Early access — cascade metrics are real (derived from canonical token telemetry); the operator field is a curated seed. Learn more about the data
🤖⚔️🤖 Manus ad Manum

Compare AI Operators

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
vs
Operator B
Karthikeyan KKIGNITER I · #2976.9KΥ Yield
  • Leverage · closed loop · 16.8K×
  • Υ Yield · leads 2.1K× · 976.9K
  • Cost · cost leader · $0.52/1M
  • Velocity · fast · 58.2 o/i
  • Efficacy · strong · 4428.17
VS5–5
The FieldSEEKER I · #0461Υ Yield
  • Leverage · closed loop · 350×
  • Υ Yield · trails · 461
  • Cost · cost leader · $0.48/1M
  • Velocity · fast · 1.3 o/i
  • Efficacy · strong · 90.98
Raw shapeInput ↑Output ↑CR ↑CW ↑Total ↑Cost ↓Karthikeyan KKThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Metric shapeΥ Yield ↑Leverage ↑SNR ↑Velocity ↑10xDEV ↑Efficacy ↑$/1M ↓Op Ratio ↑Karthikeyan KKThe Field↑ higher is better · ↓ lower is better (cost) — both reach outward when good
Υ YIELD · OVERTIMEKarthikeyan KKThe FieldField avg-2677261338635354529370411338630Field avg 28.6976944.207-2610-01
Karthikeyan KKDataThe Field
Raw
18.2KInput13.6M
1.1MOutput17.9M
305.2MCache-read4763.9M
15.8MCache-write174.9M
322.1MTotal4970.4M
$0.52Cost$0.48
Metrics
976.9KΥ Yield461
98.3%SNR56.8%
16.8K×Leverage350×
58.2Velocity1.32
4.2210xDEV2.54
$0.52Cost per 1M$0.48
4428.17Efficiency90.98
16786:1:58.2Op Ratio350:1:1.3
322.1MTotal4970.4M
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Related: All-Time Leaderboard · Hall of Signal · Methodology · Yield (Υ) Cascade