Hello,
I'm Edwin.

I'm a developer.
I build systems that solve real problems.
From the sensor to the interface.

View Projects About Me
Edwin Awariyah

Building systems that actually work.

A collection of projects that span across AI, IoT, embedded hardware, and software, each one a real problem pushed all the way to a working solution.

MULTIMODAL
HAND-HELD
LOCAL EDGE AI
RIYPEOS

RIYPE

HandheldFruitRipenessPrediction

RIYPE Model 01
MULTIPLE DATA POINTS
RGB Snapshot
SPECTRAL
TEMPERATURE
REFLECTANCE
0,0,0 RGB
0.0 nm
0.0 °C
0.0 %
COMPUTER VISION
SPECTRAL DATA
ENVIRONMENTAL DATA
MULTIMODAL INPUT
MULTIMODAL NEURAL PROCESSOR
INFERENCE

Ready to transport

82%

Good

Riype

Handheld on-device AI-powered system that uses computer vision and near-field spectroscopy to assess fruit ripeness and quality in real time - helping reduce the 40-50% of produce wasted annually across the agricultural supply chain.

View Project Website

ASL COMMUNINICATOR

SCANNING HAND MOTION...
Motion Captured
CAPTURED HAND MOTION IS CONVERTED TO COORDINATE FIELD
B B
0% ASL LETTER MATCH

ASL Communicator

A camera-based system translating American Sign Language to text in real time using hand-landmark tracking. Recognises static ASL letters with confidence scoring.

Live hand tracking at 30+ FPS with instant letter detection.

Launch ASL Communicator

PARKPILOT

Real-timeparkingintelligence

VEHICLE RECOGNITION
OCCUPANCY MAPPING
Occupied Available
STRUCTURED OUTPUT
location—
coordinates—
timestamp—
total_spaces—
available—
occupied_bays—
empty_bays—
SPATIAL RECONSTRUCTION
0% occupied

ParkPilot

Computer-vision powered parking detection with one clean API - instantly integrable into any mapping or navigation platform.

40%Less circling
LiveCamera feed
↓CO₂Emissions
Get Started Learn More
CourierGuard
Your parcel is on its way.
ParcelCG-20481
RouteAccra → Kumasi
VehicleBUS-017
In transit
5.6037° N, 0.1870° W
INTERNET CONNECTED
6.1254° N, 1.6258° W
INTERNET LOST    GPS ACTIVE
The internet is lost.
The network isn't.
Routing over nearby devices
OFFLINE
Your parcel
CG-20481
Accra → Kumasi
In transit
Updated 8s ago
One parcel was the example.
The network scales to the fleet.
No internet.
Still tracking.
CourierGuard
Location finds a way.

CourierGuard

CourierGuard tracks parcels, couriers, and fleets over cellular and long-range radio - relaying location data across a mesh of nearby devices until it reaches the cloud.

GPS+ LoRa + LTE
MeshNetwork relay
APIReady
  • Real-time GPS tracking
  • Offline mesh relay
  • Tamper detection alerts
Visit project website
LOADING VIDEO PREPARING PLAYBACK
PRODUCT / SCAN / CART / PAYMENT / INVENTORY / MANAGEMENT

SHOP

Inventory&POSSystem

Video coming soon
Product Scan Cart Payment Inventory Management

Shop Inventory & POS System

A complete retail management solution: a Flutter-based POS with real-time thermal-printer integration, a Python backend on a custom database schema, and a companion mobile + web app.

Management LayerThermal Printer SupportPOSMobile App Companion

Shop Inventory & POS System

A complete retail management solution: a Flutter-based POS with real-time thermal-printer integration, a Python backend on a custom database schema, and a companion mobile + web app.

Management LayerThermal Printer SupportPOSMobile App Companion

Distributed

LLMCluster

LLM CORE - INFERENCE
ACTUATORS
VISION
SENSORS
A CONSTELLATION OF MACHINES
DISTRIBUTING TASKS
PARALLEL COMPUTE

Multiple machines.

One intelligence.

Distributed LLM cluster hardware

Distributed LLM Cluster

Multiple boards, one intelligent cluster

A lightweight distributed LLM running across several low-power ARM single-board computers - pooled with Exo and serving Liquid AI models for fast, context-aware, on-device inference at the edge.

View on GitHub
08 - Hardware

Hardware Projects

07 projects

09 - Software

Software Projects

09 projects

View Resume