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

David Bang

Arch+
arcavid@arcavidRank #347Top 21.10% of the fieldARCH+
DAVID BANG
ARCH+ · CLAUDE · 71:1:0.29
§SIGRANK
20Υ YIELD
0.3×5.4×45.1
SNR22%VEL0.3LEV71x1.85SCL11.13EFF18.1x
YOU FIELD AVG
signalaf.com/user/arcavid
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO71:1:0.29C:I:O3.5:1:0.5
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Global rank#347
PercentileTop 21.10%
Platformclaude
Account age106 days
Lifetime turns4,763
vs. field average 28.6% below average
vs. top operator 97.8% below top

Cascade Layer · Υ

Baseline
T × C × R cascade

0.3×5.4×45.1

Transmission × Commitment × Reuse

Υ Yield
20.3leverage × velocity
V Velocity
0.29output / input
L Leverage
70.5cache_read / input
SNR
22.4%compression alias
10xDEV
1.85log₁₀(T·C·R)

Cascade metrics are derived from cache token telemetry (Claude Code / API). Υ ≥ 10K with 10xDEV ≥ 3.0 classifies as Cascade Architect. Non-Claude platforms show this section as non-compounding.

Cascade fingerprint

20.3
Υ Yield
22.4%
SNR
0.29
Velocity
70.5
Leverage
1.85
10xDEV
11.13
Scale V
$0.47
$ / 1M
18.09×
Efficiency
71:1:0.29
Op Ratio
Cascade fingerprintSNRVelocityLeverage10xDEVScale VEfficiency

The derived Υ-layer shape, each axis scaled to its display range.

Raw fuelInputOutputCache RCache W

The four raw pillars, normalized to the largest — the shape of the fuel.

Operating ratio · 71:1:0.29
  • Cache read130001.4M96%
  • Cache create2881.2M2%
  • Input1843.7M1%
  • Output531.9M0%
Υ-layer intensity
  • SNR22%
  • Velocity0.3
  • Leverage70.5
  • Efficiency18.09
SCORE TRAJECTORY-10107-1307-13

Learn more: Yield (Υ) Metric · Yield Calculator · How to Improve Your Yield