Continuum One
Your personal Health Operating System.
Turn disconnected labs, wearables, insurance, and lifestyle data into one continuous picture of your health – and a daily AI companion that helps you stay ahead of problems, not just react to them.
Building the default Health OS for this generation.
Healthcare is reactive, fragmented, and blind to your daily reality
Today, your health is scattered across:
- Insurance portals you rarely log into
- PDFs of lab reports in email
- Wearables that track steps but don't talk to your doctor
- Clinic visits that live only in PDFs and memories
No one – not you, not your doctor, not your insurer – sees the full picture over time.
Care is episodic: you interact with the system when something breaks. There is no continuous, longitudinal view of your health, and no intelligent layer that helps you make better decisions day-to-day.
We're changing that.
Continuum One is a Health Operating System
Continuum One unifies your health data into a single "health graph" and sits on top of it as an intelligent, always-on companion.
At a high level, we:
1. Connect your health data
- Insurance, labs, EHRs
- Wearables and apps (sleep, activity, glucose, etc.)
- Lifestyle signals (nutrition, mood, routines)
2. Understand your longitudinal health
- Build a continuous, structured health profile over time
- Detect patterns and early signals, not just snapshots
- Translate medical complexity into plain language
3. Guide your daily decisions
- Surface what actually matters this week, not in a 30-page PDF
- Nudge you with personalized, realistic suggestions
- Help you prepare for appointments, follow up on plans, and close loops
Under the hood: from raw data to real guidance
Unified Health Graph
- Normalize and map heterogeneous health data (EHR, labs, claims, wearables).
- Maintain a longitudinal time-series view: conditions, events, medications, behaviors.
- Designed to be extensible: new devices, new data, new partners.
Multimodal Health Models
- Use LLMs + domain-specific models on top of the health graph.
- Reason over trends, risks, adherence, context – not just single lab values.
- Generate human-understandable explanations and plans, not black-box scores.
AI Companion Interface
- Chat + feed interface that lives in your daily life.
- "Next best questions" for you to ask and answer.
- Structured outputs you can share with clinicians and caregivers.
We are not building yet another health app. We are building the core operating system that other experiences can plug into.
Starting with people who care deeply about their health
Our initial focus is:
- Health-conscious individuals who already use wearables, track labs, or manage chronic conditions and want a unified view.
- Caregivers managing health for parents, partners, or children who need clarity and continuity.
- Clinically curious users who want to understand why something is happening, not just see a number.
Over time, Continuum One will integrate more deeply with:
- Clinicians who want structured patient context
- Payers and employers who care about prevention and outcomes
- Ecosystem partners building on top of the Health OS
Join us to build the Health OS for this generation
We are assembling a small, senior, product-obsessed technical core.
The kinds of problems you'll work on:
- Turning messy, real-world healthcare data into a clean, queryable health graph
- Building AI systems that must be longitudinal, explainable, and safety-aware
- Designing interfaces where users actually understand and trust guidance
- Integrating with EHRs, labs, insurance, and wearables in a developer-unfriendly ecosystem
- Creating a system that can live with a user for decades, not weeks
You might be a fit if:
- You've built and owned complex systems end-to-end (data + infra + product).
- You think in terms of primitives and platforms, not one-off features.
- You care about pragmatic safety, reliability, and shipping fast.
- You want your work to matter in 10+ years, not just the next quarter.
Why this moment is different
This is possible now because:
- AI has matured: modern foundation models can understand unstructured clinical text and multimodal data far better than even a few years ago.
- Sensors are everywhere: wearables and at-home diagnostics generate enormous longitudinal data that no one is stitching together meaningfully.
- Consumers expect intelligence: people are ready for assistants that understand their context and history, not just answer one-off questions.
- Health systems are pressured: costs and capacity constraints create real demand for prevention, triage, and better patient context.
Continuum One is built for this new stack: AI-native, data-centric, and user-first.
Where we are and what's next
We are in the zero-to-one phase:
- Validating core workflows with early users
- Building the first version of the health graph and companion
- Lining up the right technical and clinical advisors
- Designing for long-term trust, not short-term hacks
If you're interested in:
- Joining as an early engineer or potential CTO
- Collaborating as a clinician, operator, or partner
- Being an early power user of the Health OS
We'd love to hear from you.
A note from the founder
Continuum One is a long-term bet: that health deserves an operating system as thoughtfully designed as the best products we use every day.
I'm building this for people who want more control, more clarity, and more continuity in their health – and for the builders who want to work on something that actually matters over decades.
If this resonates, I'd genuinely love to talk.
— Hemanth
Let's build the Health OS together
Leave your details and a short note on how you'd like to be involved. We'll reach out personally.