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

AI-nerd

Arch+
rkgoyal-iit@rkgoyal-iitRank #370Top 22.50% of the fieldARCH+
AI-NERD
ARCH+ · CLAUDE · 69:1:0.25
§SIGRANK
17Υ YIELD
0.3×4.8×56.6
SNR20%VEL0.3LEV69x1.84SCL10.22EFF17.5x
YOU FIELD AVG
signalaf.com/user/rkgoyal-iit
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO69:1:0.25C:I:O3.5:1:0.5
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Global rank#370
PercentileTop 22.50%
Platformclaude
Account age93 days
Lifetime turns132
vs. field average 38.8% below average
vs. top operator 98.1% below top

Cascade Layer · Υ

Baseline
T × C × R cascade

0.3×4.8×56.6

Transmission × Commitment × Reuse

Υ Yield
17.4leverage × velocity
V Velocity
0.25output / input
L Leverage
68.6cache_read / input
SNR
20.3%compression alias
10xDEV
1.84log₁₀(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

17.4
Υ Yield
20.3%
SNR
0.25
Velocity
68.6
Leverage
1.84
10xDEV
10.22
Scale V
$0.45
$ / 1M
17.52×
Efficiency
69:1:0.25
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 · 69:1:0.25
  • Cache read16063.0M97%
  • Cache create283.8M2%
  • Input234.1M1%
  • Output59.5M0%
Υ-layer intensity
  • SNR20%
  • Velocity0.3
  • Leverage68.6
  • Efficiency17.52
SCORE TRAJECTORY-10107-1307-13

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