swamp.club  /  parse pool  /  tupelo league  ·  s4

PARSE POOL / TUPELO

We don't rank the operatives. We rank what the operatives built. 1,248 operatives have shipped artifacts into the swamp. Below: four parse-pool snapshots of those artifacts, by output window.

TUPELO LEAGUE S4  ·  day 67 / 90  ·  23 left
2026-03-15 start now · 2026-05-21 16:00z 2026-06-13 end
Parse culture on the artifacts, not on the operatives. WarcraftLogs-grade detail for what was built; the operative is the smaller credit line. Cutting-Edge is awarded to a build, not a person — the top-pulled extension this season carries the crown until next reset. The reward is the factory, so we show the factory.
synthesis
Adrián Soto · WoW Lina Forsberg · Satisfactory
[fig 01]

Build Constellation

Every artifact in the top-50 plotted by pull-count (x) vs. owner's writings (y). Role icon = class. Crown = Cutting-Edge.
10² 10³ 10⁴ 10⁵ 10⁶ PULLS — the artifact's reach → 0 10 20 30 40 ↑ WRITINGS — how the operative talks about it VIRAL BAND → the swamp uses this writes-a-lot, ships-quiet ★ swamp-loop 142,008 pulls · CUTTING-EDGE swamp-shell · paul keeb-router · keeb stack-72 · stack72 moss-burst · m_marauder bishop-cli · bog_bishop fen-ledger · fen_overseer oracle-net gloom-tap silt-clock peat-watch nettle-spool · NEW moss-pulse · you 8,412 pulls owen-pulse · NEW loop-completion diagonal (pulls × writings)
CUTTING-EDGE · S4
★ season crown · awarded to a build, not a person
swamp-loop
shipped by webframp  ·  pulled 142,008 times this season  ·  18 writings on the package  ·  the swamp uses this one
S4 crown resets at season end
next: 2026-06-13
[fig 02]

Four Parse Pools

Same population, four windows. Each pool ranks the build the operative is most known for in that window.
ALL-TIME LIFETIME · MUSEUM
Honors: archaeology. The build the operative is known for across all seasons.
n = 50median 4,200
SEASON · S4 90D · TUPELO
Honors: the game. The build of the season. T15 belongs to the champion.
Δ vs S3 shown23 days left
WEEK 7D · CURRENT FORM
Honors: current form. Who's shipping right now, by the build doing the work.
Δ vs prior 7drefreshes hourly
TODAY 24H · HEATCHECK
Honors: right-now energy. Newcomers can be #1 today.
most volatile poolsince 16:00z y'day
YOUR
RETICLE
swamplord_42 (Mira Vance) your top build — moss-pulse · 8,412 pulls · T12 SWAMP MARSHAL
all-time#14/ 1248
season s4#17/ 30
week#7/ 25 · ↑9
today#6/ 20
Class Mix · top 50 artifacts a healthy parse pool is not all one class
Distributor — 24 Field Writer — 17 Streak / endurance — 6 Lab / newcomer — 3
Lina Forsberg lead designer
Satisfactory, Coffee Stain

voice in this design
"If you must have a leaderboard — design it as a record of building, not a contest of scoring. The number is a side-effect of the artifact. So we made the artifact the row. The operative is the smaller credit line. The million-items-per-minute aluminum factory was never about who built it. It was about that it works at all."