🤖⚔️🤖 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
김광섭(KwangSub Kim)ARCH+ · #21490Υ Yield◆ Leads 6–4
- Leverage · closed loop · 158×
- Υ Yield · leads 245× · 90
- Cost · cost leader · $0.80/1M
- Efficacy · strong · 45.57
- Regime · archival sponge
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
Not enough history yet — both operators need at least two snapshots to chart Υ Yield trajectory.
김광섭(KwangSub Kim)DataThe Field
Raw
1.9MInput258885.9M
1.1MOutput79899.5M
304.9MCache-read306174.3M
44.7MCache-write6115.2M
352.7MTotal651075.0M
$0.80Cost$3.21
Metrics
90Υ Yield0
36.1%SNR23.6%
158×Leverage1×
0.57Velocity0.31
2.2010xDEV0.07
$0.80Cost per 1M$3.21
45.57Efficiency0.38
158:1:0.57Op Ratio1:1:0.31
352.7MTotal651075.0M