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

AI Operator Hall of Fame

Hall of Signal — record-setting AI operators ranked by measured global token-cascade efficiency.

Scope
Verified operators with real submissions

Cascade Records

The peak holders on every cascade metric. As the 730 windows fill, these become the all-time record book — who held the highest Υ, the deepest sessions, the cleanest signal.

Υ Yield

Υ
1st placerank 1H82*
multi3,273.5K
2nd placerank 2·plaette*
other1,495.1K
3rd placerank 3·Karthikeyan KK*
pi976.9K
claude132.9K
other11.9K
claude10.2K
other6.8K
other5.6K
claude3.5K
10MO§ES™
claude581.87

SNR

SNR
1st placerank 1H82*
multi0.992
2nd placerank 2·Karthikeyan KK*
pi0.983
3rd placerank 3·plaette*
other0.978
claude0.965
other0.894
claude0.878
other0.865
other0.818
claude0.780
10MO§ES™
claude0.595

Leverage

LEV
1st placerank 1·plaette*
other33.8K×
2nd placerank 2H82*
multi25.9K×
3rd placerank 3·Karthikeyan KK*
pi16.8K×
claude4.8K×
other1.5K×
claude1.4K×
other1.4K×
claude983.42×
other870.51×
10MO§ES™
claude395.73×

Velocity

VEL
1st placerank 1H82*
multi126.29
2nd placerank 2·Karthikeyan KK*
pi58.20
3rd placerank 3·plaette*
other44.22
claude27.70
other8.48
claude7.17
other6.40
other4.50
claude3.54
10MO§ES™
claude1.47

10xDEV

10xDEV
1st placerank 1·plaette*
other4.53
2nd placerank 2H82*
multi4.41
3rd placerank 3·Karthikeyan KK*
pi4.22
claude3.68
other3.18
claude3.15
other3.15
claude2.99
other2.94
10MO§ES™
claude2.60

Scale V

SCALE
1st placerank 1Kabir Acharya*
claude11.68
2nd placerank 2Lakshmi Narayanan G
other10.51
3rd placerank 3Jan-Stefan Janetzky*
other10.17
multi9.87
5MO§ES™
claude9.85
claude9.58
claude9.58
8kr-yeon
other9.38
other9.32
10H82*
multi9.14

Cost per 1M

$/1M
1st placerank 1·plaette*
other$0.37
2nd placerank 2Kabir Acharya*
claude$0.40
3rd placerank 3signal-550d42ee22*
other$0.42
4H82*
multi$0.44
other$0.46
other$0.47
claude$0.48
pi$0.52
9·tHeSiD*
other$0.52
10Zach Lagden
multi$0.52

Efficiency

EFF
1st placerank 1·plaette*
other8580.72
2nd placerank 2H82*
multi6655.67
3rd placerank 3·Karthikeyan KK*
pi4428.17
claude1284.01
other387.46
claude368.67
other360.38
claude249.97
other232.91
10MO§ES™
claude106.16

Op Ratio

OP
1st placerank 1H82*
multi25920:1:126.3
2nd placerank 2·plaette*
other33813:1:44.2
3rd placerank 3·Karthikeyan KK*
pi16786:1:58.2
claude4796:1:27.7
other1399:1:8.5
claude1424:1:7.2
other1511:1:4.5
other871:1:6.4
claude983:1:3.5
10MO§ES™
claude396:1:1.5

Operating Ratio Records

The operators with the strongest operating-ratio terms — the highest cache leverage, the cleanest cache efficiency, and the highest output velocity in the c:i:o composition.

Best Operating Ratio

OP-B
1st placerank 1·plaette*
other33.8K×
2nd placerank 2H82*
multi25.9K×
3rd placerank 3·Karthikeyan KK*
pi16.8K×
claude4.8K×
other1.5K×
claude1.4K×
other1.4K×
claude983.42×
other870.51×
10MO§ES™
claude395.73×

Best Cache Op Ratio

OP-C
1st placerank 1Kabir Acharya*
claude983.42×
2nd placerank 2Lakshmi Narayanan G
other132.38×
3rd placerank 3Jan-Stefan Janetzky*
other1.4K×
multi200.37×
5MO§ES™
claude395.73×
claude1.4K×
claude4.8K×
8kr-yeon
other82.43×
other870.51×
10H82*
multi25.9K×

Best Output Op Ratio

OP-O
1st placerank 1H82*
multi126.29
2nd placerank 2·Karthikeyan KK*
pi58.20
3rd placerank 3·plaette*
other44.22
claude27.70
other8.48
claude7.17
other6.40
other4.50
claude3.54
10MO§ES™
claude1.47

Raw Records

The biggest raw token throughput — who pushed the most input, output, and cache, and who runs the cheapest wallet ($/1M).

Input

IN
1st placerank 1Kabir Acharya*
claude473.1M
2nd placerank 2Lakshmi Narayanan G
other237.4M
3rd placerank 3Zach Lagden
multi34.9M
4kr-yeon
other27.8M
5MO§ES™
claude16.5M
other10.2M
other5.4M
claude2.6M
other2.2M
10·yopi*
other1.1M

Output

OUT
1st placerank 1Kabir Acharya*
claude1.7B
2nd placerank 2Lakshmi Narayanan G
other119.2M
3rd placerank 3Jan-Stefan Janetzky*
other86.3M
multi36.5M
5MO§ES™
claude24.3M
claude20.7M
claude18.4M
other14.2M
9kr-yeon
other13.9M
10H82*
multi6.6M

Cache-read

CR
1st placerank 1Kabir Acharya*
claude465.3B
2nd placerank 2Lakshmi Narayanan G
other31.4B
3rd placerank 3Jan-Stefan Janetzky*
other14.2B
multi7.0B
5MO§ES™
claude6.5B
claude3.7B
claude3.6B
8kr-yeon
other2.3B
other1.9B
10H82*
multi1.4B

Cache-write

CW
1st placerank 1Kabir Acharya*
claude6.1B
2nd placerank 2Lakshmi Narayanan G
other789.5M
3rd placerank 3MO§ES™
claude454.1M
other347.3M
multi293.1M
claude233.3M
other121.3M
claude112.1M
9kr-yeon
other92.8M
10H82*
multi30.1M

Total

1st placerank 1Kabir Acharya*
claude473.5B
2nd placerank 2Lakshmi Narayanan G
other32.6B
3rd placerank 3Jan-Stefan Janetzky*
other14.7B
multi7.4B
5MO§ES™
claude7.0B
claude3.8B
claude3.8B
8kr-yeon
other2.4B
other2.1B
10H82*
multi1.4B

Cost per 1M

$/1M
1st placerank 1·plaette*
other$0.37
2nd placerank 2Kabir Acharya*
claude$0.40
3rd placerank 3signal-550d42ee22*
other$0.42
4H82*
multi$0.44
other$0.46
other$0.47
claude$0.48
pi$0.52
9·tHeSiD*
other$0.52
10Zach Lagden
multi$0.52

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.

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