MOGPITMOGGED BY
Thirty seconds head-to-head. Panoptes fuses your pre-match baseline with live face metrics — then prints a ruthless 1.0–9.9 verdict and an ELO receipt. Looks arena, not a wholesome zoom call.
Account-gated queue · peer-to-peer video · baseline scan cached 30 minutes · geometry read on-device during the duel.
- MODEL STACK
- PAIRWISE ViT×GEOMETRY
- LIVE READ
- MEDIAPIPE / CLIENT
- ANTI-FRAUD
- LIVENESS GATE
EXECUTION GRAPH
HOW IT RUNS
Four deterministic beats from scan to leaderboard. Reads like product copy, fights like ranked — engineered to keep GPUs cold and toxicity on-screen instead of inside the infra.
BASELINE SCAN
Lock your number
Three clean frames. Panoptes scores once, caches the baseline for 30 minutes — no re-running the heavy model every match.
QUEUE
Random opponent
Account-bound matchmaking. When it hits, WebRTC pairs you peer-to-peer. Video does not ride through our servers.
30S DUEL
Live presence read
MediaPipe samples lighting, sharpness, eye contact, framing, expression, and stability while the clock bleeds.
RECEIPT
Score + ELO
Baseline + live modifier = final 1.0–9.9 verdict. You see the delta, the notes, and the instant rematch button.
LIVE VECTOR
WHAT GETS TRACKED MID-DUEL
LIGHTING
no basement fraudHarsh shadows, yellow lamps, and ring-light halos all read on camera. Win the room before you win the round.
SHARPNESS
texture checkBitrate, autofocus, and micro-shake decide if you look premium or potato.
EYE CONTACT
hunter opticsAre you punching through the lens or staring at yourself in the thumbnail? Panoptes knows.
FRAMING
face real estateHead size, symmetry, chin room — geometry that actually shows up on a phone screen.
EXPRESSION
alive vs NPCTiny motion beats a frozen Mogger stare. Engagement reads as intent.
MOTION STABILITY
tripod mentalityShaky handheld energy tanks the duel even if you're winning the jawline lore.
DISTRIBUTION LABELS
SCORE BREAKDOWN
Panoptes maps every duel into tiers — slang on top, thresholds underneath.
The screen presence is ridiculous. Nobody scrolls away.
Sharp baseline + clean duel = you're the plot.
Respectable. Fix the halo ring and you print ELO.
Where most ladders start before the glow-up arc.
Lighting/frame fraud detected. Upgrade the setup.
Take the L, fix the camera height, run it back.
SYSTEM NOTES
CONSTANTS /
DATA REALITY
WE DONT HOARD TAPES.
- No raw camera frames persisted after scoring.
- WebRTC duel path — infra never buffers your opponents face.
- Account-bound IDs + rolling baseline cache.
- Screen grabs of matches are forbidden — report it.
ARENA TERMS
ACT LIKE YOU WANT ELO.
- 18+ only. Nobody underage on cam — instant ban logic.
- Zero NSFW, zero weapons flex, zero hate raids.
- No static photo passing as live Mogger canon.
- Dodge queue repeatedly and the ladder algorithms notice.
QUEUE STATUS
ALREADY MAXXING /
STILL SOFT?
Warm the ring light, tighten the framing, stare through the aperture — thirty seconds decides if youre the one doing the Mogging or eating the receipt.