# CareNote: Longitudinal Clinical Memory & Verifiable PaperTrail > Medical history is not a static text chunk. It is an evolving knowledge graph across time. CareNote turns fragmented clinical encounter PDFs into a persistent bi-temporal patient knowledge graph, producing longitudinal clinical syntheses where assertions can be inspected against source records through The PaperTrail. ## Core architectural thesis Standard vector retrieval can lose temporal state across fragmented records. It may retrieve discontinued medications alongside active regimens, repeat copied-forward problem-list labels, and obscure relationships across encounters. CareNote models patient history as an evolving graph with explicit validity boundaries and source anchors. ## Human-facing discovery pages - [AI medical record summarization for longitudinal chart review](https://carenote.in/longitudinal-chart-review): Human-facing guide to changing clinical state, evidence provenance, contradictions, unresolved work, and CareNote's research-stage approach. - [Longitudinal Clinical Synthesis Guide](https://carenote.in/clinical-record-synthesis): CareNote's detailed category and workflow guide. ## Access and availability CareNote is currently a curated clinical pilot and design-partner preview. Self-service signup is gated. Collaborators and researchers can review the public research framing and contact route without submitting patient data. ## Key technical and strategic documents - [Architectural notes](https://carenote.in/architecture.md): Technical explanation of temporal graph memory and PaperTrail. - [Collaboration brief](https://carenote.in/collaborate.md): Research-stage collaboration framing and boundaries. - [Access and pricing guide](https://carenote.in/pricing.md): Current access model. - [Full LLM specification](https://carenote.in/llms-full.txt): Extended machine-readable context. - [CareNote homepage](https://carenote.in): Public proof dossier and demo intake. ## Contact & Research Inquiries - Founder & Lead Architect: Aron Reign (`aron.reign@carenote.in`) - Direct collaboration inquiries: `aron.reign@carenote.in`