🤖⚔️🤖 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.
vs
Junchao YangTRANSMITTER · #622.9KΥ Yield◆ Leads 6–4
- Leverage · closed loop · 958×
- Υ Yield · leads 7.9K× · 2.9K
- Cost · cost leader · $0.41/1M
- Velocity · fast · 3.0 o/i
- Efficacy · strong · 244.49
VS6–4
The FieldIGNITER · #12130.37Υ 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.
Junchao YangDataThe Field
Raw
8.5MInput258885.9M
25.6MOutput79899.5M
8110.1MCache-read306174.3M
143.4MCache-write6115.2M
8287.6MTotal651075.0M
$0.41Cost$3.21
Metrics
2.9KΥ Yield0
75.1%SNR23.6%
958×Leverage1×
3.02Velocity0.31
2.9810xDEV0.07
$0.41Cost per 1M$3.21
244.49Efficiency0.38
958:1:3.0Op Ratio1:1:0.31
8287.6MTotal651075.0M