Cheese Dossier · CF-1.3

Inkling-Small

Thinking Machines Lab · Cheese #46· 4 signals · specialty math · Open Weight

CHEESE INDEX
58.5
DEPTH
69.9
BALANCE
83.0
CONSENSUS
77.5
STABILITY
98.5
COVERAGE
85%
VALUE
28.96
I / O
$0.58 / $1.44
SPECIALTY
math +18
BEST FIT
balanced 48.3

深度雷達

codingagentmathknowleinstrumultimmultilreason

實線=本模型 · 虛線=群體中位

芝士軸

coding41.5
agent58.5

Cheese Index = 可用軸中位數;Balance = 三軸分歧小。

能力細節

swe ★80.2
gpqa ★89.5
hle31.6
mcp ★79.6
coding51.9
agent ★58.5
math ★77.0
knowledge69.9
instruction ★92.8
multimodal41.6
reasoning41.7

部署建議

中段指數:適合成本敏感路徑。優先看 Pareto/Value;用深度雷達找專長匹配,再與更高指數模型 A/B。

鄰近差分

vs Grok 4.5

coding-6.8
agent-4.6
horizon

同組織