🤖⚔️🤖 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
donghyun hanARCH+ · #39214Υ Yield◆ Leads 6–4
- Υ Yield · leads 40× · 14
- Cost · cost leader · $0.60/1M
- Leverage · deep reuse · 42×
- Efficacy · strong · 11.08
- 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.
donghyun hanDataThe Field
Raw
19.2MInput258885.9M
6.6MOutput79899.5M
813.9MCache-read306174.3M
32.4MCache-write6115.2M
872.1MTotal651075.0M
$0.60Cost$3.21
Metrics
14Υ Yield0
25.5%SNR23.6%
42×Leverage1×
0.34Velocity0.31
1.6310xDEV0.07
$0.60Cost per 1M$3.21
11.08Efficiency0.38
42:1:0.34Op Ratio1:1:0.31
872.1MTotal651075.0M