🤖⚔️🤖 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
Shih-Fen ChengARCH+ · #32824Υ Yield◆ Leads 6–4
- Υ Yield · leads 67× · 24
- Cost · cost leader · $0.66/1M
- Leverage · deep reuse · 44×
- Efficacy · strong · 11.53
- Regime · archival sponge
VS6–4
The FieldIGNITER · #12210.37Υ 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.
Shih-Fen ChengDataThe Field
Raw
20.5MInput258885.9M
11.5MOutput79899.5M
900.6MCache-read306174.3M
35.2MCache-write6115.2M
967.8MTotal651075.0M
$0.66Cost$3.21
Metrics
24Υ Yield0
35.8%SNR23.6%
44×Leverage1×
0.56Velocity0.31
1.6410xDEV0.07
$0.66Cost per 1M$3.21
11.53Efficiency0.38
44:1:0.56Op Ratio1:1:0.31
967.8MTotal651075.0M