Adaptive interface analytics
PlayScope senses this screen and your interactions on-device, scores each session for sustainable engagement (returning and acting, not doom-scrolling), and lets a liquid time-constant generator propose new interface variants that a discriminator grades. Nothing leaves your browser and no AI credits are used.
This session
0.0 min
0 screens · 0 taps
Sustainable score
0.00
0 sessions scored
Return streak
0 days
0 distinct days
Profile
Lv1 Rookie
0 XP
A/B variants under test
Thompson-sampled arms, posterior mean rewardbaselineseed0.500 · 0n
calmseed0.500 · 0n
arcadeseed0.500 · 0n
analystseed0.500 · 0n
Serving —. Best known: baseline. Losing generated arms retire automatically after a fair number of trials.
Live genome
Interface parameters currently applieddensity0.50
accent0.50
motion0.45
streak0.55
quests0.50
novelty0.50
nudge0.40
depth0.50
Discriminator loss
0 training epochsNot enough data yet
Generator loss
1 − predicted reward of proposalsNot enough data yet
Observed reward
Per scored sessionNot enough data yet
Screen & interaction sensing
Raw signals from this session- Viewport
- 0×0
- Screens visited
- 0
- Taps / clicks
- 0
- Rage clicks
- 0
- Scroll depth
- 0%
- Scroll thrash
- 0.0
- Input→paint
- 0 ms
- Idle
- 0 s
- Meaningful actions
- 0
- Variant
- —
Daily quests
Resets each day · feeds your streakScout 3 teams0/3 · +40 XP
Run a matchup or compare0/1 · +35 XP
Read 3 wire stories0/3 · +30 XP
Check a live game0/1 · +25 XP
Share one snapshot0/1 · +45 XP
Your controls
Sensing is local-only and fully optionalStored in this browser only — no accounts, no upload.