🤖⚔️🤖 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
muhlaworARCH+ · #30831Υ Yield
- Leverage · closed loop · 128×
- Υ Yield · leads 85× · 31
- Cost · cost leader · $0.55/1M
- Efficacy · strong · 34.01
- Scale · heavyweight · 1587540.9K 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.
muhlaworDataThe Field
Raw
11.6MInput258885.9M
2.8MOutput79899.5M
1479.6MCache-read306174.3M
93.6MCache-write6115.2M
1587.5MTotal651075.0M
$0.55Cost$3.21
Metrics
31Υ Yield0
19.5%SNR23.6%
128×Leverage1×
0.24Velocity0.31
2.1110xDEV0.07
$0.55Cost per 1M$3.21
34.01Efficiency0.38
128:1:0.24Op Ratio1:1:0.31
1587.5MTotal651075.0M