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ALL-TIME TOKENS
2.9B

SINCE NETWORK GENESIS

TRAILING 24 HOURS
52.9M

WINDOW ENDING AT CAPTURE

PUBLIC NETWORK TELEMETRY

NETWORK
PULSE

All-time, network-wide analytics of the Cestus inference network. Aggregated daily, free of user and node identifiers.

01 TOKEN TREND

Daily network tokens over the trailing 90 days, UTC. Top models drawn against the network total; the strip above carries the all-time counters.

TOTAL_REQUESTS
82,215

SINCE GENESIS

REQUESTS_24H
1,338

TRAILING WINDOW

IMAGES
167

IMAGES GENERATED

VIDEOS
3,155

7m 25s

MUSIC
51

26m 38s

ENERGY
222.9 kWh

ESTIMATED DRAW

[ DAILY_TOKENS ] TRAILING 90 DAYS · UTC
NETWORK_TOTAL qwen3.6-27b-uncensored glm-4.7-flash qwen3.6-35b gemma-4-26B
117.2M 06 Sep
INPUT
2.9B
OUTPUT
62.9M
CACHED
2.6B
CACHE_HIT_RATE
90.4%

02 MODEL DEMAND

Text models ranked over successful requests in the published snapshot, with the network total closing the table.

[ TEXT_MODELS ] ALL-TIME · RANKED BY TOTAL TOKENS
MODEL INOUTTOTALCACHEDRATIOREQ
01 qwen3.6-27b-uncensored 2.8B 44.2M 2.8B 2.6B 91.9% 63,388
02 glm-4.7-flash 41.8M 2.5M 44.2M 7.2M 17.3% 10,495
03 qwen3.6-35b 17.1M 13.2M 30.4M 11.8M 68.6% 2,850
04 gemma-4-26B 9.1M 3.0M 12.1M 338.7K 3.7% 2,117
05 qwen3.8-27b-uncensored 193.8K 22.7K 216.5K 99.5K 51.3% 35
06 gemma-4-12b 17.0K 15.4K 32.4K 1.3K 7.6% 15
07 muse-glimmer-30b 963 548 1.5K 93 9.7% 5
NETWORK TOTAL 2.9B 62.9M 2.9B 2.6B 90.4% 78,905

[ VIDEO_MODELS ] ALL-TIME

  1. 01 minimax-h3

    3,144 CLIPS

    7m 3s 99.7%

  2. 02 wan2.1-t2v-1.3b

    7 CLIPS

    14.4s 0.2%

  3. 03 wan2.2-ti2v-5b

    4 CLIPS

    7.6s 0.1%

  4. ΣALL MODELS

    3,155 CLIPS

    7m 25s100%

03 · NON-TOKEN MODALITIES

SYNTHESIS

SYS_PHASE_03 ACTIVE

NATIVE OUTPUT UNITS

Image, video and music work carries no tokens. Each is counted, ranked and shared in the unit it actually produces.

IMAGES
167
CLIPS
3,155
TRACKS
51
RUNTIME
34m 3s

[ IMAGE_MODELS ] ALL-TIME

  1. 01 sd-1.5

    111 IMAGES

    48 REQ 66.5%

  2. 02 flux2-klein-9b

    56 IMAGES

    56 REQ 33.5%

  3. ΣALL MODELS

    167 IMAGES

    104 REQ100%

[ MUSIC_MODELS ] ALL-TIME

  1. 01 minimax-music3

    51 TRACKS

    26m 38s 100.0%

04 GPU CAPACITY

2.9B ATTRIBUTED TOKENS

Online units come from the live node inventory; tokens are attributed execution across the snapshot. Multi-GPU nodes split their tokens evenly. 0 sit outside the ranking: requests without a node or with unrecognised hardware still count toward every total above.

[ TOKENS_BY_GPU ] RANKED BY ATTRIBUTED TOKENS
  1. 01 RTX 4090 2 92.4% 2.7B
  2. 02 RTX 5090 - 5.4% 157.8M
  3. 03 RTX 3090 - 2.2% 65.3M