Concept demo — what MARG will do.  Interactive simulations run entirely in your browser. Nothing here is a medical device (yet).

MARG

Medical Augmented Reality Glasses

Glasses that see what a clinician needs without covering the patient. Thermal perfusion, contactless vitals, marks two clinicians share in real time — all drawn into the margins of vision, never over the person.

● human keeps the center of vision ● agent lives in the margins on-device first camera-based · no touch < 80 g all-day wearable
01

Thermal overlay

Move your pointer (or finger) along the leg. A perfusion heat-map fades in where you look — and every annotation lands in the margin, never on the body itself.

Perfusion scancanvas sim hover / drag over the leg
probe: —

Why margins matter here: the cool zone on the lower leg reads “low perfusion — check diabetic foot”, but the label and arrow live beside the limb. The center of the body stays clean for hands, wounds and eye contact.

02

Contactless vitals

A camera signal — ambient light reflected by the skin — is enough to extract a pulse. No electrodes, no cuff, no touch. The waveform below is simulated from that principle.

Camera PPGsignal sim runs automatically
HR … bpm · SpO₂ …% · camera-based, no touch

How it will work: the glasses' RGB camera tracks micro-changes in skin color caused by blood flow (photoplethysmography), computes heart rate and oxygen saturation on-device, and flashes the number at the edge of the lens — a glance, not a screen between you and the patient.

03

Shared mark

Two clinicians, one mark. The same anchored point on the same wrist appears in both viewports at once. Toggle it — both flip together. Sign it — both records get the same receipt line.

Doctor / Nurse viewportsshared anchor buttons below drive both panels
mark: on · signed by 0

ParviALMA receipt concept: “Sign into record” writes one line — who, when, which anchor — that both clinicians see identically. Shared marks kill the “which mole did you mean?” phone call.

04

Margin HUD

The attention budget: the center of vision belongs to the patient. Everything the agent wants to say lives in the periphery — and only one object may ask for attention at a time. Click any margin chip (or press the button) to hand it the budget.

Attention budgetHUD sim click a margin chip, or cycle
budget holder: vitals chip · center: reserved for the patient

The rule the page itself practices: marks live in margins. A HUD that paints numbers over a face is a HUD that gets taken off. One object at a time; the rest wait their turn, dimmed.

A

What the glasses do

Four capabilities, one frame — each demonstrated above.

Thermal overlay

clinician-facing
  • Live perfusion heat-map over skin, revealed by gaze/pointer, not plastered on
  • Cool zones flagged in margin notes — diabetic foot, circulation, inflammation

Contactless vitals

clinician-facing
  • Camera-based PPG: HR, SpO₂, respiration — no electrodes, no touch
  • Numbers at the lens edge; alerts escalate to the margin, never the center

Shared marks

agent-mediated
  • Anchors pinned to body-space, not screen-space — stable as the patient moves
  • Multi-viewport sync: what the doctor marks, the nurse sees, same second
  • Signable receipts — who marked what, when, on whose record

Margin HUD

agent-mediated
  • Attention budget: center belongs to the patient, always
  • One attention request at a time; everything else queues dimmed in the periphery
B

What we can program

MARG is built on an OEM Android-based glasses platform. We own the whole software lane — this is what our code touches.

Firmware lane

our code
  • OEM Android-based SDK — full application layer, display compositor for both lenses
  • Sensor drivers — thermal sensor, ToF depth, IMU fusion, mic-array beamforming
  • On-device vision models — body tracking, anchor stability, PPG extraction; quantized, no cloud round-trip
  • Update by signed deltas — firmware and models ship as cryptographically signed incremental updates; unsigned code never boots

Why Android-based matters

our lane
  • Mature toolchain: Kotlin/C++, NDK, A/B partitions, OTA infrastructure
  • Real-time display pipeline we can throttle — the attention budget is enforced at compositor level, not by app politeness
  • Existing OEM hardware lanes mean we program, not fabricate — faster to clinical validation
D

The pair: glasses + tablet

One exam, two screens, two depths. The glasses capture and point; the tablet deepens and shares. Neither replaces the other — they are the pair.

Glance on the lens

glasses role
  • Capture & anchor — cameras and sensors read perfusion, vitals and body position while the doctor keeps hands free and eyes on the patient
  • Voice inquiry — "examine the left leg", "show the last photo of this lesion" — answers arrive as quiet margin confirmations, never covering the patient
  • Point — the mark, the alert, the number: one object at a time at the edge of vision

Dive on the tablet

companion role
  • The full picture — complete thermal map, exam history, side-by-side comparisons — content too rich for the lens margin, shown where it belongs
  • Shared with the patient — the doctor turns the screen: the patient sees their own data; trust grows in the conversation
  • Extended battery & compute — heavy processing can run on the companion, keeping the glasses light enough for a full shift

Any Android device the doctor already owns

no dedicated hardware
  • Just an app — the MARG companion is a regular Android app: install from the store, pair with the glasses over encrypted link, done
  • Works on what is already in the pocket — phone, tablet or the clinic's existing devices: the doctor buys the glasses; the second screen is the one they already have
  • Offline-first sync — paired devices share the same signed marks in real time; if the link drops, each keeps working and reconciles later

Same truth on both screens

house doctrine
  • One mark, every device — what the doctor marks by voice appears identically on the lens margin and the tablet screen, same second
  • Signed both ways — voice commands and marks produce receipts: who asked, what was shown, when — on whose record
  • Fits every delivery mode — hospital on-prem (clinic-owned tablets, data never leaves), hybrid, or clinic SaaS with each doctor's own device
C

What they must have

The non-negotiables — the frame we will accept from hardware, and the privacy bar we hold ourselves to.

Sensors

hardware floor
  • RGB + thermal + ToF — color, heat and depth fused into one body-space anchor model
  • IMU — head tracking so marks stay glued to the world, not the lens
  • Mic array — beamformed voice for hands-free dictation and mark placement

Wearability

hardware floor
  • < 80 g — a full shift must forget it's there
  • All-day battery — thermal + vision workloads budgeted to last the shift, not the demo

Privacy

our bar
  • On-device first — video and vitals processed on the glasses; raw frames never leave by default
  • HIPAA / GDPR-grade — signed data lineage for every mark, every update, every access
House rule this page practices: characters stay cute and kid-friendly, and nothing — not a heat-map, not a label, not a HUD — covers a face or the center of a body in a medical demo. Marks live in margins. That's not a limitation; it's the product.