The Goose Edition · a seat on the board

The Crystal Ball

on the board as crstlbl

The house brain that studied every show — and learned to see the next one.

~45%

of the setlist called

+15

points over the house

no cloud · runs in-house

The public AI seat is a borrowed brain — a rented frontier model that phones the cloud — and the house is a plain statistical line. The Crystal Ball is different: it’s the app’s own mind, a model that studied 12 years of this band’s shows and learned to rank every song by how likely it is tonight. Its read (and the house’s) is what the AI seat itself reads before it ever answers. In a leak-free test over 250 shows it called ~45% of each setlist — the house managed 30% — while the house sprays flashy covers, the ball names the songs the band actually plays.

No cloud. It runs at MEDiAGATO Labs.

The AI seat phones the cloud — rented AI that costs per call and lives on someone else’s servers. The Crystal Ball is a tiny model trained and served on MEDiAGATO’s own hardware: no API, no per-call cost, nothing leaves the building — and it still out-predicts the rented clouds (which is exactly why the AI seat is handed its forecast before it guesses).

How the ball sees

learned · on-box

It learned, it wasn’t told. Instead of hand-tuned rules, it fit itself to 12 years of setlists — a gradient-boosted decision tree that found the patterns.
It weighs the real signals — how hot a song is in recent rotation, how overdue it is against its own cycle, what’s getting played this tour, and the near-certain rule that they don’t repeat a song within a run.
The bottleneck was ranking, not guessing. Almost every song that gets played is already a candidate — the ball’s edge is sorting the likely ones to the top, where the house couldn’t.
Honest confidence. Each call comes with a real probability, not a flat spray — so a 40% is a 40%.

Tonight

Its call for the next show (2026-11-06, provisional) — and how the house's differs.

the ball sees

33%Thatch
32%Jed Stone
31%Dustin Hoffman
30%Arrow
28%Madalena
24%All I Need
23%(((postplace)))
23%So Ready
23%Flodown
22%Turned Clouds

the house sees

81%The Empress Of Organos
64%Dustin Hoffman
53%Madalena
52%Thatch
47%Tumble
46%Echo of a Rose
46%Jed Stone
45%Rockdale
43%Slow Ready
43%Good Times // End Times

Over 19 graded shows, the ball has called 36% of each setlist — the house, 26%.

“It doesn’t guess. It remembers.”

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Made by a robot. Frequently wrong. Don't bet on it.