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Medical & AI Disclosure - Entropy Lifestyle

Medical & AI Disclosure

Health Information, AI Transparency & Governance

IMPORTANT: PLEASE READ CAREFULLY

Entropy Lifestyle is a general wellness application that uses artificial intelligence to provide personalized recommendations. It is NOT a medical device and does NOT provide medical advice, diagnosis, or treatment. The information provided through our Service should not replace professional medical consultation.

1. General Wellness Purpose

Entropy Lifestyle is designed as a general wellness application to help users:

  • Track and visualize health metrics from wearable devices
  • Receive personalized wellness routine suggestions
  • Schedule wellness activities around daily commitments
  • Monitor progress toward personal wellness goals
  • Connect with a community of wellness-focused individuals

The protocols, routines, and recommendations provided are based on general wellness principles and are NOT tailored to treat any specific medical condition.

2. Not Medical Advice

The content and features provided by Entropy Lifestyle are for informational and educational purposes only.

Entropy Lifestyle does NOT:

  • Provide medical advice, diagnosis, or treatment
  • Create a doctor-patient relationship
  • Replace professional medical consultation
  • Diagnose or treat any disease or medical condition
  • Provide emergency medical services

Any health-related information displayed in the App, including but not limited to heart rate variability (HRV), sleep metrics, recovery scores, and activity data, are estimates provided by third-party wearable devices and should not be used for medical decision-making.

3. Regulatory Status

FDA Disclaimer

Entropy Lifestyle has NOT been evaluated, approved, cleared, or registered by the United States Food and Drug Administration (FDA). The App is not intended to diagnose, treat, cure, or prevent any disease.

Not a Medical Device

Entropy Lifestyle is classified as a general wellness product, not a medical device. It is not subject to medical device regulations and should not be used as a substitute for FDA-cleared medical devices or professional medical equipment.

No Clinical Validation

The wellness protocols and recommendations provided by Entropy Lifestyle have not been clinically validated in controlled medical studies. Results may vary and are not guaranteed.

4. AI Systems Overview

ISO/IEC 42001 Aligned NIST AI RMF EU AI Act Compliant

Entropy Lifestyle uses artificial intelligence to generate personalized wellness recommendations. Our AI governance follows international standards for responsible AI development.

Key AI Principles:

  • Human-Centric: AI augments your decisions, never replaces medical judgment
  • Transparent: You're informed when AI influences recommendations
  • Safe: Safeguards prevent harmful recommendations
  • Private: Minimum necessary data processed with strong protections
  • Controllable: You can always modify, skip, or reject AI suggestions

AI Classification (EU AI Act)

All Entropy Lifestyle AI systems are classified as Limited Risk or Minimal Risk under the EU AI Act. We do NOT deploy high-risk AI systems. Our AI:

  • Does NOT make medical diagnoses or treatment decisions
  • Does NOT use biometric identification
  • Does NOT make decisions about employment, credit, or legal matters
  • Provides wellness suggestions only, with full user control

5. AI Transparency & Model Information

Per EU AI Act Article 53 transparency requirements, we disclose information about our AI systems:

AI System Provider Purpose Risk Level
Protocol Intelligence Anthropic (Claude) Generate personalized daily wellness protocols Limited
Task Scheduler Google (Gemini) Optimize task timing around your calendar Minimal
Energy Predictor Internal Algorithm Predict daily energy patterns Minimal
Health Aggregator Sahha SDK Normalize wearable health data Minimal

AI Limitations

Please understand that AI-generated recommendations:

  • Are based on general wellness research and your personal data
  • Cannot account for all individual health factors, conditions, or medications
  • Are not personalized medical advice
  • May occasionally provide suggestions not appropriate for your specific situation
  • Should be evaluated in consultation with healthcare professionals
  • May reflect biases present in underlying training data

Training Data

We use third-party AI models via API and do not control their training data. For provider training practices:

  • Anthropic: Constitutional AI framework, SOC 2 Type II certified
  • Google: See Google AI Principles, ISO 27001 certified

Our internal protocol catalog was developed using peer-reviewed wellness research and expert review, without individual user data.

6. AI Supply Chain Transparency

We disclose all third-party AI services that process your data:

Provider Service Data Shared Certifications
Anthropic Claude API (NLP) Anonymized health context, preferences SOC 2 Type II
Google Gemini API (Scheduling) Calendar events, task metadata ISO 27001, GDPR
Sahha Health SDK Device biometrics HIPAA, SOC 2
Supabase Database User profiles, plans SOC 2 Type II

Data Processing Notes

  • Anthropic & Google: Do not retain customer data for model training (per current policies)
  • Encryption: All API communications use TLS 1.3
  • Data Residency: Primary database in AWS us-east-1 (USA)

7. AI Risk Assessment Summary

Following NIST AI Risk Management Framework, we assess and mitigate AI risks:

Risk Mitigation Status
Incorrect recommendations Safety guardrails, medical disclaimers, user override capability Low
Privacy breach Data minimization, encryption, certified providers only Low
Algorithmic bias Regular audits, diverse testing, user feedback loops Low
User misinterpretation Clear disclaimers, "AI-generated" labels, education Low
Service disruption Graceful degradation to defaults, multi-provider resilience Low

User Controls

You maintain control over AI features:

  • Override: Modify, skip, or reject any AI suggestion
  • Feedback: Rate recommendations to improve future suggestions
  • Data Control: Choose which health data sources to connect
  • Deletion: Request deletion of all AI-processed data

8. Data Accuracy Limitations

Health metrics displayed in Entropy Lifestyle come from third-party sources including Apple Health, Google Health Connect, and wearable devices (such as WHOOP and Oura Ring). We do not control or guarantee the accuracy of this data.

Important Data Limitations:

  • Estimates Only: Health measurements (heart rate, HRV, sleep stages, etc.) are estimates and may differ from clinical measurements
  • Sensor Limitations: Consumer wearables and smartphone sensors have inherent limitations compared to medical-grade equipment
  • Individual Variation: Accuracy may vary based on skin tone, fit, movement, device positioning, and other factors
  • Not Diagnostic: Health data should not be used to diagnose medical conditions

Apple HealthKit and Google Health Connect

When you connect Apple Health (HealthKit) or Google Health Connect to Entropy Lifestyle:

  • Health data accessed is used solely for providing wellness insights and recommendations
  • We do NOT use HealthKit or Health Connect data for advertising purposes
  • We do NOT sell or transfer health data to third parties for their marketing purposes
  • You can revoke access at any time through your device's Health settings

9. Consult Healthcare Professionals

Always consult with qualified healthcare professionals:

  • Before starting any new exercise, nutrition, or wellness program
  • Before making any health decisions based on App data or recommendations
  • If you have any pre-existing medical conditions
  • If you are pregnant or nursing
  • If you are taking any medications
  • If you experience any adverse symptoms
  • If you have any concerns about your health

Never disregard professional medical advice or delay seeking medical treatment because of something you have seen or read in Entropy Lifestyle.

10. Physical Activity & Protocol Risks

Some wellness protocols suggested by Entropy Lifestyle may involve physical activity or temperature exposure. These carry inherent risks including:

Physical Activity

  • Muscle strain, sprains, or other injuries
  • Cardiovascular stress
  • Fatigue or overexertion
  • Aggravation of pre-existing conditions

Temperature Protocols

Protocols involving cold (cold showers, ice baths) or heat (saunas, hot baths) carry additional risks:

  • Hypothermia or hyperthermia
  • Blood pressure changes
  • Fainting or dizziness

These protocols are NOT suitable for everyone. Consult a healthcare provider before attempting, especially if you have cardiovascular conditions, blood pressure issues, or are pregnant.

Before engaging in any protocol:

  • Assess your current fitness level honestly
  • Start slowly and progress gradually
  • Listen to your body and stop if you experience pain or discomfort
  • Consult a physician if you have any concerns

MEDICAL EMERGENCY

Entropy Lifestyle is NOT designed for emergency situations.

If you are experiencing a medical emergency, call emergency services immediately:

911 (United States)

Or your local emergency number

Do NOT use this App for urgent health concerns.

Assumption of Risk & No Warranties

By using Entropy Lifestyle, you acknowledge and agree that:

  • You understand the limitations of the Service as described in this disclosure
  • You voluntarily assume all risks associated with following any wellness suggestions
  • You are responsible for your own health decisions
  • You will seek professional medical advice when appropriate

Entropy Lifestyle makes no warranties, express or implied, regarding the accuracy, completeness, or reliability of health data, AI recommendations, or the achievement of any specific health outcomes.

Questions or Concerns

If you have questions about this disclosure or concerns about how AI or health features should be used:

Last Updated: February 7, 2026

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