🤖⚔️🤖 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
이희연 Lee Hee YeonARCH+ · #36718Υ Yield◆ Leads 6–4
- Υ Yield · leads 49× · 18
- Cost · cost leader · $0.54/1M
- Leverage · deep reuse · 54×
- Efficacy · strong · 13.97
- 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.
이희연 Lee Hee YeonDataThe Field
Raw
5.4MInput258885.9M
1.8MOutput79899.5M
288.4MCache-read306174.3M
9.4MCache-write6115.2M
305.0MTotal651075.0M
$0.54Cost$3.21
Metrics
18Υ Yield0
24.8%SNR23.6%
54×Leverage1×
0.33Velocity0.31
1.7310xDEV0.07
$0.54Cost per 1M$3.21
13.97Efficiency0.38
54:1:0.33Op Ratio1:1:0.31
305.0MTotal651075.0M