Learning Timeline
The twin learns Lily, gently.
Understanding is not a switch — it grows. Each stage adds depth, with measurable signals and the moments that taught us something new.
Environment
Quiet room — clean signal, the twin learns Lily fastest here.
Overall understanding
48%
+14% this month
Week 1Week 3Week 6Week 9Week 13+
Week 6–8
Emotional modeling
The twin now estimates Lily's internal state in near real-time, not just her behavior — and explains its reasoning.
State accuracy
89%
vs caregiver label
Lead time
3.1 min
before visible distress
Twin confidence
86%
What the twin learned
- Distinguishes overwhelm from fatigue with 79% precision
- Surfacing 'why' alongside every prediction