iOS · HealthKit · on-device AI · methodology published

Your wearable data, in one cockpit.With an AI coach that lives on your phone.

Continuity is a native iOS app. It reads the wearables you already own through Apple HealthKit, keeps raw biometrics on your device, and uses an on-device model to deliver the kind of pattern-spotting and behavioral nudges a thoughtful physician might offer between visits.

Important: Continuity is not a diagnostic tool and is not a substitute for a clinical consultation with a practicing human physician and medical team.

iOS
Native app. HealthKit spine. Apple Watch and BYOD wearables.
Local-first
Raw biometrics stay on your device
30-day
Rolling personal baseline that learns you
0
Diagnostic claims, by design
Architecture

Four layers, built so you stay in control.

Signal
Every wearable, one cockpit.

Native iOS with Apple HealthKit as the spine. Apple Watch, Oura, Garmin, Whoop, Fitbit, and CGMs that write to Apple Health feed one rolling 30-day personal baseline.

Privacy
Your data stays on your phone.

Local-first by design. Raw biometrics remain on the device. Only the trend features required to generate an insight ever leave, and solely with the user's explicit consent.

Intelligence
An LLM that lives where your data lives.

On iOS, the model runs on-device. Your sleep, HRV, and stress patterns are reasoned over without a round-trip to the cloud.

Action
Useful, daily, the best the model can give.

Behavioral and psychological nudges anchored in peer-reviewed frameworks. The aim is to be genuinely useful every single day.

Your devices

One graph across every wearable you already own.

Apple HealthKit is the spine. Connect Apple Watch, Oura, and anything else that writes to Apple Health; add more whenever you like. Manual entry for blood pressure, weight, mood, and meds keeps the cockpit useful from day one.

Apple Watch
HealthKit · HRV · RHR · sleep · workouts
Oura Ring
Sleep architecture · readiness · temp trend
Garmin
Training load · stress · Body Battery via Apple Health
Fitbit / Whoop
Where synced into Apple Health
CGM (Dexcom, Libre)
Continuous glucose where HealthKit allows
Manual entry
BP · weight · mood · meds from day one
Privacy

Local-first. Your data is yours.

On-device by default

Raw biometrics, including every heartbeat and every sleep stage, are stored on your iPhone. The on-device model reasons over them locally. Nothing is uploaded for an ad model. Nothing is sold.

Deny-by-default egress

If a feature ever needs to send something off-device, for example to share a summary with a clinician you choose, you must approve it explicitly, minimum-necessary, and you can revoke at any time.

Boundaries

What Continuity is not.

  • Not a diagnostic tool. Continuity does not diagnose, treat, or prescribe.
  • Not a substitute for your physician. Daily insights help you arrive at appointments better prepared. They do not replace clinical care.
  • Not an ad-supported product. Your data is not the product.
  • Not a browser toy. Continuity is being built as a native iOS app so HealthKit access and on-device inference stay private by architecture.
Build status

What's live, what's in rebuild, what you bring.

We're explicit about state, because a health product should survive scrutiny before it earns trust.

Live today

This site: the AHIS architecture, clinical anchors, verification doctrine, and policy literacy — published for inspection before the product asks for your data.

Building now

The native iOS pilot — HealthKit ingestion, 30-day baseline, clinician-adjudicated labels, calibration curves, and the on-device coaching loop. Nothing here claims a shipped product; the waitlist is the honest front door.

What you bring

The wearables you already own, a 30-day window to learn your baseline, and your Accept / Modify / Dismiss decisions — plus clinician adjudication where it matters — the ground truth that calibrates the coach.

Where this is headed

Consumer trust first. Clinical connection only when earned.

The near-term product is a free consumer wellness cockpit on iOS — social trust, a personal data moat, and prediction quality you can see in public calibration curves. A consent-gated clinical connection (including pathways like CMS ACCESS for provider partners) is optional and later; it never changes the local-first contract with the user.

Original concept

eMerge Hackathon · Miami · April 18, 2026.

The early concept of Continuity was designed and presented at the eMerge Hackathon.

Mash Zahid
Mash Zahid
Concept + agentic architecture
Dr. Stephen Borstelmann
Dr. Stephen Borstelmann
Clinical lead

Be first on the pilot.

The native iOS pilot is being built around your own HealthKit data — raw biometrics stay on your phone. Email Mash to request early access.