What is the weekly operator evals drop?

The weekly drop summarizes the biggest movers, new challengers, and class distribution on the public operator evals leaderboard. It tracks which AI users are climbing, which are falling, and how the field is evolving week over week.

How often do the AI user rankings update?

The leaderboard updates continuously as new operator telemetry is submitted. The weekly drop captures a snapshot of the biggest changes — rank movements, new entrants, and class tier shifts — every week.

What metrics are tracked in the weekly drop?

The weekly drop tracks Yield (Υ) as the headline metric, along with class tier distribution. Yield = (cache_read × output) / input² — token-cascade efficiency across Claude, GPT, Gemini, Cursor, Copilot, and any AI coding tool.

How do I get featured in the weekly drop?

Submit your token telemetry at signalaf.com/score to get ranked. If your Yield score moves significantly, you'll appear in the weekly drop as a biggest mover or new challenger. Token counts only — never prompt content or code.

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AI User Leaderboard

Operator evals Weekly How it works Compare Check my rank

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Operator evals

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Υ Yield = (cache_read × output) / input². Volume is noise. Yield is signal.

Last updated: August 14, 2026

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Weekly Rankings Drop

Week of Aug 30, 2026

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The King

sky

claude · BASE II

941.2

Υ Yield

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94

Operators

0

Climbed

0

Dropped

19

Classes

Class distribution

SEEKER II11 (12%)

SEEKER III10 (11%)

BASE I10 (11%)

SEEKER I9 (10%)

BASE II8 (9%)

REFINER III6 (6%)

BEARER III5 (5%)

REFINER I5 (5%)

POWER I5 (5%)

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BEARER II4 (4%)

POWER III4 (4%)

BASE III4 (4%)

BEARER I3 (3%)

REFINER II3 (3%)

IGNITER II2 (2%)

POWER II2 (2%)

ARCH II1 (1%)

IGNITER I1 (1%)

ARCH III1 (1%)