k

Tokens actually served, cumulative. Demand decides how deep a proof goes and where weights sit — never what exists.

Past seasons

catalog season · closed

2026-W43

grams
7
artifacts proved
166
publishers
39
Read the season →
catalog season · closed

2026-W42

grams
4
artifacts proved
17
publishers
5
Read the season →
catalog season · closed

2026-W41

grams
7
artifacts proved
12
publishers
4
Read the season →
catalog season · closed

2026-W40

grams
5
artifacts proved
15
publishers
7
Read the season →
catalog season · closed

2026-W39

grams
3
artifacts proved
9
publishers
3
Read the season →
catalog season · closed

2026-W38

grams
8
artifacts proved
46
publishers
15
Read the season →
catalog season · closed

2026-W37

grams
7
artifacts proved
27
publishers
13
Read the season →
catalog season · closed

2026-W36

grams
4
artifacts proved
13
publishers
10
Read the season →
catalog season · closed

2026-W35

grams
6
artifacts proved
31
publishers
5
Read the season →
catalog season · closed

2026-W34

grams
3
artifacts proved
16
publishers
3
Read the season →
catalog season · closed

2026-W31

grams
3
artifacts proved
2
publishers
1
Read the season →
catalog season · closed

2026-W30

grams
1
artifacts proved
1
publishers
1
Read the season →
catalog season · closed

2026-W29

grams
1
artifacts proved
3
publishers
0
Read the season →

The season files are public JSON, built by an open aggregator from signed results anyone can re-verify — data/catalog/seasons on GitHub. Cite them; they carry the signatures. Back to the evidence table →