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 Andersson

Arch+
kundkingan@kundkinganRank #440Top 26.78% of the fieldARCH+
DAVID ANDERSSON
ARCH+ · CLAUDE · 50:1:0.20
§SIGRANK
10Υ YIELD
0.2×6.8×37.3
SNR17%VEL0.2LEV50x1.70SCL10.81EFF13.0x
YOU FIELD AVG
signalaf.com/user/kundkingan
TELEMETRYWELCOME OPERATORCASCADEAVERAGE USER
OP RATIO50:1:0.20C:I:O3.5:1:0.5
🔑

Is this your profile?

This operator profile was seeded from public tokscale data — a static snapshot. If that's you, claim it to take ownership: edit your bio, set your handle, link your GitHub, and start submitting live readings via sigrank submit.

Claiming is free. You'll verify ownership by entering your exact tokscale lifetime input token count.

Global rank#440
PercentileTop 26.78%
Platformclaude
Account age173 days
Lifetime turns7,242
vs. field average 64.6% below average
vs. top operator 98.9% below top

Cascade Layer · Υ

Baseline
T × C × R cascade

0.2×6.8×37.3

Transmission × Commitment × Reuse

Υ Yield
10.1leverage × velocity
V Velocity
0.20output / input
L Leverage
50.5cache_read / input
SNR
16.7%compression alias
10xDEV
1.70log₁₀(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

10.1
Υ Yield
16.7%
SNR
0.20
Velocity
50.5
Leverage
1.70
10xDEV
10.81
Scale V
$0.49
$ / 1M
13.01×
Efficiency
50:1:0.20
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 · 50:1:0.20
  • Cache read62078.9M95%
  • Cache create1663.0M3%
  • Input1229.4M2%
  • Output246.0M0%
Υ-layer intensity
  • SNR17%
  • Velocity0.2
  • Leverage50.5
  • Efficiency13.01
SCORE TRAJECTORY-10107-1307-13

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