🤖⚔️🤖 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
Shawn PangARCH+ · #33821Υ Yield
- Υ Yield · leads 59× · 21
- Cost · cost leader · $0.45/1M
- Leverage · deep reuse · 82×
- Efficacy · strong · 21.16
- Regime · archival sponge
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.
Shawn PangDataThe Field
Raw
1.3MInput258885.9M
325.7KOutput79899.5M
103.8MCache-read306174.3M
2.4MCache-write6115.2M
107.7MTotal651075.0M
$0.45Cost$3.21
Metrics
21Υ Yield0
20.6%SNR23.6%
82×Leverage1×
0.26Velocity0.31
1.9210xDEV0.07
$0.45Cost per 1M$3.21
21.16Efficiency0.38
82:1:0.26Op Ratio1:1:0.31
107.7MTotal651075.0M