A Lifelong AI Companion Framework via Causal Multi-Modal Lifeline Analysis
脉流：基于因果多模态生命线分析的终身AI伴侣框架
PulseFlow is a novel AI framework that:
- Collects your lifeline data (diet, environment, behavior, purchases, biometrics) continuously and privately
- Discovers causal paths linking life events to outcomes (disease, learning difficulties, financial risks, etc.)
- Grows with you—a digital twin that understands you deeply
- Becomes your legacy—inheritable by descendants as a high-value digital asset
Core metaphor: Pulse = the rhythm of your life; Flow = the causal connections between life events.
Learn causal graphs from distributed data without sharing raw data.
Automatically weigh heterogeneous data sources by reliability.
Recommend actionable interventions based on discovered causal paths.
| Domain | Lifeline Data | Target Outcome | Application |
|---|---|---|---|
| Healthcare | Diet, environment, purchases | Disease onset | Etiology discovery |
| Education | Study logs, sleep, social | Learning difficulty | Personalized tutoring |
| Finance | Spending, income, life events | Financial risk | Early warning |
| Productivity | App usage, location, calendar | Burnout | Intervention |
If you start using PulseFlow at age 8 and continue until death (~80 years), it accumulates:
- ~72 years of lifeline data
- ~10^7 – 10^9 life events
- A rich causal graph of "why you are who you are"
This is your Digital Legacy—far more valuable than money or property.
| Method | Precision | Recall | SHD |
|---|---|---|---|
| PC | 0.52 | 0.48 | 23.4 |
| NOTEARS | 0.61 | 0.59 | 18.7 |
| FCI | 0.58 | 0.71 | 15.2 |
| PulseFlow | 0.73 | 0.69 | 11.8 |
PulseFlow: A Lifelong AI Companion Framework via Causal Multi-Modal Lifeline Analysis
- arXiv: [Submitted] (pending endorsement)
- PDF: See
paper/pulseflow.pdf
We invite collaborations from:
- Medical institutions: For real-world etiology discovery validation
- Educators: For learning difficulty diagnosis pilot
- Hardware manufacturers: For edge device co-development
- Legal scholars: For Digital Legacy framework design
- Investors: For commercialization
Contact: Open an issue or email [your-email]
MIT License — free for academic and non-commercial use.
PulseFlow: Understand your past, navigate your present, legacy your future.