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 1⟳H82*✓
multi3,273.5K
2nd placerank 2·Karthikeyan KK*✓
pi976.9K
3rd placerank 3·plaette*✓
other299K
other24.5K
claude19.1K
other11.7K
claude10K
claude3.4K
other1.8K
10⬡MO§ES™✓
claude578.70

SNR

SNR
1st placerank 1⟳H82*✓
multi0.992
2nd placerank 2·Karthikeyan KK*✓
pi0.983
3rd placerank 3·plaette*✓
other0.962
claude0.920
other0.894
other0.892
claude0.857
other0.784
claude0.780
10⬡MO§ES™✓
claude0.595

Leverage

LEV
1st placerank 1⟳H82*✓
multi25.9K×
2nd placerank 2·Karthikeyan KK*✓
pi16.8K×
3rd placerank 3·plaette*✓
other11.8K×
other3K×
claude1.7K×
claude1.7K×
other1.4K×
claude967.39×
other506.64×
10⬡MO§ES™✓
claude393.58×

Velocity

VEL
1st placerank 1⟳H82*✓
multi126.29
2nd placerank 2·Karthikeyan KK*✓
pi58.20
3rd placerank 3·plaette*✓
other25.34
claude11.45
other8.48
other8.23
claude6.01
other3.62
claude3.54
10⬡MO§ES™✓
claude1.47

10xDEV

10xDEV
1st placerank 1⟳H82*✓
multi4.41
2nd placerank 2·Karthikeyan KK*✓
pi4.22
3rd placerank 3·plaette*✓
other4.07
other3.47
claude3.22
claude3.22
other3.14
claude2.99
other2.70
10⬡MO§ES™✓
claude2.60

Scale V

SCALE
1st placerank 1▽Kabir Acharya*✓
claude11.68
2nd placerank 2⬡GwangHoonMoon*✓
claude10.72
3rd placerank 3⬡MO§ES™✓
claude10.69
claude10.63
other10.51
other10.17
multi9.96
8◎kr-yeon✓
other9.88
other9.78
other9.76

Cost per 1M

$/1M
1st placerank 1·plaette*✓
other$0.38
2nd placerank 2▽Kabir Acharya*✓
claude$0.40
3rd placerank 3◎signal-550d42ee22*✓
other$0.41
4⟳H82*✓
multi$0.44
claude$0.45
other$0.46
other$0.47
pi$0.52
multi$0.52
10·yopi✓
other$0.52

Efficiency

EFF
1st placerank 1⟳H82*✓
multi6655.67
2nd placerank 2·Karthikeyan KK*✓
pi4428.17
3rd placerank 3·plaette*✓
other3001.82
other761.47
claude441.87
claude430.09
other355.50
claude246.00
other136.21
10⬡MO§ES™✓
claude104.21

Op Ratio

OP
1st placerank 1⟳H82*✓
multi25920:1:126.3
2nd placerank 2·Karthikeyan KK*✓
pi16786:1:58.2
3rd placerank 3·plaette*✓
other11800:1:25.3
other2979:1:8.2
claude1667:1:11.4
other1379:1:8.5
claude1664:1:6.0
claude967:1:3.5
other507:1:3.6
10⬡MO§ES™✓
claude394:1:1.5

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⟳H82*✓
multi25.9K×
2nd placerank 2·Karthikeyan KK*✓
pi16.8K×
3rd placerank 3·plaette*✓
other11.8K×
other3K×
claude1.7K×
claude1.7K×
other1.4K×
claude967.39×
other506.64×
10⬡MO§ES™✓
claude393.58×

Best Cache Op Ratio

OP-C
1st placerank 1▽Kabir Acharya*✓
claude967.39×
2nd placerank 2⬡GwangHoonMoon*✓
claude1.7K×
3rd placerank 3⬡MO§ES™✓
claude393.58×
claude1.7K×
other132.38×
other1.4K×
multi206.37×
8◎kr-yeon✓
other92.11×
other506.64×
other18.60×

Best Output Op Ratio

OP-O
1st placerank 1⟳H82*✓
multi126.29
2nd placerank 2·Karthikeyan KK*✓
pi58.20
3rd placerank 3·plaette*✓
other25.34
claude11.45
other8.48
other8.23
claude6.01
other3.62
claude3.54
10⬡MO§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 1▽Kabir Acharya*✓
claude488.7M
2nd placerank 2◎Dai Nguyen Ba✓
other281.3M
3rd placerank 3⬡Lakshmi Narayanan G✓
other237.4M
4⬡MO§ES™✓
claude116.8M
5◎kr-yeon✓
other78.9M
multi42.2M
claude30.5M
claude23.9M
other11.0M
other10.5M

Output

OUT
1st placerank 1▽Kabir Acharya*✓
claude1.7B
2nd placerank 2⬡Anagh Kumar Baranwal*✓
claude273.3M
3rd placerank 3⬡GwangHoonMoon*✓
claude183.1M
4⬡MO§ES™✓
claude171.8M
other119.2M
other88.7M
multi45.4M
other39.9M
9◎kr-yeon✓
other39.4M
other20.9M

Cache-read

CR
1st placerank 1▽Kabir Acharya*✓
claude472.8B
2nd placerank 2⬡GwangHoonMoon*✓
claude50.7B
3rd placerank 3⬡MO§ES™✓
claude46.0B
claude39.8B
other31.4B
other14.4B
multi8.7B
8◎kr-yeon✓
other7.3B
other5.6B
other5.2B

Cache-write

CW
1st placerank 1▽Kabir Acharya*✓
claude6.4B
2nd placerank 2⬡MO§ES™✓
claude2.5B
3rd placerank 3⬡Anagh Kumar Baranwal*✓
claude2.1B
claude1.5B
other789.5M
other381.1M
multi361.1M
other361.0M
other271.3M
10◎kr-yeon✓
other268.7M

Total

∑
1st placerank 1▽Kabir Acharya*✓
claude481.4B
2nd placerank 2⬡GwangHoonMoon*✓
claude52.4B
3rd placerank 3⬡MO§ES™✓
claude48.8B
claude42.2B
other32.6B
other14.9B
multi9.2B
8◎kr-yeon✓
other7.7B
other6.0B
other5.8B

Cost per 1M

$/1M
1st placerank 1·plaette*✓
other$0.38
2nd placerank 2▽Kabir Acharya*✓
claude$0.40
3rd placerank 3◎signal-550d42ee22*✓
other$0.41
4⟳H82*✓
multi$0.44
claude$0.45
other$0.46
other$0.47
pi$0.52
multi$0.52
10·yopi✓
other$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