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Oakton Enable Biomedical Engineering Startup

ENGINEER
THE FUTURE
OF MEDICINE

Oakton Enable is a student-founded biomedical startup designing real-world solutions for people living with neurological challenges - starting with Parkinson's disease.

TREMOR SIGNAL -> CALIBRATED OUTPUT
a stray hand made steady
Biomedical design Patient-centered research Open technology Built for impact
Core Members
00
Active Project
00
Lives We Aim to Impact
10M+
Founded
0000
Who We Are

WHERE EMPATHY
MEETS ENGINEERING

We tackle real biomedical challenges through student-built design, research, and hardware - turning early technical talent into meaningful medical impact.

Full-Pipeline Engineering
From concept sketch to physical prototype - CAD, 3D printing, embedded electronics, and firmware. We mirror a real product development pipeline.
Research Before We Build
Before we design anything, we go deep. Medical literature, patient communities, and clinical data shape every engineering decision we make.
Student-Built. Impact-Driven.
Every design, line of code, and research finding is created by our founding team. The next breakthrough in assistive tech can start in a focused lab.
Open Source Everything
Our code, schematics, and CAD files are public. We believe accessible technology starts with accessible development.
Try

TRY
THE SIGNAL

Experience the assistive technology concept as a standalone page instead of a floating bottom-left panel. This is where the system behavior and signal readout live.

MODULE TRY
VARIANCE 0.00
ONLINE ACTIVE 0 DAYS

STABILIZE THE MOTION

This concept translates tremor motion into a calmer, more deliberate output. The goal is not to remove motion entirely, but to make the signal steadier and easier for the user to control.

Open model preview
Who We Are

ABOUT
THE STARTUP


Oakton Enable is where biology meets engineering, where empathy drives design, and where a focused founding team takes on medicine's hardest problems.

We operate in the space between clinical need and technical possibility - choosing problems rooted in real human experience, and building solutions with dignity at the center of every design decision.

"We exist to engineer hope - for the patients who wait, for the families who struggle, and for a future where transformative technology is accessible to everyone who needs it."

Design Ethos

SUSTAINABLE & ACCESSIBLE

We design our products to be biodegradable, environmentally responsible, and economically accessible to the people who need them most. Unlike many commercial devices that remain out of reach because of their high cost, we focus on practical, low-impact solutions that can serve more communities without sacrificing care, quality, or dignity.

Core Philosophy

OUR VALUES

1
Innovation
Chase creative solutions where others see dead ends. Conventional answers aren't enough when the stakes are someone's quality of life.
2
Empathy
Design with the end user at the heart of every decision - always. We build for people, not portfolios.
3
Rigor
Ground every choice in data, research, and testing. Guesswork isn't design - especially when it affects real patients.
4
Action
Build, test, iterate - never wait for perfection before you begin. Momentum is how real projects get done.
What We Build

ASSISTIVE
TECHNOLOGY

We create thoughtful biomedical tools that blend empathy, engineering, and storytelling - starting with IsoWrite and expanding into a wider family of accessible products.

We build products that turn constraints into possibility.

Every idea starts with a person, not just a problem statement. We design with dignity, usability, and impact in mind - whether it's a writing aid, assistive interface, or a future daily living tool.

Empathy First

Every concept begins by understanding how someone lives with a challenge day to day.

Prototype Driven

We move from sketches, to CAD, to physical prototypes and improve through iteration.

Built to Grow

IsoWrite is our first milestone, but our broader vision is a future ecosystem of inclusive products.

Our goal is not simply to make devices. It is to make dignity, confidence, and independence feel more tangible for the people who use them.

IsoWrite: a smart writing companion for tremor stability

IsoWrite is our flagship project - a student-designed assistive writing tool built to reduce the impact of Parkinson's-related tremor and help users write with steadier, more natural control.

Try the stabilization concept
Draw across the pad below - a simplified simulation of the filtering logic IsoWrite is built around.
Move your cursor or finger across this pad
Raw input Filtered output
Step 01 - Sensing
Motion Tracking
Embedded sensors monitor hand movement in real time to detect the tremor pattern.
Step 02 - Processing
Signal Filtering
Real-time logic distinguishes intended motion from the involuntary oscillation of tremor.
Step 03 - Actuation
Stabilization
A corrective mechanism helps neutralize unwanted movement at the pen tip.
Step 04 - Output
Steady Writing
The result is cleaner, more controlled handwriting and a stronger sense of independence.
Explore Prototype View 3D Model
Active Development

From IsoWrite to a broader product family

We are building a foundation for a future portfolio of tools that make everyday life more accessible, expressive, and easier to navigate.

Now

IsoWrite

Assistive writing technology for Parkinson's-related tremor stabilization.

Next

Adaptive Daily Tools

Compact products that support routine tasks with more comfort and less friction.

Future

Communication Aids

Accessible devices that help people express ideas clearly and independently.

Vision

Accessible Wellness Tech

A growing collection of thoughtful tools designed for dignity, ease, and connection.

Evidence Before Engineering

RESEARCH
LIBRARY

Every mechanism we design starts with a question we can't answer from intuition alone. This is where we track what we're reading, what we're testing, and what we still don't know.

Focus Areas

Tremor Biomechanics

Understanding the frequency, amplitude, and variability of Parkinsonian hand tremor - the baseline every stabilization mechanism has to be measured against.

Signal Filtering Methods

Comparing approaches to separating intentional motion from involuntary oscillation in real time, from simple smoothing to more adaptive filtering logic.

Assistive Device Ergonomics

How grip, weight distribution, and feedback affect whether an assistive tool actually gets used day to day - not just whether it works on a bench.

Patient & Caregiver Input

Conversations and community feedback that shape our priorities - making sure we're solving problems people actually have, not ones we assume they have.

How We Work

FROM LITERATURE TO PROTOTYPE

Stage 01
Literature Review
We start with published research and clinical resources to understand what's already known.
Stage 02
Synthesis
Findings get distilled into design constraints - numbers and patterns our engineering has to respect.
Stage 03
Applied Testing
We validate assumptions against our own prototypes, not just against the paper they came from.
Stage 04
Documentation
What we learn - including what didn't work - gets written up for the next iteration.
Startup Research Output

IN PROGRESS

Drafting

IsoWrite Design Rationale

An internal writeup documenting the engineering decisions behind IsoWrite's sensing and stabilization approach.

EngineeringInternal
Planned

Literature Review: Tremor Filtering Approaches

A summary of existing published approaches to separating tremor from intentional motion, to be shared publicly once complete.

Literature Review
Planned

User Testing Findings

Observations from early prototype testing sessions, once we have enough data to report responsibly.

User Research

We don't publish research findings until they're ready to stand on their own - no placeholder data, no premature conclusions. Check back as these move from drafting to published.

Design Files

CAD
MODELS


Public Link Not Yet Available

We're finalizing our 3D models and will publish all design files publicly via OnShape once they're ready for review. Full assembly models, component breakdowns, and print-ready STLs will all be available.

What Will Be Published

  • - Full IsoWrite assembly with component hierarchy
  • - Mechanism schematics and exploded view diagrams
  • - Dimensional drawings, tolerances, and material callouts
  • - Print-ready STL files optimized for FDM 3D printing
  • - Design revision log with rationale for major changes
GitHub '
Member Projects

INDIVIDUAL
CREATIONS


Coming Soon

Our members are actively working on individual projects spanning programming, electrical design, 3D modeling, and research writing. This gallery will be populated as projects reach shareable milestones.

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Software Projects
Code, firmware, and embedded systems work.
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3D Designs
CAD models, prints, and physical prototypes.
"
Research Papers
Medical research and literature reviews.
The People Behind the Mission

THE
TEAM


AN
Arnav Nair
President

As founding president, Arnav provides the vision, strategic direction, and leadership that holds Oakton Enable together. He coordinates across disciplines - ensuring that programmers, designers, and researchers are working in concert toward a coherent goal. His leadership is defined by inclusivity, rigorous standards, and a personal belief that student innovation can and should matter in the real world.

LeadershipStrategyVision
Signal
AD
Aditya Nandimandalam
Head of Outreach & Research Programmer

Aditya serves as the intellectual and external bridge of Oakton Enable. As Head of Outreach and Research, he digs deep into medical literature, connects the startup with patient communities, and shapes how the team communicates its work. He also contributes as a core programmer - translating research findings into functional software and control logic for the IsoWrite's sensor systems.

ResearchOutreachProgramming
Signal
CC
Christopher Choi
Head of 3D Design

Christopher is the creative force behind Oakton Enable's physical product development. Working in professional-grade CAD software, he translates engineering concepts into precise, printable, and ergonomically considered 3D models. His designs balance aesthetics, manufacturability, and function - and his work on the IsoWrite's housing and mechanical stabilization mechanism is central to making the concept real.

CAD / OnShape3D PrintingProduct Design
Signal
AA
Arjun Arunkumar
Programmer & Electrical Engineer

Arjun is the technical backbone of the IsoWrite's electronics and embedded systems. As both a programmer and circuit designer, he bridges the gap between software and hardware - laying out PCBs, selecting components, and writing the low-level firmware that makes real-time tremor cancellation actually run. Without his expertise in embedded systems and electrical integration, the pen remains a design on a screen.

Embedded SystemsCircuit DesignProgramming
Signal
SP
Newest Member
Samarth Prakash
Head of Media

Samarth shapes how Oakton Enable looks and sounds to the outside world. He leads photography, video, and content strategy - documenting builds, testing sessions, and milestones, then turning that raw footage into the story that shows people why IsoWrite matters. His work is what makes the startup's progress visible, shareable, and easy to rally behind.

PhotographyVideoContent Strategy
Signal

WANT TO JOIN THE TEAM?

We're always looking for passionate Oakton students. No prior experience required - just curiosity and commitment.

Apply Now '
Company Information

COMPANY
DETAILS


"
Meeting Times
TBA
Our official meeting schedule is being finalized. Follow our Instagram for announcements the moment times are confirmed.
"
Location
Oakton, Virginia
Our founding team builds from Oakton High School while developing a product for people living with neurological challenges.
"
Open To
All Grade Levels
Oakton Enable welcomes students from every grade level. No engineering background required - we teach you what you need as we go.
Structure
Project-Based
We operate on project cycles. Your time commitment scales with the needs of the project you contribute to.
At Meetings
Build & Research
Meetings include design reviews, programming sessions, research presentations, and hands-on prototyping. Every session moves the project forward.
"
How to Connect
Interest Form
Fill out our interest form and a team lead will reach out with next steps.
Stay Connected

DON'T MISS AN ANNOUNCEMENT

Meeting times, project milestones, and news will be posted to our Instagram first. Follow us there to stay current.

@oaktonenable '
"
Instagram
@oaktonenable
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GitHub
github.com/oaktonenable
"
OnShape
Link coming soon
Get Connected

JOIN &
CONNECT


Find Us Online

READY TO JOIN
OAKTON ENABLE?

Fill out our interest form and we'll be in touch. We'd love to hear from you - regardless of your background or skill level.

Fill Out the Interest Form

No experience required All grades welcome All interests considered