Results

Leaderboards

Every board ranks inside a device class. A laptop never races a workstation card.

this run: 7th of 25lower scorehigher scoreTop ⌈(6 + 1) × 100 ÷ 25⌉ = 28 %
Percentile is a position inside one device class, in integer arithmetic.

Boards

BoardRanksBy
Device classBest verified run per operator in one classMEM Score
DailyRuns from the current UTC dayPosition inside their own class
WeeklyRuns from the current season weekPosition inside their own class
EfficiencyClasses with a single published memory configurationMeasured read ÷ published peak

Class position

Top % = ⌈ (runs above + 1) × 100 ÷ runs in class ⌉, clamped to [1, 100]

  • A class needs 5 verified runs before percentiles appear. Before that the result shows how many are missing.
  • Daily and weekly boards only include classes with 5 distinct operators, so one person cannot open a class alone.
  • Unranked runs are placed as a hypothetical extra entry and never exceed 100 %.
  • Ties resolve by time, never by raw speed.

Why classes

Raw scores mostly measure the price of the card. Ranking inside a class measures what an owner controls: drivers, cooling, memory clocks, background load. An integrated GPU at the top of its class outranks a flagship in the middle of its own on the daily and weekly boards.

Boards are served from /api/leaderboard and cached for 10 seconds at the edge.