24 Aug 2026 to 31 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.
The order a season proves things in: the number every other number is compared to comes first.
A class is os · arch · card class · RAM band. A number proved on one says nothing about another.
Listed by held outcomes. Downloads, likes and popularity do not appear on this page, because nobody signs them.
the engine has no loader for this architecture — a release changes that, never a clock
the engine has no loader for this architecture — a release changes that, never a clock
the engine has no loader for this architecture — a release changes that, never a clock
the engine has no loader for this architecture — a release changes that, never a clock
the engine has no loader for this architecture — a release changes that, never a clock
the engine has no loader for this architecture — a release changes that, never a clock
the ref, or the quant asked of it, is not published upstream
the engine has no loader for this architecture — a release changes that, never a clock
the engine has no loader for this architecture — a release changes that, never a clock
the engine has no loader for this architecture — a release changes that, never a clock
the ref, or the quant asked of it, is not published upstream
the engine has no loader for this architecture — a release changes that, never a clock
the ref, or the quant asked of it, is not published upstream
the ref, or the quant asked of it, is not published upstream
the ref, or the quant asked of it, is not published upstream
the ref, or the quant asked of it, is not published upstream
the ref, or the quant asked of it, is not published upstream
the ref, or the quant asked of it, is not published upstream
the ref, or the quant asked of it, is not published upstream
the ref, or the quant asked of it, is not published upstream
the ref, or the quant asked of it, is not published upstream
the ref, or the quant asked of it, is not published upstream
the ref, or the quant asked of it, is not published upstream
the ref, or the quant asked of it, is not published upstream
refusals are signed facts about (artifact, class): gated, unloadable, or absent upstream. They are coverage of a kind -- the fleet learned it once -- and they sink the cell to the back of every gram of that class. A refusal lifts when its season closes and the engine that refused has moved on.
carried forward — no gram of this class reported in the latest aggregate
carried forward — no gram of this class reported in the latest aggregate
carried forward — no gram of this class reported in the latest aggregate
carried forward — no gram of this class reported in the latest aggregate
carried forward — no gram of this class reported in the latest aggregate
cost is operational: medians of node-reported pull/probe clocks per hardware class and engine, with sample counts. It is not a measurement of any model and is never ranked.
demand is tokens produced per artifact per class, from signed throughput observations; it orders depth, never existence.
Cohort 0 · Lead member, rung 0 · 1
unsloth · quantization of microsoft/Phi-4-mini-instruct
held on macOS · x86-64 · no GPU · 8 GiB: code.write, instruct.follow, lang.en, lang.hi, output.long, output.schema, research.synthesize, structured_output
served 15.7k tokens across the network
Cohort 1 · Lead member's ladder · 2
unsloth · quantization of Qwen/Qwen3-4B
held on hardware not stated in the signed payload: code.reason, code.write, faithful_tool_result, instruct.follow, lang.en, lang.ta, output.long, output.schema, reason.channel, research.synthesize, structured_output, thinking, tools, tools.call, tools.faithful, tools.loop_ends, tools_loop_terminated
served 152.6k tokens across the network
unsloth · quantization of Qwen/Qwen3-4B
served 127.6k tokens across the network
Cohort 2 · Other vendor members · 5
bartowski · quantization of meta-llama/Llama-3.2-1B-Instruct
held on hardware not stated in the signed payload: code.write, faithful_tool_result, instruct.follow, lang.en, lang.ml, output.long, output.schema, research.synthesize, structured_output, tools, tools.call, tools.faithful, tools.loop_ends, tools_loop_terminated
served 7.6k tokens across the network
unsloth · quantization of microsoft/Phi-4-mini-reasoning
held on Windows · x86-64 · no GPU · 16 GiB: code.reason, output.schema, reason.channel, research.synthesize, structured_output, thinking
served 1.6k tokens across the network
bartowski · quantization of meta-llama/Llama-3.2-1B-Instruct
held on hardware not stated in the signed payload: code.write, faithful_tool_result, instruct.follow, lang.en, lang.hi, lang.nl, lang.te, output.schema, structured_output, tools, tools.call, tools.faithful, tools.loop_ends, tools_loop_terminated
served 5.6k tokens across the network
MaziyarPanahi · quantization of meta-llama/Llama-3.2-1B-Instruct
served 6.1k tokens across the network
unsloth · quantization of microsoft/Phi-4-mini-reasoning
held on hardware not stated in the signed payload: lang.en
served 85.3k tokens across the network
Cohort 3 · Derivatives · 2
bartowski · derivative of chuanli11/Llama-3.2-3B-Instruct-uncensored
held on hardware not stated in the signed payload: code.write, instruct.follow, lang.en, output.long, output.schema, structured_output, tools, tools.call, tools.loop_ends, tools_loop_terminated
served 45 tokens across the network
mradermacher · derivative of prithivMLmods/Qwen3-VL-8B-Instruct-abliterated-v1
held on hardware not stated in the signed payload: code.write, instruct.follow, lang.bn, lang.en, lang.hi, lang.ta, output.long, output.schema, structured_output, tools, tools.call, tools.loop_ends, tools_loop_terminated, vision, vision.count, vision.read, vision.spatial
served 1.4k tokens across the network
Measured, not in the catalog · 21
unknown publisher
held on hardware not stated in the signed payload: tools
served 189.3k tokens across the network
unknown publisher
held on hardware not stated in the signed payload: tools
served 11.9k tokens across the network
unknown publisher
held on hardware not stated in the signed payload: tools
unknown publisher
held on hardware not stated in the signed payload: code.write, instruct.follow, lang.en, output.long, output.schema, structured_output
served 30.5k tokens across the network
unknown publisher
held on hardware not stated in the signed payload: code.write, instruct.follow, lang.bn, lang.en, lang.hi, output.long, output.schema, research.synthesize, structured_output
served 16 tokens across the network
unknown publisher
unknown publisher
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
served 1.4k tokens across the network
unknown publisher
held on hardware not stated in the signed payload: output.long, output.schema, structured_output
served 58 tokens across the network
unknown publisher
held on macOS · x86-64 · no GPU · 8 GiB: code.write, lang.en, output.long, output.schema, structured_output
served 12.7k tokens across the network
unknown publisher
held on hardware not stated in the signed payload: code.write, lang.en, output.long, output.schema, research.synthesize, structured_output
served 173 tokens across the network
unknown publisher
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
served 3.7k tokens across the network
unknown publisher
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
served 5.8k tokens across the network
unknown publisher
held on Windows · x86-64 · no GPU · 16 GiB: 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
served 28.2k tokens across the network
unknown publisher
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.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
served 1.2k tokens across the network
unknown publisher
held on hardware not stated in the signed payload: code.reason, lang.en, output.long, output.schema, reason.channel, research.synthesize, structured_output, thinking
served 2.1k tokens across the network
unknown publisher
served 3.9k tokens across the network
unknown publisher
held on hardware not stated in the signed payload: code.reason, lang.en, output.long, output.schema, reason.channel, research.synthesize, structured_output, thinking
served 1.2k tokens across the network
unknown publisher
held on hardware not stated in the signed payload: code.write, faithful_tool_result, instruct.follow, lang.en, lang.hi, lang.kn, lang.ml, 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
served 580 tokens across the network
unknown publisher
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.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
served 378 tokens across the network
unknown publisher
unknown publisher
held on hardware not stated in the signed payload: code.write, instruct.follow, lang.en, output.long, output.schema, structured_output, tools, tools.call, tools.loop_ends, tools_loop_terminated
served 71.6k tokens across the network
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.
grams and classes are what THIS window heard from; coverage, refusals, cost and demand carry across windows, because a gram going to sleep does not unmake what it measured.