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

HALL OF SIGNAL

Υ Yield

Υ
1st placerank 1·Karthikeyan KK*
✓
pi976.9K
2nd placerank 2·plaette*
✓
other299K
3rd placerank 3⬡MO§ES™
✓
claude50.9K
4⬡Kabir Acharya*
✓
claude34.8K
other24.5K
claude19.1K
7◎H82*
✓
multi19.1K
other11.7K
9⬡GwangHoonMoon*
✓
claude10K
10⬡Zach Lagden*
✓
multi4.8K

SNR

SNR
1st placerank 1·Karthikeyan KK*
✓
pi0.983
2nd placerank 2·plaette*
✓
other0.962
3rd placerank 3⬡MO§ES™
✓
claude0.933
claude0.920
5⬡Kabir Acharya*
✓
claude0.917
6◎H82*
✓
multi0.896
other0.894
other0.892
9⬡GwangHoonMoon*
✓
claude0.857
10⬡Zach Lagden*
✓
multi0.812

Leverage

LEV
1st placerank 1·Karthikeyan KK*
✓
pi16.8K×
2nd placerank 2·plaette*
✓
other11.8K×
3rd placerank 3⬡MO§ES™
✓
claude3.7K×
4⬡Kabir Acharya*
✓
claude3.1K×
other3K×
6◎H82*
✓
multi2.2K×
claude1.7K×
8⬡GwangHoonMoon*
✓
claude1.7K×
other1.4K×
10⬡Zach Lagden*
✓
multi1.1K×

Velocity

VEL
1st placerank 1·Karthikeyan KK*
✓
pi58.20
2nd placerank 2·plaette*
✓
other25.34
3rd placerank 3⬡MO§ES™
✓
claude13.86
claude11.45
5⬡Kabir Acharya*
✓
claude11.06
6◎H82*
✓
multi8.63
other8.48
other8.23
9⬡GwangHoonMoon*
✓
claude6.01
10⬡Zach Lagden*
✓
multi4.33

10xDEV

10xDEV
1st placerank 1·Karthikeyan KK*
✓
pi4.22
2nd placerank 2·plaette*
✓
other4.07
3rd placerank 3⬡MO§ES™
✓
claude3.57
4⬡Kabir Acharya*
✓
claude3.50
other3.47
6◎H82*
✓
multi3.34
claude3.22
8⬡GwangHoonMoon*
✓
claude3.22
other3.14
10⬡Zach Lagden*
✓
multi3.05

Scale V

SCALE
1st placerank 1⬡MO§ES™
✓
claude10.76
2nd placerank 2⬡GwangHoonMoon*
✓
claude10.72
3rd placerank 3⬡Kabir Acharya*
✓
claude10.69
claude10.63
other10.51
6⬡Zach Lagden*
✓
multi10.51
other10.17
8◎kr-yeon
✓
other9.88
other9.78
10◎Dai Nguyen Ba
✓
other9.76

Cost per 1M

$/1M
1st placerank 1·plaette*
✓
other$0.38
2nd placerank 2◎signal-550d42ee22*
✓
other$0.41
3rd placerank 3⬡Kabir Acharya*
✓
claude$0.41
4⬡Zach Lagden*
✓
multi$0.44
5⬡GwangHoonMoon*
✓
claude$0.45
6◎H82*
✓
multi$0.46
other$0.46
other$0.47
pi$0.52
10⬡MO§ES™
✓
claude$0.52

Efficiency

EFF
1st placerank 1·Karthikeyan KK*
✓
pi4428.17
2nd placerank 2·plaette*
✓
other3001.82
3rd placerank 3⬡MO§ES™
✓
claude969.44
4⬡Kabir Acharya*
✓
claude802.47
other761.47
6◎H82*
✓
multi570.94
claude441.87
8⬡GwangHoonMoon*
✓
claude430.09
other355.50
10⬡Zach Lagden*
✓
multi285.57

Op Ratio

OP
1st placerank 1·Karthikeyan KK*
✓
pi16786:1:58.2
2nd placerank 2·plaette*
✓
other11800:1:25.3
3rd placerank 3⬡MO§ES™
✓
claude3674:1:13.9
4⬡Kabir Acharya*
✓
claude3144:1:11.1
other2979:1:8.2
claude1667:1:11.4
7◎H82*
✓
multi2210:1:8.6
other1379:1:8.5
9⬡GwangHoonMoon*
✓
claude1664:1:6.0
10⬡Zach Lagden*
✓
multi1112:1:4.3

Best Operating Ratio

OP-B
1st placerank 1·Karthikeyan KK*
✓
pi16.8K×
2nd placerank 2·plaette*
✓
other11.8K×
3rd placerank 3⬡MO§ES™
✓
claude3.7K×
4⬡Kabir Acharya*
✓
claude3.1K×
other3K×
6◎H82*
✓
multi2.2K×
claude1.7K×
8⬡GwangHoonMoon*
✓
claude1.7K×
other1.4K×
10⬡Zach Lagden*
✓
multi1.1K×

Best Cache Op Ratio

OP-C
1st placerank 1⬡MO§ES™
✓
claude3.7K×
2nd placerank 2⬡GwangHoonMoon*
✓
claude1.7K×
3rd placerank 3⬡Kabir Acharya*
✓
claude3.1K×
claude1.7K×
other132.38×
6⬡Zach Lagden*
✓
multi1.1K×
other1.4K×
8◎kr-yeon
✓
other92.11×
other506.64×
10◎Dai Nguyen Ba
✓
other18.60×

Best Output Op Ratio

OP-O
1st placerank 1·Karthikeyan KK*
✓
pi58.20
2nd placerank 2·plaette*
✓
other25.34
3rd placerank 3⬡MO§ES™
✓
claude13.86
claude11.45
5⬡Kabir Acharya*
✓
claude11.06
6◎H82*
✓
multi8.63
other8.48
other8.23
9⬡GwangHoonMoon*
✓
claude6.01
10⬡Zach Lagden*
✓
multi4.33

The Hall of Signal is the permanent record of peak operator performance across the SigRank leaderboard. Where the leaderboard shows the current field, the Hall preserves the all-time best — the operators who achieved the highest yield, the cleanest cascades, and the most efficient token architecture on record. Entries are immutable once recorded.

The Hall updates as new snapshots are submitted. An operator who achieves a higher yield in a future session takes the record — the previous mark stands as a benchmark to beat. Class tiers (Burner, Builder, 10×er) are determined by yield thresholds, not raw output, so the Hall rewards efficiency architecture over brute-force token production.

Open the Badge Index →

FAQ

What is the AI Operator Hall of Fame?

The AI Operator Hall of Fame is the permanent record of peak signal across the SigRank leaderboard. It showcases the top AI operators by all-time Yield (Υ) across 18 metric boards — the record book for the best AI users measured by token cascade efficiency.

Who qualifies for the AI Operator Hall of Fame?

The AI Operator Hall of Fame shows claimed operators with real verified submissions. Operators who have enrolled, submitted signed token telemetry snapshots, and have active status appear in the Hall. Seed and scraped data are excluded from the Active scope — only real users are in the record book.

How many metric boards are in the AI Operator Hall of Fame?

The AI Operator Hall of Fame has 18 metric boards covering Yield, Leverage, Velocity, SNR, 10xDEV, Efficiency, Scale V, Cost per 1M tokens, Op Ratio, and more. Each board shows the top operators across 7-day, 30-day, 90-day, and all-time windows.

On the horizon

Future wings of the Hall — no pipeline built yet. They light up as the data lands.

Erascoming soon

a separate page — no eras to capture yet

/eras →
Season Leaderscoming soon

seasonal record holders

Sessionscoming soon

awaiting session data