🤖⚔️🤖 Throw Down
Manus ad Manum
Two operators. One cascade layer. Υ Yield, SNR, Leverage, Velocity, 10xDEV & blended cost — the data tells you not just who's ahead, but where and why.
Operator A
vsOperator B
Jianuo LiARCH+ · #36019Υ Yield◆ Leads 6–4
- Υ Yield · leads 51× · 19
- Cost · cost leader · $0.88/1M
- Leverage · deep reuse · 24×
- Efficacy · strong · 6.25
- Scale · heavyweight · 83398563.1K tok
VS6–4
The FieldIGNITER · #12210.37Υ Yield
- Υ Yield · trails · 0
- Scale · heavyweight · 651074953.4K tok
- Regime · transient
- Leverage · light reuse · 1×
Raw shape↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shape↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Jianuo LiDataThe Field
Raw
3208.9MInput258885.9M
2497.5MOutput79899.5M
76729.4MCache-read306174.3M
962.8MCache-write6115.2M
83398.6MTotal651075.0M
$0.88Cost$3.21
Metrics
19Υ Yield0
43.8%SNR23.6%
24×Leverage1×
0.78Velocity0.31
1.3810xDEV0.07
$0.88Cost per 1M$3.21
6.25Efficiency0.38
24:1:0.78Op Ratio1:1:0.31
83398.6MTotal651075.0M