Inference · /inference Don't trust the model card. Verify the model. Every figure below was measured by a node running the model on real hardware, and signed by that node. There is no column for what a model card claims — because nobody signs a model card.
66 models measured
21 families
8 signing nodes
111 signed measurements
66 of 183 builds measured · 117 still open16 of 21 families have anything measured at all. The rest are builds this network knows exist and no machine has run — mostly the image, video and audio families, which need hardware nobody has put on the network yet.
21 families · what a machine here has measured all families text image audio video depth map masks
text → text
13 builds measured on real machines · produces text.
13 of 39 builds measured · 26 still openmini · Q3_K_L · Structured output — proved mini · Q3_K_L · Sustained output — proved mini · Q3_K_L · Extended thinking — asked, failed mini · Q3_K_L · Writes code — proved mini · Q3_K_L · Reasons about code — asked, failed mini · Q3_K_L · Synthesises sources — proved mini · Q3_K_L · Follows instructions — proved mini · IQ2_M · Structured output — proved mini · IQ2_M · Sustained output — proved mini · IQ2_M · Extended thinking — asked, failed mini · IQ2_M · Writes code — proved mini · IQ2_M · Reasons about code — asked, failed mini · IQ2_M · Synthesises sources — asked, failed mini · IQ2_M · Follows instructions — proved mini · Q3_K_S · Structured output — proved mini · Q3_K_S · Sustained output — proved mini · Q3_K_S · Extended thinking — asked, failed mini · Q3_K_S · Writes code — proved mini · Q3_K_S · Reasons about code — asked, failed mini · Q3_K_S · Synthesises sources — proved mini · Q3_K_S · Follows instructions — asked, failed mini-reasoning · IQ1_S · Structured output — asked, failed mini-reasoning · IQ1_S · Sustained output — asked, failed mini-reasoning · IQ1_S · Extended thinking — asked, failed mini-reasoning · IQ1_S · Writes code — asked, failed mini-reasoning · IQ1_S · Reasons about code — asked, failed mini-reasoning · IQ1_S · Synthesises sources — asked, failed mini-reasoning · IQ1_S · Follows instructions — asked, failed
Structured output
Sustained output
Extended thinking
Writes code
Reasons about code
Synthesises sources
Follows instructions
answered correctly in 3 of 10 languages asked Every Phi 4 build a machine measured → text → text
13 builds measured on real machines · produces text.
13 of 38 builds measured · 25 still open8b · Q2_K · Tool calling — proved 8b · Q2_K · Tool loop finished — proved 8b · Q2_K · Faithful to tool results — asked, failed 8b · Q2_K · Chained tool calls — never asked 8b · Q2_K · Structured output — proved 8b · Q2_K · Sustained output — proved 8b · Q2_K · Extended thinking — asked, failed 8b · Q2_K · Vision — proved 8b · Q2_K · Counts in images — proved 8b · Q2_K · Spatial reasoning — proved 8b · Q2_K · Writes code — proved 8b · Q2_K · Reasons about code — asked, failed 8b · Q2_K · Synthesises sources — asked, failed 8b · Q2_K · Follows instructions — proved 4b · Q4_0 · Tool calling — proved 4b · Q4_0 · Tool loop finished — proved 4b · Q4_0 · Faithful to tool results — proved 4b · Q4_0 · Chained tool calls — asked, failed 4b · Q4_0 · Structured output — proved 4b · Q4_0 · Sustained output — proved 4b · Q4_0 · Extended thinking — asked, failed 4b · Q4_0 · Vision — proved 4b · Q4_0 · Counts in images — proved 4b · Q4_0 · Spatial reasoning — proved 4b · Q4_0 · Writes code — proved 4b · Q4_0 · Reasons about code — asked, failed 4b · Q4_0 · Synthesises sources — asked, failed 4b · Q4_0 · Follows instructions — proved 4b · IQ3_XXS · Tool calling — proved 4b · IQ3_XXS · Tool loop finished — asked, failed 4b · IQ3_XXS · Faithful to tool results — proved 4b · IQ3_XXS · Chained tool calls — proved 4b · IQ3_XXS · Structured output — proved 4b · IQ3_XXS · Sustained output — proved 4b · IQ3_XXS · Extended thinking — proved 4b · IQ3_XXS · Vision — never asked 4b · IQ3_XXS · Counts in images — never asked 4b · IQ3_XXS · Spatial reasoning — never asked 4b · IQ3_XXS · Writes code — proved 4b · IQ3_XXS · Reasons about code — proved 4b · IQ3_XXS · Synthesises sources — proved 4b · IQ3_XXS · Follows instructions — proved 4b · Q4_1 · Tool calling — proved 4b · Q4_1 · Tool loop finished — proved 4b · Q4_1 · Faithful to tool results — proved 4b · Q4_1 · Chained tool calls — asked, failed 4b · Q4_1 · Structured output — proved 4b · Q4_1 · Sustained output — proved 4b · Q4_1 · Extended thinking — asked, failed 4b · Q4_1 · Vision — proved 4b · Q4_1 · Counts in images — proved 4b · Q4_1 · Spatial reasoning — proved 4b · Q4_1 · Writes code — proved 4b · Q4_1 · Reasons about code — asked, failed 4b · Q4_1 · Synthesises sources — asked, failed 4b · Q4_1 · Follows instructions — proved
Tool calling
Tool loop finished
Faithful to tool results
Chained tool calls
Structured output
Sustained output
Extended thinking
Vision
Counts in images
Spatial reasoning
Writes code
Reasons about code
Synthesises sources
Follows instructions
answered correctly in 10 of 16 languages asked Every Qwen 3 build a machine measured → image + text → text · text → text
10 builds measured on real machines · produces text.
10 of 33 builds measured · 23 still opene2b · Q4_K_M · ollama · Tool calling — proved e2b · Q4_K_M · ollama · Tool loop finished — proved e2b · Q4_K_M · ollama · Faithful to tool results — proved e2b · Q4_K_M · ollama · Chained tool calls — proved e2b · Q4_K_M · ollama · Structured output — proved e2b · Q4_K_M · ollama · Sustained output — proved e2b · Q4_K_M · ollama · Extended thinking — proved e2b · Q4_K_M · ollama · Vision — proved e2b · Q4_K_M · ollama · Counts in images — proved e2b · Q4_K_M · ollama · Multiple images at once — proved e2b · Q4_K_M · ollama · Spatial reasoning — proved e2b · Q4_K_M · ollama · Writes code — proved e2b · Q4_K_M · ollama · Reasons about code — proved e2b · Q4_K_M · ollama · Synthesises sources — proved e2b · Q4_K_M · ollama · Follows instructions — proved e2b · Q3_K_M · Tool calling — proved e2b · Q3_K_M · Tool loop finished — proved e2b · Q3_K_M · Faithful to tool results — proved e2b · Q3_K_M · Chained tool calls — proved e2b · Q3_K_M · Structured output — proved e2b · Q3_K_M · Sustained output — proved e2b · Q3_K_M · Extended thinking — proved e2b · Q3_K_M · Vision — proved e2b · Q3_K_M · Counts in images — proved e2b · Q3_K_M · Multiple images at once — proved e2b · Q3_K_M · Spatial reasoning — proved e2b · Q3_K_M · Writes code — proved e2b · Q3_K_M · Reasons about code — proved e2b · Q3_K_M · Synthesises sources — proved e2b · Q3_K_M · Follows instructions — proved e2b · IQ4_NL · Tool calling — proved e2b · IQ4_NL · Tool loop finished — proved e2b · IQ4_NL · Faithful to tool results — proved e2b · IQ4_NL · Chained tool calls — proved e2b · IQ4_NL · Structured output — proved e2b · IQ4_NL · Sustained output — proved e2b · IQ4_NL · Extended thinking — proved e2b · IQ4_NL · Vision — proved e2b · IQ4_NL · Counts in images — proved e2b · IQ4_NL · Multiple images at once — proved e2b · IQ4_NL · Spatial reasoning — proved e2b · IQ4_NL · Writes code — proved e2b · IQ4_NL · Reasons about code — proved e2b · IQ4_NL · Synthesises sources — proved e2b · IQ4_NL · Follows instructions — proved e2b · Q4_K_M · unsloth · Tool calling — proved e2b · Q4_K_M · unsloth · Tool loop finished — proved e2b · Q4_K_M · unsloth · Faithful to tool results — proved e2b · Q4_K_M · unsloth · Chained tool calls — proved e2b · Q4_K_M · unsloth · Structured output — proved e2b · Q4_K_M · unsloth · Sustained output — proved e2b · Q4_K_M · unsloth · Extended thinking — proved e2b · Q4_K_M · unsloth · Vision — proved e2b · Q4_K_M · unsloth · Counts in images — proved e2b · Q4_K_M · unsloth · Multiple images at once — proved e2b · Q4_K_M · unsloth · Spatial reasoning — proved e2b · Q4_K_M · unsloth · Writes code — proved e2b · Q4_K_M · unsloth · Reasons about code — proved e2b · Q4_K_M · unsloth · Synthesises sources — proved e2b · Q4_K_M · unsloth · Follows instructions — proved
Tool calling
Tool loop finished
Faithful to tool results
Chained tool calls
Structured output
Sustained output
Extended thinking
Vision
Counts in images
Multiple images at once
Spatial reasoning
Writes code
Reasons about code
Synthesises sources
Follows instructions
answered correctly in 14 of 16 languages asked Every Gemma 4 build a machine measured → text → text
8 builds measured on real machines · produces text.
8 of 20 builds measured · 12 still open1b · Q4_K_M · Tool calling — proved 1b · Q4_K_M · Tool loop finished — proved 1b · Q4_K_M · Faithful to tool results — proved 1b · Q4_K_M · Structured output — proved 1b · Q4_K_M · Sustained output — proved 1b · Q4_K_M · Writes code — proved 1b · Q4_K_M · Synthesises sources — proved 1b · Q4_K_M · Follows instructions — proved 1b · Q8_0 · Tool calling — proved 1b · Q8_0 · Tool loop finished — proved 1b · Q8_0 · Faithful to tool results — proved 1b · Q8_0 · Structured output — proved 1b · Q8_0 · Sustained output — proved 1b · Q8_0 · Writes code — proved 1b · Q8_0 · Synthesises sources — proved 1b · Q8_0 · Follows instructions — proved 3b · IQ3_XS · Tool calling — proved 3b · IQ3_XS · Tool loop finished — proved 3b · IQ3_XS · Faithful to tool results — asked, failed 3b · IQ3_XS · Structured output — proved 3b · IQ3_XS · Sustained output — proved 3b · IQ3_XS · Writes code — proved 3b · IQ3_XS · Synthesises sources — asked, failed 3b · IQ3_XS · Follows instructions — proved 1b · IQ3_XS · Tool calling — proved 1b · IQ3_XS · Tool loop finished — proved 1b · IQ3_XS · Faithful to tool results — proved 1b · IQ3_XS · Structured output — proved 1b · IQ3_XS · Sustained output — proved 1b · IQ3_XS · Writes code — proved 1b · IQ3_XS · Synthesises sources — asked, failed 1b · IQ3_XS · Follows instructions — proved
Tool calling
Tool loop finished
Faithful to tool results
Structured output
Sustained output
Writes code
Synthesises sources
Follows instructions
answered correctly in 9 of 16 languages asked Every Llama 3.2 build a machine measured → text → image
The network knows 4 builds of this family and no machine has measured one yet. That is not a gap in the page — it is an open invitation.
0 of 4 builds measured · 4 still openEvery FLUX.1 build a machine measured →
text → video
The network knows 1 build of this family and no machine has measured one yet. That is not a gap in the page — it is an open invitation.
0 of 1 builds measured · 1 still openEvery HunyuanVideo build a machine measured →
text → image
The network knows 4 builds of this family and no machine has measured one yet. That is not a gap in the page — it is an open invitation.
0 of 4 builds measured · 4 still openEvery Qwen-Image build a machine measured →
audio → text
The network knows 8 builds of this family and no machine has measured one yet. That is not a gap in the page — it is an open invitation.
0 of 8 builds measured · 8 still openEvery Whisper build a machine measured →
The gap between what a card advertises and what a machine could make it use. Every model here was asked to find a token planted across a padded prompt, at falling context lengths, until it could. The worst case on this network right now is claude-sonnet-5 , which advertises 10,00,000 and recalled at 4,096 — a factor of 244.
⌐ declared 1M · unsigned advertises 244× what it proved ⌐ declared 256k · unsigned advertises 64× what it proved ⌐ declared 256k · unsigned advertises 64× what it proved ⌐ declared 200k · unsigned advertises 49× what it proved ⌐ declared 128k · unsigned advertises 32× what it proved ⌐ declared 128k · unsigned advertises 32× what it proved ⌐ declared 128k · unsigned advertises 32× what it proved ▲ served 32k ⌐ declared 128k · unsigned advertises 16× what it proved Not an accusation of anyone. A declared window is the architecture’s; a proved one is what this quantization did on this hardware at this ladder, and an aggressive quant gives up recall first. The ratio is what you would have been wrong by if you had taken the card at its word — which is the only thing this page has ever claimed to measure.
Which of these can actually read your language. Each question was put entirely in its own language and script, and the answer had to be right. Answering in English is a failure here, not a pass. 31 models have been asked across 16 languages — including 95 passes out of 254 asks across 9 Indian languages.
e2b · IQ4_NL · English — proved e2b · IQ4_NL · Hindi — proved e2b · IQ4_NL · Kannada — proved e2b · IQ4_NL · Tamil — proved e2b · IQ4_NL · Telugu — proved e2b · IQ4_NL · Bengali — proved e2b · IQ4_NL · Marathi — proved e2b · IQ4_NL · Gujarati — proved e2b · IQ4_NL · Malayalam — proved e2b · IQ4_NL · Punjabi — proved e2b · IQ4_NL · Dutch — proved e2b · IQ4_NL · Russian — proved e2b · IQ4_NL · Amharic — proved e2b · IQ4_NL · Swahili — proved e2b · IQ4_NL · Hausa — asked, failed e2b · IQ4_NL · Yoruba — asked, failed e2b · Q4_K_M · unsloth · English — proved e2b · Q4_K_M · unsloth · Hindi — proved e2b · Q4_K_M · unsloth · Kannada — proved e2b · Q4_K_M · unsloth · Tamil — proved e2b · Q4_K_M · unsloth · Telugu — proved e2b · Q4_K_M · unsloth · Bengali — proved e2b · Q4_K_M · unsloth · Marathi — proved e2b · Q4_K_M · unsloth · Gujarati — proved e2b · Q4_K_M · unsloth · Malayalam — proved e2b · Q4_K_M · unsloth · Punjabi — proved e2b · Q4_K_M · unsloth · Dutch — proved e2b · Q4_K_M · unsloth · Russian — proved e2b · Q4_K_M · unsloth · Amharic — proved e2b · Q4_K_M · unsloth · Swahili — proved e2b · Q4_K_M · unsloth · Hausa — asked, failed e2b · Q4_K_M · unsloth · Yoruba — asked, failed e2b · Q4_K_M · ollama · English — proved e2b · Q4_K_M · ollama · Hindi — proved e2b · Q4_K_M · ollama · Kannada — proved e2b · Q4_K_M · ollama · Tamil — proved e2b · Q4_K_M · ollama · Telugu — proved e2b · Q4_K_M · ollama · Bengali — proved e2b · Q4_K_M · ollama · Marathi — proved e2b · Q4_K_M · ollama · Gujarati — proved e2b · Q4_K_M · ollama · Malayalam — proved e2b · Q4_K_M · ollama · Punjabi — proved e2b · Q4_K_M · ollama · Dutch — never asked e2b · Q4_K_M · ollama · Russian — never asked e2b · Q4_K_M · ollama · Amharic — never asked e2b · Q4_K_M · ollama · Swahili — never asked e2b · Q4_K_M · ollama · Hausa — never asked e2b · Q4_K_M · ollama · Yoruba — never asked e2b · Q3_K_M · English — proved e2b · Q3_K_M · Hindi — proved e2b · Q3_K_M · Kannada — proved e2b · Q3_K_M · Tamil — proved e2b · Q3_K_M · Telugu — proved e2b · Q3_K_M · Bengali — proved e2b · Q3_K_M · Marathi — proved e2b · Q3_K_M · Gujarati — proved e2b · Q3_K_M · Malayalam — proved e2b · Q3_K_M · Punjabi — proved e2b · Q3_K_M · Dutch — never asked e2b · Q3_K_M · Russian — never asked e2b · Q3_K_M · Amharic — never asked e2b · Q3_K_M · Swahili — never asked e2b · Q3_K_M · Hausa — never asked e2b · Q3_K_M · Yoruba — never asked e2b · Q4_0 · English — proved e2b · Q4_0 · Hindi — proved e2b · Q4_0 · Kannada — proved e2b · Q4_0 · Tamil — proved e2b · Q4_0 · Telugu — proved e2b · Q4_0 · Bengali — proved e2b · Q4_0 · Marathi — proved e2b · Q4_0 · Gujarati — proved e2b · Q4_0 · Malayalam — proved e2b · Q4_0 · Punjabi — proved e2b · Q4_0 · Dutch — never asked e2b · Q4_0 · Russian — never asked e2b · Q4_0 · Amharic — never asked e2b · Q4_0 · Swahili — never asked e2b · Q4_0 · Hausa — never asked e2b · Q4_0 · Yoruba — never asked e2b · Q3_K_S · English — proved e2b · Q3_K_S · Hindi — proved e2b · Q3_K_S · Kannada — proved e2b · Q3_K_S · Tamil — proved e2b · Q3_K_S · Telugu — proved e2b · Q3_K_S · Bengali — proved e2b · Q3_K_S · Marathi — proved e2b · Q3_K_S · Gujarati — proved e2b · Q3_K_S · Malayalam — proved e2b · Q3_K_S · Punjabi — proved e2b · Q3_K_S · Dutch — never asked e2b · Q3_K_S · Russian — never asked e2b · Q3_K_S · Amharic — never asked e2b · Q3_K_S · Swahili — never asked e2b · Q3_K_S · Hausa — never asked e2b · Q3_K_S · Yoruba — never asked e4b · Q3_K_M · English — proved e4b · Q3_K_M · Hindi — proved e4b · Q3_K_M · Kannada — proved e4b · Q3_K_M · Tamil — proved e4b · Q3_K_M · Telugu — proved e4b · Q3_K_M · Bengali — proved e4b · Q3_K_M · Marathi — asked, failed e4b · Q3_K_M · Gujarati — proved e4b · Q3_K_M · Malayalam — proved e4b · Q3_K_M · Punjabi — proved e4b · Q3_K_M · Dutch — never asked e4b · Q3_K_M · Russian — never asked e4b · Q3_K_M · Amharic — never asked e4b · Q3_K_M · Swahili — never asked e4b · Q3_K_M · Hausa — never asked e4b · Q3_K_M · Yoruba — never asked 1b · Q4_K_M · bartowski · English — proved 1b · Q4_K_M · bartowski · Hindi — proved 1b · Q4_K_M · bartowski · Kannada — asked, failed 1b · Q4_K_M · bartowski · Tamil — asked, failed 1b · Q4_K_M · bartowski · Telugu — proved 1b · Q4_K_M · bartowski · Bengali — asked, failed 1b · Q4_K_M · bartowski · Marathi — asked, failed 1b · Q4_K_M · bartowski · Gujarati — asked, failed 1b · Q4_K_M · bartowski · Malayalam — proved 1b · Q4_K_M · bartowski · Punjabi — asked, failed 1b · Q4_K_M · bartowski · Dutch — proved 1b · Q4_K_M · bartowski · Russian — proved 1b · Q4_K_M · bartowski · Amharic — asked, failed 1b · Q4_K_M · bartowski · Swahili — asked, failed 1b · Q4_K_M · bartowski · Hausa — asked, failed 1b · Q4_K_M · bartowski · Yoruba — asked, failed 4b · Q4_0 · English — proved 4b · Q4_0 · Hindi — proved 4b · Q4_0 · Kannada — proved 4b · Q4_0 · Tamil — proved 4b · Q4_0 · Telugu — proved 4b · Q4_0 · Bengali — asked, failed 4b · Q4_0 · Marathi — asked, failed 4b · Q4_0 · Gujarati — asked, failed 4b · Q4_0 · Malayalam — proved 4b · Q4_0 · Punjabi — asked, failed 4b · Q4_0 · Dutch — never asked 4b · Q4_0 · Russian — never asked 4b · Q4_0 · Amharic — never asked 4b · Q4_0 · Swahili — never asked 4b · Q4_0 · Hausa — never asked 4b · Q4_0 · Yoruba — never asked 4b · Q4_1 · English — proved 4b · Q4_1 · Hindi — proved 4b · Q4_1 · Kannada — asked, failed 4b · Q4_1 · Tamil — proved 4b · Q4_1 · Telugu — proved 4b · Q4_1 · Bengali — asked, failed 4b · Q4_1 · Marathi — asked, failed 4b · Q4_1 · Gujarati — asked, failed 4b · Q4_1 · Malayalam — proved 4b · Q4_1 · Punjabi — proved 4b · Q4_1 · Dutch — never asked 4b · Q4_1 · Russian — never asked 4b · Q4_1 · Amharic — never asked 4b · Q4_1 · Swahili — never asked 4b · Q4_1 · Hausa — never asked 4b · Q4_1 · Yoruba — never asked 4b · IQ4_XS · English — proved 4b · IQ4_XS · Hindi — proved 4b · IQ4_XS · Kannada — asked, failed 4b · IQ4_XS · Tamil — proved 4b · IQ4_XS · Telugu — proved 4b · IQ4_XS · Bengali — asked, failed 4b · IQ4_XS · Marathi — asked, failed 4b · IQ4_XS · Gujarati — never asked 4b · IQ4_XS · Malayalam — never asked 4b · IQ4_XS · Punjabi — never asked 4b · IQ4_XS · Dutch — proved 4b · IQ4_XS · Russian — proved 4b · IQ4_XS · Amharic — asked, failed 4b · IQ4_XS · Swahili — asked, failed 4b · IQ4_XS · Hausa — asked, failed 4b · IQ4_XS · Yoruba — asked, failed 1b · F16 · English — proved 1b · F16 · Hindi — proved 1b · F16 · Kannada — asked, failed 1b · F16 · Tamil — asked, failed 1b · F16 · Telugu — proved 1b · F16 · Bengali — asked, failed 1b · F16 · Marathi — proved 1b · F16 · Gujarati — asked, failed 1b · F16 · Malayalam — asked, failed 1b · F16 · Punjabi — asked, failed 1b · F16 · Dutch — proved 1b · F16 · Russian — asked, failed 1b · F16 · Amharic — asked, failed 1b · F16 · Swahili — asked, failed 1b · F16 · Hausa — asked, failed 1b · F16 · Yoruba — asked, failed 1b · IQ3_XS · English — proved 1b · IQ3_XS · Hindi — proved 1b · IQ3_XS · Kannada — asked, failed 1b · IQ3_XS · Tamil — proved 1b · IQ3_XS · Telugu — asked, failed 1b · IQ3_XS · Bengali — asked, failed 1b · IQ3_XS · Marathi — asked, failed 1b · IQ3_XS · Gujarati — asked, failed 1b · IQ3_XS · Malayalam — asked, failed 1b · IQ3_XS · Punjabi — asked, failed 1b · IQ3_XS · Dutch — proved 1b · IQ3_XS · Russian — asked, failed 1b · IQ3_XS · Amharic — asked, failed 1b · IQ3_XS · Swahili — asked, failed 1b · IQ3_XS · Hausa — asked, failed 1b · IQ3_XS · Yoruba — asked, failed 8b · Q2_K · English — proved 8b · Q2_K · Hindi — proved 8b · Q2_K · Kannada — asked, failed 8b · Q2_K · Tamil — proved 8b · Q2_K · Telugu — asked, failed 8b · Q2_K · Bengali — proved 8b · Q2_K · Marathi — asked, failed 8b · Q2_K · Gujarati — asked, failed 8b · Q2_K · Malayalam — asked, failed 8b · Q2_K · Punjabi — asked, failed 8b · Q2_K · Dutch — never asked 8b · Q2_K · Russian — never asked 8b · Q2_K · Amharic — never asked 8b · Q2_K · Swahili — never asked 8b · Q2_K · Hausa — never asked 8b · Q2_K · Yoruba — never asked 4b · Q2_K · English — proved 4b · Q2_K · Hindi — proved 4b · Q2_K · Kannada — asked, failed 4b · Q2_K · Tamil — proved 4b · Q2_K · Telugu — proved 4b · Q2_K · Bengali — asked, failed 4b · Q2_K · Marathi — asked, failed 4b · Q2_K · Gujarati — asked, failed 4b · Q2_K · Malayalam — asked, failed 4b · Q2_K · Punjabi — asked, failed 4b · Q2_K · Dutch — never asked 4b · Q2_K · Russian — never asked 4b · Q2_K · Amharic — never asked 4b · Q2_K · Swahili — never asked 4b · Q2_K · Hausa — never asked 4b · Q2_K · Yoruba — never asked 1b · Q8_0 · English — proved 1b · Q8_0 · Hindi — proved 1b · Q8_0 · Kannada — proved 1b · Q8_0 · Tamil — asked, failed 1b · Q8_0 · Telugu — asked, failed 1b · Q8_0 · Bengali — asked, failed 1b · Q8_0 · Marathi — asked, failed 1b · Q8_0 · Gujarati — asked, failed 1b · Q8_0 · Malayalam — asked, failed 1b · Q8_0 · Punjabi — asked, failed 1b · Q8_0 · Dutch — never asked 1b · Q8_0 · Russian — never asked 1b · Q8_0 · Amharic — never asked 1b · Q8_0 · Swahili — never asked 1b · Q8_0 · Hausa — never asked 1b · Q8_0 · Yoruba — never asked mini · Q3_K_L · English — proved mini · Q3_K_L · Hindi — proved mini · Q3_K_L · Kannada — asked, failed mini · Q3_K_L · Tamil — asked, failed mini · Q3_K_L · Telugu — asked, failed mini · Q3_K_L · Bengali — proved mini · Q3_K_L · Marathi — asked, failed mini · Q3_K_L · Gujarati — asked, failed mini · Q3_K_L · Malayalam — asked, failed mini · Q3_K_L · Punjabi — asked, failed mini · Q3_K_L · Dutch — never asked mini · Q3_K_L · Russian — never asked mini · Q3_K_L · Amharic — never asked mini · Q3_K_L · Swahili — never asked mini · Q3_K_L · Hausa — never asked mini · Q3_K_L · Yoruba — never asked 4b · IQ3_XXS · English — proved 4b · IQ3_XXS · Hindi — asked, failed 4b · IQ3_XXS · Kannada — asked, failed 4b · IQ3_XXS · Tamil — proved 4b · IQ3_XXS · Telugu — asked, failed 4b · IQ3_XXS · Bengali — asked, failed 4b · IQ3_XXS · Marathi — asked, failed 4b · IQ3_XXS · Gujarati — asked, failed 4b · IQ3_XXS · Malayalam — asked, failed 4b · IQ3_XXS · Punjabi — asked, failed 4b · IQ3_XXS · Dutch — never asked 4b · IQ3_XXS · Russian — never asked 4b · IQ3_XXS · Amharic — never asked 4b · IQ3_XXS · Swahili — never asked 4b · IQ3_XXS · Hausa — never asked 4b · IQ3_XXS · Yoruba — never asked 1b · Q4_K_M · MaziyarPanahi · English — proved 1b · Q4_K_M · MaziyarPanahi · Hindi — proved 1b · Q4_K_M · MaziyarPanahi · Kannada — asked, failed 1b · Q4_K_M · MaziyarPanahi · Tamil — asked, failed 1b · Q4_K_M · MaziyarPanahi · Telugu — asked, failed 1b · Q4_K_M · MaziyarPanahi · Bengali — asked, failed 1b · Q4_K_M · MaziyarPanahi · Marathi — asked, failed 1b · Q4_K_M · MaziyarPanahi · Gujarati — asked, failed 1b · Q4_K_M · MaziyarPanahi · Malayalam — asked, failed 1b · Q4_K_M · MaziyarPanahi · Punjabi — asked, failed 1b · Q4_K_M · MaziyarPanahi · Dutch — never asked 1b · Q4_K_M · MaziyarPanahi · Russian — never asked 1b · Q4_K_M · MaziyarPanahi · Amharic — never asked 1b · Q4_K_M · MaziyarPanahi · Swahili — never asked 1b · Q4_K_M · MaziyarPanahi · Hausa — never asked 1b · Q4_K_M · MaziyarPanahi · Yoruba — never asked 3b · IQ3_XS · English — proved 3b · IQ3_XS · Hindi — asked, failed 3b · IQ3_XS · Kannada — asked, failed 3b · IQ3_XS · Tamil — asked, failed 3b · IQ3_XS · Telugu — asked, failed 3b · IQ3_XS · Bengali — asked, failed 3b · IQ3_XS · Marathi — asked, failed 3b · IQ3_XS · Gujarati — asked, failed 3b · IQ3_XS · Malayalam — asked, failed 3b · IQ3_XS · Punjabi — asked, failed 3b · IQ3_XS · Dutch — never asked 3b · IQ3_XS · Russian — never asked 3b · IQ3_XS · Amharic — never asked 3b · IQ3_XS · Swahili — never asked 3b · IQ3_XS · Hausa — never asked 3b · IQ3_XS · Yoruba — never asked mini · IQ2_M · English — proved mini · IQ2_M · Hindi — asked, failed mini · IQ2_M · Kannada — asked, failed mini · IQ2_M · Tamil — asked, failed mini · IQ2_M · Telugu — asked, failed mini · IQ2_M · Bengali — asked, failed mini · IQ2_M · Marathi — asked, failed mini · IQ2_M · Gujarati — asked, failed mini · IQ2_M · Malayalam — asked, failed mini · IQ2_M · Punjabi — asked, failed mini · IQ2_M · Dutch — never asked mini · IQ2_M · Russian — never asked mini · IQ2_M · Amharic — never asked mini · IQ2_M · Swahili — never asked mini · IQ2_M · Hausa — never asked mini · IQ2_M · Yoruba — never asked mini · Q3_K_S · English — proved mini · Q3_K_S · Hindi — asked, failed mini · Q3_K_S · Kannada — asked, failed mini · Q3_K_S · Tamil — asked, failed mini · Q3_K_S · Telugu — asked, failed mini · Q3_K_S · Bengali — asked, failed mini · Q3_K_S · Marathi — asked, failed mini · Q3_K_S · Gujarati — asked, failed mini · Q3_K_S · Malayalam — asked, failed mini · Q3_K_S · Punjabi — asked, failed mini · Q3_K_S · Dutch — never asked mini · Q3_K_S · Russian — never asked mini · Q3_K_S · Amharic — never asked mini · Q3_K_S · Swahili — never asked mini · Q3_K_S · Hausa — never asked mini · Q3_K_S · Yoruba — never asked 0.6b · Q4_K_M · English — proved 0.6b · Q4_K_M · Hindi — asked, failed 0.6b · Q4_K_M · Kannada — asked, failed 0.6b · Q4_K_M · Tamil — asked, failed 0.6b · Q4_K_M · Telugu — asked, failed 0.6b · Q4_K_M · Bengali — asked, failed 0.6b · Q4_K_M · Marathi — asked, failed 0.6b · Q4_K_M · Gujarati — asked, failed 0.6b · Q4_K_M · Malayalam — asked, failed 0.6b · Q4_K_M · Punjabi — asked, failed 0.6b · Q4_K_M · Dutch — never asked 0.6b · Q4_K_M · Russian — never asked 0.6b · Q4_K_M · Amharic — never asked 0.6b · Q4_K_M · Swahili — never asked 0.6b · Q4_K_M · Hausa — never asked 0.6b · Q4_K_M · Yoruba — never asked mini-reasoning · IQ1_S · English — proved mini-reasoning · IQ1_S · Hindi — asked, failed mini-reasoning · IQ1_S · Kannada — never asked mini-reasoning · IQ1_S · Tamil — never asked mini-reasoning · IQ1_S · Telugu — never asked mini-reasoning · IQ1_S · Bengali — never asked mini-reasoning · IQ1_S · Marathi — never asked mini-reasoning · IQ1_S · Gujarati — never asked mini-reasoning · IQ1_S · Malayalam — never asked mini-reasoning · IQ1_S · Punjabi — never asked mini-reasoning · IQ1_S · Dutch — never asked mini-reasoning · IQ1_S · Russian — never asked mini-reasoning · IQ1_S · Amharic — never asked mini-reasoning · IQ1_S · Swahili — never asked mini-reasoning · IQ1_S · Hausa — never asked mini-reasoning · IQ1_S · Yoruba — never asked mini-reasoning · Q3_K_M · English — proved mini-reasoning · Q3_K_M · Hindi — asked, failed mini-reasoning · Q3_K_M · Kannada — asked, failed mini-reasoning · Q3_K_M · Tamil — asked, failed mini-reasoning · Q3_K_M · Telugu — asked, failed mini-reasoning · Q3_K_M · Bengali — asked, failed mini-reasoning · Q3_K_M · Marathi — asked, failed mini-reasoning · Q3_K_M · Gujarati — asked, failed mini-reasoning · Q3_K_M · Malayalam — never asked mini-reasoning · Q3_K_M · Punjabi — never asked mini-reasoning · Q3_K_M · Dutch — never asked mini-reasoning · Q3_K_M · Russian — never asked mini-reasoning · Q3_K_M · Amharic — never asked mini-reasoning · Q3_K_M · Swahili — never asked mini-reasoning · Q3_K_M · Hausa — never asked mini-reasoning · Q3_K_M · Yoruba — never asked mini-reasoning · Q2_K · English — proved mini-reasoning · Q2_K · Hindi — asked, failed mini-reasoning · Q2_K · Kannada — asked, failed mini-reasoning · Q2_K · Tamil — asked, failed mini-reasoning · Q2_K · Telugu — asked, failed mini-reasoning · Q2_K · Bengali — asked, failed mini-reasoning · Q2_K · Marathi — asked, failed mini-reasoning · Q2_K · Gujarati — asked, failed mini-reasoning · Q2_K · Malayalam — asked, failed mini-reasoning · Q2_K · Punjabi — asked, failed mini-reasoning · Q2_K · Dutch — never asked mini-reasoning · Q2_K · Russian — never asked mini-reasoning · Q2_K · Amharic — never asked mini-reasoning · Q2_K · Swahili — never asked mini-reasoning · Q2_K · Hausa — never asked mini-reasoning · Q2_K · Yoruba — never asked 0.6b · Q3_K_M · English — proved 0.6b · Q3_K_M · Hindi — asked, failed 0.6b · Q3_K_M · Kannada — asked, failed 0.6b · Q3_K_M · Tamil — asked, failed 0.6b · Q3_K_M · Telugu — asked, failed 0.6b · Q3_K_M · Bengali — asked, failed 0.6b · Q3_K_M · Marathi — asked, failed 0.6b · Q3_K_M · Gujarati — asked, failed 0.6b · Q3_K_M · Malayalam — asked, failed 0.6b · Q3_K_M · Punjabi — asked, failed 0.6b · Q3_K_M · Dutch — never asked 0.6b · Q3_K_M · Russian — never asked 0.6b · Q3_K_M · Amharic — never asked 0.6b · Q3_K_M · Swahili — never asked 0.6b · Q3_K_M · Hausa — never asked 0.6b · Q3_K_M · Yoruba — never asked mini · IQ2_XS · English — proved mini · IQ2_XS · Hindi — asked, failed mini · IQ2_XS · Kannada — asked, failed mini · IQ2_XS · Tamil — never asked mini · IQ2_XS · Telugu — never asked mini · IQ2_XS · Bengali — never asked mini · IQ2_XS · Marathi — never asked mini · IQ2_XS · Gujarati — never asked mini · IQ2_XS · Malayalam — never asked mini · IQ2_XS · Punjabi — never asked mini · IQ2_XS · Dutch — never asked mini · IQ2_XS · Russian — never asked mini · IQ2_XS · Amharic — never asked mini · IQ2_XS · Swahili — never asked mini · IQ2_XS · Hausa — never asked mini · IQ2_XS · Yoruba — never asked 1b · IQ1_S · English — asked, failed 1b · IQ1_S · Hindi — asked, failed 1b · IQ1_S · Kannada — asked, failed 1b · IQ1_S · Tamil — asked, failed 1b · IQ1_S · Telugu — asked, failed 1b · IQ1_S · Bengali — asked, failed 1b · IQ1_S · Marathi — asked, failed 1b · IQ1_S · Gujarati — asked, failed 1b · IQ1_S · Malayalam — asked, failed 1b · IQ1_S · Punjabi — asked, failed 1b · IQ1_S · Dutch — never asked 1b · IQ1_S · Russian — never asked 1b · IQ1_S · Amharic — never asked 1b · IQ1_S · Swahili — never asked 1b · IQ1_S · Hausa — never asked 1b · IQ1_S · Yoruba — never asked 3b · IQ1_S · English — asked, failed 3b · IQ1_S · Hindi — asked, failed 3b · IQ1_S · Kannada — asked, failed 3b · IQ1_S · Tamil — asked, failed 3b · IQ1_S · Telugu — asked, failed 3b · IQ1_S · Bengali — asked, failed 3b · IQ1_S · Marathi — asked, failed 3b · IQ1_S · Gujarati — asked, failed 3b · IQ1_S · Malayalam — asked, failed 3b · IQ1_S · Punjabi — asked, failed 3b · IQ1_S · Dutch — never asked 3b · IQ1_S · Russian — never asked 3b · IQ1_S · Amharic — never asked 3b · IQ1_S · Swahili — never asked 3b · IQ1_S · Hausa — never asked 3b · IQ1_S · Yoruba — never asked 4b · IQ1_S · English — asked, failed 4b · IQ1_S · Hindi — asked, failed 4b · IQ1_S · Kannada — asked, failed 4b · IQ1_S · Tamil — asked, failed 4b · IQ1_S · Telugu — asked, failed 4b · IQ1_S · Bengali — never asked 4b · IQ1_S · Marathi — never asked 4b · IQ1_S · Gujarati — never asked 4b · IQ1_S · Malayalam — never asked 4b · IQ1_S · Punjabi — never asked 4b · IQ1_S · Dutch — never asked 4b · IQ1_S · Russian — never asked 4b · IQ1_S · Amharic — never asked 4b · IQ1_S · Swahili — never asked 4b · IQ1_S · Hausa — never asked 4b · IQ1_S · Yoruba — never asked every language, with the models that passed A language a model was never asked is not a claim either way, and is drawn as a dot rather than as a failure. The probe set covers 16 languages; a script missing from it is missing from the evidence, not from the model.
The machines these numbers came off. A throughput figure is a fact about a model and a computer. The same weights on this network run an order of magnitude apart depending on which of these took the measurement, so the machine is published beside the number rather than averaged into it.
Hyderabad · Telangana Intel64 Family 6 Model 151 Stepping 5, GenuineIntel · 15.7 GiB RAM · 2 GiB VRAM · avx2 7.0 of 15.7 GiB free · 18 ns memory · disk 2529/1 MB/s · 103 Mbps · 26 µs rtt 52 signed measurements · did:epn:002408…9e3c79 · online placement not published unnamed machine 27 signed measurements · did:epn:002408…afbb8a placement not published unnamed machine 15 signed measurements · did:epn:002408…d68672 placement not published unnamed machine 7 signed measurements · did:epn:002408…0c5265 Hyderabad · Telangana x86_64 · intel · 6.0 GiB pooled · 1 GiB VRAM · avx512 5 signed measurements · did:epn:002408…2e5c02 · offline placement not published unnamed machine 3 signed measurements · did:epn:002408…15d9e9 Bhubaneswar · Odisha AMD64 Family 25 Model 33 Stepping 0, AuthenticAMD · RTX 3080 Ti 12 GiB · 15.9 GiB RAM · 12 GiB VRAM · avx2 5.8 of 15.9 GiB free · 10 ns memory · disk 6083/1022 MB/s · 260 Mbps · 41 µs rtt 1 signed measurement · did:epn:002408…84bf54 · online placement not published unnamed machine 1 signed measurement · did:epn:002408…12954d where the work was signed 58 signed measurements from 3 machines across 2 states. Placement is what each node signed into its own proof snapshot — not a geolocation, and not a coordinate anyone here looked up. Architecture, memory and GPU class are what each machine ADVERTISES to the network — self-reported, and the only unsigned facts in this section. The measurements attributed to them are signed, and nothing here is averaged across machines. 5 of 8 machines have since left the mesh and are named only by the identifier they signed with.
Show only models that proved a capability all Audio Tool calling Tool loop finished Faithful to tool results Chained tool calls Structured output Sustained output Extended thinking Vision Counts in images Multiple images at once Spatial reasoning Generates images Generates video Generates music Writes code Reasons about code Synthesises sources Follows instructions
declared not declared
proved ctx not probed
fastest not timed
✓ Generates music
verify this yourself
did:epn:002408…9e3c79 declared 1,31,072
proved ctx 8,192
fastest 45.05 tok/s
· Audio✓ Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished✓ Chained tool calls✓ Counts in images✓ Multiple images at once✓ Vision✓ Spatial reasoning
verify this yourself
did:epn:002408…afbb8a declared 1,31,072
proved ctx 8,192
fastest 49.89 tok/s
· Vision· Audio· Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output· Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished· Chained tool calls
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx not probed
fastest 26.35 tok/s
· Reasons about code· Writes code· Follows instructions· Sustained output· Structured output· Extended thinking· Synthesises sources· Tool calling· Tool loop finished· Vision· Audio· Faithful to tool results
verify this yourself
did:epn:002408…afbb8a declared 1,31,072
proved ctx 16,384
fastest 103.86 tok/s
· Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output· Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished· Chained tool calls· Vision· Audio
verify this yourself
did:epn:002408…9e3c79 declared 1,31,072
proved ctx not probed
fastest 105.02 tok/s
· Reasons about code· Writes code· Follows instructions· Sustained output· Structured output· Extended thinking· Synthesises sources· Tool calling· Tool loop finished· Vision· Audio· Faithful to tool results
verify this yourself
did:epn:002408…afbb8a declared 1,31,072
proved ctx 4,096
fastest 107.53 tok/s
· Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output· Extended thinking· Synthesises sources✓ Tool calling· Vision· Audio✓ Faithful to tool results✓ Tool loop finished· Chained tool calls
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx 4,096
fastest 22.43 tok/s
✓ Structured output· Extended thinking✓ Tool calling· Faithful to tool results✓ Tool loop finished✓ Counts in images✓ Vision· Audio· Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output· Synthesises sources· Multiple images at once✓ Spatial reasoning
verify this yourself
did:epn:002408…afbb8a declared 1,31,072
proved ctx 8,192
fastest 38.36 tok/s
✓ Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished✓ Chained tool calls✓ Counts in images✓ Multiple images at once✓ Vision✓ Spatial reasoning· Audio
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx not probed
fastest 6.82 tok/s
✓ Reasons about code· Writes code· Follows instructions✓ Structured output✓ Extended thinking· Tool calling· Tool loop finished· Vision· Audio· Faithful to tool results
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest 31.94 tok/s
✓ Reasons about code· Writes code· Follows instructions✓ Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources· Tool calling· Tool loop finished· Vision· Audio· Faithful to tool results
verify this yourself
did:epn:002408…afbb8a declared 2,62,144
proved ctx 4,096
fastest 40.87 tok/s
· Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output· Extended thinking· Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished· Chained tool calls✓ Counts in images· Multiple images at once✓ Vision✓ Spatial reasoning· Audio
verify this yourself
did:epn:002408…9e3c79 declared 2,00,000
proved ctx 4,096
fastest 74.43 tok/s
✓ Tool calling
verify this yourself
did:epn:002408…15d9e9 declared 10,00,000
proved ctx not probed
fastest 22.69 tok/s
✓ Tool calling
verify this yourself
did:epn:002408…9e3c79 declared 10,00,000
proved ctx 4,096
fastest not timed
✓ Tool calling
verify this yourself
did:epn:002408…15d9e9 declared not declared
proved ctx 4,096
fastest 37.31 tok/s
· Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output· Extended thinking· Synthesises sources· Tool calling· Tool loop finished· Vision· Audio· Faithful to tool results
verify this yourself
did:epn:002408…afbb8a declared 1,31,072
proved ctx not probed
fastest 113.27 tok/s
· Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output· Extended thinking· Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished· Chained tool calls· Vision· Audio
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx 4,096
fastest 27.89 tok/s
· Reasons about code✓ Writes code· Follows instructions✓ Sustained output✓ Structured output· Extended thinking✓ Synthesises sources· Tool calling· Tool loop finished· Vision· Audio· Faithful to tool results
verify this yourself
did:epn:002408…afbb8a declared 1,31,072
proved ctx 8,192
fastest 54.91 tok/s
✓ Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished✓ Chained tool calls✓ Counts in images✓ Multiple images at once✓ Vision✓ Spatial reasoning· Audio
verify this yourself
did:epn:002408…9e3c79 declared 1,31,072
proved ctx 4,096
fastest 57.55 tok/s
✓ Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished✓ Chained tool calls✓ Counts in images✓ Multiple images at once✓ Vision✓ Spatial reasoning· Audio
verify this yourself
did:epn:002408…9e3c79 declared 1,31,072
proved ctx 8,192
fastest 11.26 tok/s
· Audio✓ Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished✓ Chained tool calls✓ Vision✓ Counts in images✓ Multiple images at once✓ Spatial reasoning
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest 37.71 tok/s
✓ Reasons about code· Writes code· Follows instructions✓ Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources· Tool calling· Tool loop finished· Vision· Audio· Faithful to tool results
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx not probed
fastest 6.50 tok/s
✓ Reasons about code· Writes code· Follows instructions· Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources· Tool calling· Tool loop finished· Vision· Audio· Faithful to tool results
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx 4,096
fastest 6.28 tok/s
✓ Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results· Tool loop finished✓ Chained tool calls· Vision· Audio
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx 4,096
fastest 37.02 tok/s
· Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output· Extended thinking· Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished· Chained tool calls✓ Counts in images· Multiple images at once✓ Vision✓ Spatial reasoning· Audio
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx not probed
fastest not timed
· Generates music
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
✓ Spatial reasoning
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
✓ Spatial reasoning
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
· Generates images
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
✓ Counts in images
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest 8.93 tok/s
· Tool calling· Tool loop finished· Vision· Audio· Extended thinking· Structured output
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
· Tool calling· Tool loop finished· Vision· Audio· Extended thinking· Structured output
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest 1.99 tok/s
· Tool calling· Tool loop finished· Vision· Audio· Extended thinking✓ Structured output
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
· Generates video
verify this yourself
did:epn:002408…9e3c79 declared 1,31,072
proved ctx not probed
fastest 8.03 tok/s
· Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output· Extended thinking· Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished· Chained tool calls· Vision· Audio
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx 8,192
fastest 46.80 tok/s
· Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output· Extended thinking· Synthesises sources✓ Tool calling· Faithful to tool results✓ Tool loop finished· Vision· Audio
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx 8,192
fastest 32.06 tok/s
· Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output· Extended thinking✓ Synthesises sources· Tool calling· Tool loop finished· Vision· Audio· Faithful to tool results
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx not probed
fastest 28.18 tok/s
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx not probed
fastest 40.62 tok/s
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx not probed
fastest 45.74 tok/s
· Reasons about code· Writes code· Follows instructions✓ Sustained output✓ Structured output· Extended thinking· Synthesises sources· Tool calling· Tool loop finished· Vision· Audio· Faithful to tool results
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx not probed
fastest 2.20 tok/s
verify this yourself
did:epn:002408…d68672 declared not declared
proved ctx not probed
fastest 16.02 tok/s
verify this yourself
did:epn:002408…9e3c79 declared 40,960
proved ctx not probed
fastest 44.56 tok/s
· Reasons about code✓ Writes code· Follows instructions✓ Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished· Chained tool calls· Vision· Audio
verify this yourself
did:epn:002408…9e3c79 declared 40,960
proved ctx 4,096
fastest 37.41 tok/s
✓ Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results· Tool loop finished✓ Chained tool calls· Vision· Audio
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest 23.93 tok/s
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest 8.47 tok/s
✓ Reasons about code· Writes code· Follows instructions✓ Sustained output✓ Structured output· Extended thinking· Synthesises sources· Tool calling· Tool loop finished· Vision· Audio· Faithful to tool results
verify this yourself
did:epn:002408…9e3c79 declared 1,31,072
proved ctx 4,096
fastest 14.42 tok/s
✓ Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results· Tool loop finished✓ Chained tool calls✓ Counts in images✓ Multiple images at once✓ Vision✓ Spatial reasoning· Audio
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx 4,096
fastest 20.35 tok/s
✓ Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output✓ Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results✓ Tool loop finished✓ Chained tool calls✓ Counts in images✓ Multiple images at once✓ Vision✓ Spatial reasoning· Audio
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx not probed
fastest 2.18 tok/s
verify this yourself
did:epn:002408…d68672 declared not declared
proved ctx not probed
fastest 24.90 tok/s
· Reasons about code· Writes code· Follows instructions· Sustained output· Structured output· Extended thinking· Synthesises sources· Tool calling· Tool loop finished· Vision· Audio· Faithful to tool results
verify this yourself
did:epn:002408…afbb8a declared not declared
proved ctx not probed
fastest 19.37 tok/s
verify this yourself
did:epn:002408…0c5265 declared 2,62,144
proved ctx 4,096
fastest 6.45 tok/s
✓ Structured output· Extended thinking✓ Tool calling✓ Faithful to tool results· Tool loop finished· Chained tool calls✓ Counts in images· Multiple images at once✓ Vision· Audio· Reasons about code✓ Writes code✓ Follows instructions✓ Spatial reasoning
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did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest 11.87 tok/s
· Reasons about code✓ Writes code✓ Follows instructions✓ Sustained output✓ Structured output· Extended thinking✓ Synthesises sources✓ Tool calling✓ Faithful to tool results· Tool loop finished✓ Chained tool calls✓ Counts in images· Multiple images at once✓ Vision✓ Spatial reasoning· Audio
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
✓ Audio
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
· Generates music
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest 16.90 tok/s
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
· Generates video
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did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest 7.73 tok/s
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest 4.82 tok/s
✓ Tool calling✓ Tool loop finished· Vision· Audio· Extended thinking✓ Structured output
verify this yourself
did:epn:002408…d68672 declared not declared
proved ctx not probed
fastest 18.17 tok/s
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
✓ Audio
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did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
✓ Generates images
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
✓ Generates images
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest 29.91 tok/s
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
✓ Audio
verify this yourself
did:epn:002408…9e3c79 declared not declared
proved ctx not probed
fastest not timed
· Generates video
verify this yourself
did:epn:002408…9e3c79 What we rejected: nothing. Every measurement offered to the network verified against the signature of the node that produced it. One that does not is excluded from every number above. effective_ctx is the length a node PROVED by recall, never the length a model card advertises.
every field verified against the signature of the node that produced it, and re-verifiable by you: each signed figure carries the exact bytes the node signed (signing_payload_b64) and the signature over them, and the ed25519 public key is embedded in node_did. effective_ctx is the context length a node PROVED by recall, never the length a model card advertises. Published 2026-09-11T13:14:02.725Z
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