🤖⚔️🤖 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
Azamat KhamidovARCH+ · #34920Υ Yield
- Leverage · closed loop · 187×
- Υ Yield · leads 54× · 20
- Cost · cost leader · $0.46/1M
- Efficacy · strong · 48.71
- Scale · heavyweight · 3663226.1K 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.
Azamat KhamidovDataThe Field
Raw
18.7MInput258885.9M
2.0MOutput79899.5M
3496.4MCache-read306174.3M
146.1MCache-write6115.2M
3663.2MTotal651075.0M
$0.46Cost$3.21
Metrics
20Υ Yield0
9.6%SNR23.6%
187×Leverage1×
0.11Velocity0.31
2.2710xDEV0.07
$0.46Cost per 1M$3.21
48.71Efficiency0.38
187:1:0.11Op Ratio1:1:0.31
3663.2MTotal651075.0M