# AI Memory for Healthcare Agents

Healthcare AI that remembers patient context, medical history, and care preferences across every interaction.

## The challenge

### Repeated intake questions

Patients describe their history, medications, and symptoms every time they interact with the AI assistant.

### No care continuity

AI health assistants don't track conversations over time — missing patterns in symptoms, mood, or behavior.

### Generic health advice

Without patient context, AI gives generic recommendations instead of personalized guidance based on history.

### Data sovereignty concerns

Healthcare data must stay within controlled environments. Cloud-only solutions don't meet compliance needs.

## How Mengram solves it

### Patient context

Semantic memory stores patient preferences, conditions, and care notes. Always available for personalized interactions.

### Interaction history

Episodic memory tracks symptom reports, mood changes, and care interactions over time — surfacing patterns.

### Care workflows

Procedural memory captures proven care pathways and follow-up procedures that improve with each patient interaction.

### Self-hostable

Deploy Mengram on your own infrastructure. All memory stays within your data boundary. MIT licensed.

## Quick implementation

```python
from mengram import Mengram

# Self-hosted for data sovereignty
m = Mengram(base_url="https://your-mengram.internal.com")

def patient_interaction(patient_id: str, message: str):
    # Full patient context in one call
    profile = m.profile(user_id=patient_id)
    # "Patient is managing Type 2 diabetes. Prefers morning check-ins.
    #  Last reported A1C: 7.2%. Current medications: metformin.
    #  Last visit: discussed increasing exercise routine."

# Search for relevant history
    history = m.search(message, user_id=patient_id)

# After interaction, store for continuity
    m.add(f"Patient reported: {message}", user_id=patient_id)
```

## Results

100%  
Context retention  
Self-host  
Data sovereignty  
HIPAA  
Ready architecture

## Build healthcare agents with memory

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[Get API Key](/#signup) [Read Docs](https://docs.mengram.io/)