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Portfolio

Ten companies, built by students.

What they are, what they have shipped, and what they have won. Four are profiled in full below.

PyroSight

Firefighter safety

VisioCourt

Sports operations

Beacon

Safety

Resyn.

Recycling technology

PathLight

Navigation

Palm

Consumer

Knowledge Vault

Education

Hemma

Health

Revivo

Sustainability

RoboGripper

Robotics

PyroSight logo

PyroSight

Firefighter safety

PyroSight is a design-stage thermal sight that clips onto a firefighter's helmet. A thermal camera feeds on-device detection that flags people and fire, and a motion-based tracker holds a route back to the door when smoke has taken away every other reference.

It is built to run entirely on the helmet — no cloud, no connectivity — at roughly 16 frames a second, and the team puts the parts cost of a full prototype at about $543. The hardware has not been built or certified yet, and the detection models are trained on synthetic data while the team works toward live testing.

Design — not yet built

Stage

~16 fps

On-device frame rate

~$543

Prototype parts cost

What it does

  • Thermal imaging meant to resolve human signatures through zero-visibility smoke
  • On-device processing, designed to work with no connectivity
  • Human detection aimed at partial, occluded, and prone bodies
  • A motion-based route back to the door when nothing else is visible
  • Exit recognition — doors, windows, and stairwells mapped on entry
  • Hazard flagging for gas plumes, arcing, and backdraft
Visit pyrosight ↗

Founders · Sheehan, Milind, Aarush, Atharv

Thermal · liveOn-device
In-helmet navigation2 targets
VisioCourt logo

VisioCourt

Sports operations

VisioCourt turns existing facility cameras into live court-occupancy data. Operators see which courts are active, open, or idle across a whole site without walking it, and players check open courts and wait times from their phone before leaving home.

The system is privacy-first by design — it uses no facial recognition — and runs on a facility's existing IP cameras, with a ten-day risk-free pilot to get started.

Court data at 3 facilities

Town of Morrisville

2nd place

DECA States

MIT

Presented at

Live deployment

Town of Morrisville facilities

  • Church Street Park
  • Morrisville Community Park
  • Morrisville Aquatics & Fitness Center

Live tennis and pickleball status across Morrisville parks. App coming soon.

What it does

  • Real-time occupancy across every court in a facility
  • Predictive forecasting of peak congestion and player wait times
  • Utilization data to justify budgets, grants, and court expansion
  • Works with existing IP cameras — or turnkey hardware
  • Privacy first: no facial recognition anywhere in the system
Visit visiocourt ↗

Founders · Vivaan, Ganesh, Sid

Court statusLive
01Open
02Occupied
03Occupied
04Open
No facial recognition2/4 open
The VisioCourt team holding their trophy at DECA States
VisioCourt placed second at DECA States
Beacon logo

Beacon

Safety

Beacon came out of the first Capture Success cohort and became the network's first competition win. The team took TiE Young Entrepreneurs (TYE) Regionals in April 2026, earning $1,000 and a place at nationals in Seattle.

The project was guided start to finish by Capture Success members Saatvik Santosh and Ketav Karthikeyan.

1st — $1,000

TYE Regionals

Nationals, Seattle

Qualified for

Inaugural

Cohort

The Beacon team holding a $1,000 check after winning TYE Regionals
Beacon winning TYE Regionals with TiE Raleigh Durham, April 2026
Resyn. logo

Resyn.

Recycling technology

Recycling mostly fails at the bin, in the three seconds someone spends guessing whether something belongs there. Resyn removes the guess: point a camera at a bottle, tub, or container and it identifies the plastic resin type straight from a live feed.

It is built resin-first rather than bolted onto a generic object detector — purpose-made around the seven resin codes from day one. The team is early-stage and building in public, with a working scanner shipped and a custom-trained model in progress.

All 7

Resin codes recognised

3 sec

Multi-frame scan

Building in public

Stage

What it does

  • Live camera feed with YOLO object detection that locks onto the container
  • Three-second scan sampling brightness, colour, texture, and transparency
  • Confidence-weighted voting across frames, with alternative guesses shown
  • Low-confidence scans flagged rather than forced into a wrong answer
  • Identifies PET, HDPE, PVC, LDPE, PP, PS, and Other
  • Next up: a custom-trained YOLO model on a labelled resin dataset
Live scanSampling

PET

#1 — Polyethylene Terephthalate

0%

confidence

1PET
2HDPE
3PVC
4LDPE
5PP
6PS
7OTHER

Below 20% confidence, Resyn says it is unsure instead of guessing.

Also building

Six more teams in the network

Earlier or still heads-down. Profiles go up as they ship.

PathLight logo

PathLight

Navigation

Palm logo

Palm

Consumer

Knowledge Vault logo

Knowledge Vault

Education

Hemma logo

Hemma

Health

Revivo logo

Revivo

Sustainability

RoboGripper logo

RoboGripper

Robotics

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