skynet · coding
SKYNET

ollama-cl/qwen3-coder:480b

Qwen3 Coder 480B (ollama-cluster, untested)

⚖ COMPARE MODELS
VALS INDEX
65.2% +/- 16.9
Accuracy
VALS INDEX
2.9s
Latency (median)
$VALS INDEX
Cost / Test (1P-est)
SCORE STATUSscored
TEST SETS7
RECORDED TRIALS115
CUSTOM PASS84%

Industry benchmarks

Accuracyattempts · responded
GPQA_DIAMOND GPQA Diamond
53.3%
60 attempts · 59 responded
IFEVAL IFEval
77.2%
30 attempts · 30 responded
Industry benchmark Bars = accuracy %, black cap = that score

Custom 9-task suite

Mean /5n=trials
CUSTOM code_gen_long
5.00
5 trials
CUSTOM json_strict
5.00
5 trials
CUSTOM reasoning_multistep
5.00
5 trials
CUSTOM summarize
5.00
5 trials
CUSTOM code_debug -
3.20
5 trials
Custom suite · scored 0–5 by consensus (m3 + Fable-5) ★ = task scored a 5 at least once · sorted by mean score

Per-task distribution

Score

All trials on this page were run through the harness. Industry suites use deterministic family-specific reference graders (no LLM judge). The custom suite is graded by consensus of minimax-m3 + claude-fable-5. See /industry/ for the full benchmark suite.