🤖⚔️🤖 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
Turbo CoderARCH · #44910Υ Yield
- Υ Yield · leads 26× · 10
- Cost · cost leader · $0.47/1M
- Leverage · deep reuse · 75×
- Efficacy · strong · 19.52
- Scale · heavyweight · 5221586.3K 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.
Turbo CoderDataThe Field
Raw
66.0MInput258885.9M
8.4MOutput79899.5M
4978.7MCache-read306174.3M
168.4MCache-write6115.2M
5221.6MTotal651075.0M
$0.47Cost$3.21
Metrics
10Υ Yield0
11.3%SNR23.6%
75×Leverage1×
0.13Velocity0.31
1.8810xDEV0.07
$0.47Cost per 1M$3.21
19.52Efficiency0.38
75:1:0.13Op Ratio1:1:0.31
5221.6MTotal651075.0M