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

Kabir Acharya*

Outlier
signal-d4e0290661@Kabir4charyaRank #1505Top 91.71% of the fieldBASE
KABIR ACHARYA
BASE · CLAUDE · 308:1:3.5
§SIGRANK
1.1KΥ YIELD
3.5×3.4×25.7
SNR78%VEL3.5LEV308x2.49SCL7.51EFF80.8x
YOU FIELD AVG
signalaf.com/user/signal-d4e0290661
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO308:1:3.5C:I:O3.5:1:0.5
Global rank#1505
PercentileTop 91.71%
Platformclaude
Account age0 days
Lifetime turns0
vs. field average 3721.6% above average
vs. top operator 15.8% at top

Cascade Layer · Υ

Cache Architect
T × C × R cascade

3.5×3.4×25.7

Transmission × Commitment × Reuse

Υ Yield
1.1Kleverage × velocity
V Velocity
3.54output / input
L Leverage
307.5cache_read / input
SNR
78.0%compression alias
10xDEV
2.49log₁₀(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

1.1K
Υ Yield
78.0%
SNR
3.54
Velocity
307.5
Leverage
2.49
10xDEV
7.51
Scale V
$0.60
$ / 1M
80.76×
Efficiency
308:1:3.5
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 · 308:1:3.5
  • Cache read30.6M95%
  • Cache create1.2M4%
  • Input99.4k0%
  • Output352.0k1%
Υ-layer intensity
  • SNR78%
  • Velocity3.5
  • Leverage307.5
  • Efficiency80.76
SCORE TRAJECTORY4.2824.1343.9807-1407-17

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