Intersections
DispatchesProjectsAbout
Back to articles

Building a Smarter Health AI: How We're Making Personalized Health Guidance Actually Personal

December 15, 2025
4 min read
Building a Smarter Health AI: How We're Making Personalized Health Guidance Actually Personal

Announcing major updates to Thumos Care's AI-powered health optimization platform

When we first built Thumos Care, we had a simple vision: help people understand their health data and get actionable guidance. Users could upload their blood work, and our AI would analyze the results.

But we quickly realized something was missing.

A biomarker like "elevated LDL cholesterol" means very different things for different people. For someone with a family history of heart disease who's already on statins, it's one conversation. For a healthy 25-year-old athlete, it's another entirely. Without knowing who you are, the best any AI can do is provide generic advice.

Today, I'm excited to share two major updates that fundamentally change how Thumos Care understands and guides you.

Comprehensive Patient History

We built a detailed health intake form that captures the full picture of who you are, not just your latest lab results.

What we collect

  • Your medical history: Current conditions, past surgeries, and allergies
  • Family health background: Because your genetics matter for risk assessment
  • Lifestyle factors: Sleep patterns, exercise habits, nutrition, and stress levels
  • Current medications and supplements: Including dosages and interactions
  • Your symptoms and health goals: What brings you here and where you want to go

Why this matters

When you chat with our AI health advisor or review your analysis, it now knows:

  • That you're allergic to penicillin (so it won't suggest antibiotics in that family)
  • That your father had a heart attack at 55 (so cardiovascular health deserves extra attention)
  • That you're taking metformin for pre-diabetes (so recommendations account for your medication)
  • That your goal is to optimize athletic performance (not just avoid disease)

The AI stops being a generic health encyclopedia and starts being your health advisor.

Medical Knowledge Graph Integration

Here's where it gets interesting.

We integrated a comprehensive medical knowledge graph containing over 17,000 diseases, 8,000 medications, and 15,000 symptoms with a semantic search system that understands medical relationships.

What the knowledge graph provides

For your medications:

  • What conditions they treat and how they work
  • Known side effects to watch for
  • Drug interactions (only with medications you're actually taking)
  • Contraindications with your existing conditions

For your conditions:

  • Medical definitions and clinical descriptions
  • Expected symptoms and progression patterns
  • Evidence-based treatment options
  • Related conditions to monitor

For your symptoms:

  • Conditions that commonly present with similar symptoms
  • Pattern matching across multiple symptoms you report
  • Relevance scoring to prioritize what's most likely

For your family history:

  • Genetic risk factors associated with family conditions
  • Prevention strategies backed by medical literature
  • Genes and proteins involved in hereditary conditions

Safety alerts:

The system automatically checks for concerning combinations like a medication that shouldn't be taken with one of your conditions, and flags these for discussion with your healthcare provider.

What This Means For You

More relevant analysis. Thumos doesn't just tell you your LDL is high; it contextualizes that finding against your family history of cardiovascular disease, notes that your current statin may need dose adjustment, and aligns recommendations with your stated goal of longevity.

Smarter conversations. When you chat with the AI health advisor, it remembers that you mentioned joint pain in your intake, knows you're taking an anti-inflammatory, and understands that your exercise routine includes activities that stress your joints.

Safety awareness. The system proactively identifies potential medication-condition conflicts and frames them appropriately: "This is something worth discussing with your doctor" rather than causing alarm.

Voice-optimized context. For voice conversations, we compress the most critical safety information (drug interactions, contraindications, key condition details) into a format optimized for real-time response without sacrificing the information that matters most.

Important Caveats

We're explicit about what this is and isn't:

  • This is educational context, not diagnosis. When the AI mentions conditions associated with your symptoms, it says "conditions that can present with similar symptoms"—not "you may have this."
  • Medical literature is general. Individual situations vary. Drug interactions flagged from literature may not apply to your specific dosing or circumstances.
  • We recommend professional consultation. For any health decisions, the AI consistently recommends discussing with your healthcare provider. We're here to inform your conversations, not replace them.

If you're not already using Thumos Care, now is a great time to start. Complete the health intake, upload your latest blood work, and experience what health guidance looks like when it actually knows who you are.

Thumos Care is an AI-powered health optimization platform. We help you understand your biomarkers, optimize your health, and have informed conversations with your healthcare providers. Learn more at thumoscare.com.

Topics

Technology
Read more articles

About

Intersections is Shan Rizvi's notebook of open letters, peace architecture, and technical lab notes. The essays move between heads-of-state diplomacy, semantic graph memory design, and the mystical traditions that still inform modern governance.

Each piece is an attempt to weave neuroscience, theology, and emerging AI into strategies that make reconciliation and human-centric intelligence feel actionable.

Connect

Subscribe to receive new letters, research dispatches, and project updates.

© 2025 Intersections. All rights reserved.

LinkedInXInstagram