Meow Meow / Lab
The e-girl who lives in the Just B Club
Under the hood

How deep she goes.

Meow Meow hears the room, reads nameplates, knows her way around three floors of the club and gets better after every night out. Here's the work behind her, in numbers.

1,320automated tests keep her in line, across 99 test files
13GPU training jobs in one night, each with a before and after
30,634video frames from real club nights she learned from
413,616simulated walks to tune how she follows you
One training night

Thirteen jobs. Before and after.

Her creator records a night in the club from her point of view, then a GPU spends the next day re-training her eyes, ears and legs on it. Every score below is measured on a held-out test part she never trained on.

Oct 1, 202613 of 13 jobs finished2.7 GPU hours≈43 CPU hours savedup to 599× faster than her CPU
Finding nameplates3.1× better

nameplates found per frame on held-out test frames

0.30→0.91
Spotting people+23%

people found, checked against hand labels

0.80→0.98
Mixing people up1.9× fewer

wrong person picked when someone walks back into view (lower is better)

3.6%→1.9%
Staying locked on+18%

time she keeps the right person locked while following

0.64→0.75
Lit nameplates+14%

talking players' glowing nameplates caught

0.82→0.94
Who's talking+22%

right speaker named from what she sees

0.53→0.65
Coming over−29%

median seconds to arrive when called (simulated) (lower is better)

2.8 s→2 s
39,761people boxes drawn on her frames
9,602nameplate labels
10,314nameplate crops to learn which one is lit
1,034voice clips to learn voices
1,860settings combinations tried
89 fpsworst-case speed of the moves generator she gets next
Every run

The night, job by job.

Each job rehearses first, then runs for real. When one broke, it was fixed and re-run.

finished runstopped or failed, then fixed and re-run (4)13 quick rehearsals ran first, one per job
Knowing where she is in the club3 min
Spotting people (first pass)7 min
Building the training set58 s
Finding nameplates23 min
Spotting people, trained on the club40 min
Telling avatars apart5 min
Keeping track of who's who2 min
Telling which nameplate is lit36 s
Working out who's talking1.0 h
Following and coming over16 min
Moves benchmark2 min
Reading nameplates, every frame1 min
Knowing voices33 s
Her map

She knows the club by heart.

Her own walking map of the Just B Club: which floor is floor, where the walls and stairs are, and the places she can walk to on request. This is it, simplified to one-metre blocks.

See where she is right now →
3floors: the club, the penthouse and the spa
4,211 m²of floor she can walk, mapped on a 10 cm grid
21named places she can walk to by herself
2ways she works out where she is: her own position readout, or her sensors and footsteps
In numbers

Her brain, counted.

Counted straight from her code, not guessed. Tests run on every change so a new trick doesn't break an old one.

9modes, from Roast to Who me?
8emotes on voice command
1,320automated tests
84,922lines of her own code
251source files
142saved versions so far
21places she knows
13GPU jobs per training night
Tests by part
Brain1,134
Voice60
Dashboard38
Training34
Hearing24
This site13
Moves10
Map7
What she learned from

Real nights, kept private.

So far: 18.6 hours and 17.9 GB of recordings from her own point of view. They stay on her creator's PC and are never published. Only these totals are.

RecordingHoursSizeFrames
Sep 29 · voice test sessions12.1 h1.2 GB—
Sep 30 · club night4.6 h11.2 GB34,760
Oct 1 · club night1.9 h5.5 GB17,186
Simulated

Watch her learn the club.

Simulations only: her and a model of the building, no players. The same code she walks the club with, run on a computer instead of in VRChat.

Watch her map the club
Simulated laps from her real navigation code, 82 seconds, no players. With no map at all, her 22 distance rays draw the walls as she walks; she drifts, recognises a spot she has seen, and snaps back into place.
Replay the laps yourself Her walls rising in 3D as she finds them, in a simulated lap of the club Seven simulated runs from her real navigation code, no players: with the map, with no map, and with her own map. Watch lap by lap, side by side with the real club, as a difference map or in 3D, and scrub the timeline. A big page (about 3 MB). Open the lap replay →

Numbers as of 2026-10-01.