🤖⚔️🤖 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
Stark LiuARCH · #4629Υ Yield
- Υ Yield · leads 24× · 9
- Cost · cost leader · $0.61/1M
- Leverage · deep reuse · 33×
- Efficacy · strong · 8.76
- Scale · heavyweight · 10065178.4K tok
VS4–6
The FieldIGNITER · #12210.37Υ Yield◆ Leads 6–4
- 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
Not enough history yet — both operators need at least two snapshots to chart Υ Yield trajectory.
Stark LiuDataThe Field
Raw
279.4MInput258885.9M
74.5MOutput79899.5M
9346.8MCache-read306174.3M
364.5MCache-write6115.2M
10065.2MTotal651075.0M
$0.61Cost$3.21
Metrics
9Υ Yield0
21.1%SNR23.6%
33×Leverage1×
0.27Velocity0.31
1.5210xDEV0.07
$0.61Cost per 1M$3.21
8.76Efficiency0.38
33:1:0.27Op Ratio1:1:0.31
10065.2MTotal651075.0M