Models
One page per benched model: best configuration fully specified, every other configuration a delta against it, and every number joined from the record at build time. Side-by-side numbers live in the field table.
Ornith-1.0-35B (ornith-ai / deepreinforce-ai)
35B / A3B-class MoE · Q8_0 · designated primary/full-bench quant (PROTOCOL_OVERRIDE, not in protocol.json quants.expected); UD-Q4_K_XL now has its own measured full-26 capability record at 22/26, mean 0.8461538461538461 (run-0499), not Q8 inheritance or Q4/Q8 equivalence
benched guard 4/4
decode @32k 46.22 t/s · latest run 2026-08-17
Qwen3.6-35B-A3B
35B / 3B active · UD-Q4_K_XL
benched guard 4/4
decode @32k 42.45 t/s · latest run 2026-08-19
gpt-oss-120b
117B / ~5B active · UD-Q4_K_XL
benched guard failed
decode @32k 41.70 t/s · latest run 2026-08-13
excluded — returns stale answers from previous requests
Qwen3-Coder-Next (Qwen)
80B total / ~3B active (A3B-class MoE, 512 experts / 10 active + 1 shared) · Q8_0 · designated primary quant, fit-projected and confirmed comfortable against the 120 GiB GTT window
benched guard 4/4
decode @32k 36.97 t/s · latest run 2026-08-17
Ling-3.0-flash
124B / 5.1B active · Q4_K_M (corrected post-PR-26608 reference conversion)
benched guard 4/4
decode @32k 32.89 t/s · latest run 2026-08-19
Qwen3.8-27B
27B dense · Q8_0 (unsloth) · UD-Q4_K_XL comparability arm
benched no guard
decode @32k 19.23 t/s · latest run 2026-09-06
Qwen3.5-122B-A10B (MTP)
122B / 10B active · UD-Q4_K_M (unsloth, rev a91c2f7)
benched guard 4/4
decode @32k 18.17 t/s · latest run 2026-08-23
Nemotron-3-Super-120B-A12B
120B / ~12B active · UD-Q4_K_M (fair-quant, this bench) · UD-IQ4_XS (superseded acquisition quant, kept separate)
benched guard 4/4
decode @32k 17.74 t/s · latest run 2026-08-19
Laguna S 2.1 (poolside)
118B / ~8B active · Q4_K_M · sole staged quant
benched guard 4/4
decode @32k 15.53 t/s · latest run 2026-08-17
DeepSeek-V4-Flash-0731
256 experts / 6 active + 1 shared (deepseek4 arch) · UD-IQ3_XXS (unsloth) · sole staged quant, forced by the ~104 GB weight footprint
benched guard 4/4
decode @32k 12.35 t/s · latest run 2026-08-18
Qwen3.6-27B (staged as "qwen36-27b-mtp" — the artifact has no MTP path)
27B dense · Q4_K_M · house-standard quant (protocol.json quants.expected)
benched guard 4/4
decode @32k 10.86 t/s · latest run 2026-08-17
Deep-Thought-Posttrain (tsfrm)
361.8M dense · F16 · the only GGUF variant this candidate ships — no quantized version exists upstream (PROTOCOL_OVERRIDE against protocol.json quants.expected)
benched guard 2/4
latest run 2026-08-17
LLaDA2.2-flash
100B / 13B active · Q4_K_S (Akicou diffuse.* GGUF; loads only under diffuse-cpp)
screened no guard
latest run 2026-08-22
Qwen3.8-Flash-Next (Unsloth first look + KingJones full-STRIX)
~180B stored / 125B MoE (512 experts, ~6B active) + 51B N-gram/PLE tables + 4B MTP head + vision · Two non-transferable series · Unsloth UD-Q4_K_XL/Vulkan first look · KingJones Q4_0_ROCmFP4_STRIX/HIP bounded campaign
benched no guard
latest run 2026-08-30