Human + Ai Collaboration

App UI

Private Audio Transcriber MLX (PAT)

A lightweight, fully offline, multilingual audio dictation, transcription and translation console for Mac. A privacy-first solution for those who can't send audio data to the cloud. Powered by OpenAi Whisper and Cohere Tiny Aya Global.

Github

circuit board

Offline MedAi Console

A multimodal Ai collaborator for clinicians. A transparent, offline-first and privacy-first multimodal AI console where clinicians can talk, type, show images, adjust parameters and create AI tools. Powered by MedGemma.

Github

image of teacher

Single-File Architecture

Create Flask web apps in minutes. Use a code example plus AI to quickly build flask apps that run locally. Python, HTML, CSS and JS code are all in one python file. Enables high velocity iteration because the AI sees the entire context at once.

Github

Image of a panel discussion

Chat With Two LLM Agents Python Workflow

A simple python workflow that shows how one user can chat with two LLM agents at the same time. The agents also chat with each other. This approach is useful for gaining multiple expert perspectives on a subject.

Github

Re-think Software Development and Deployment

image of teacher

Single-File Architecture

Create Flask web apps in minutes. Use a code example plus AI to quickly build flask apps that run locally. Python, HTML, CSS and JS code are all in one python file. Enables high velocity iteration because the AI sees the entire context at once.

Github

image of teacher

Thumb-Drive App (TDA)

A portable folder-based AI app that doesn’t need system wide installation. All dependencies are bundled - including Ollama and the model. Share using AirDrop or a thumb-drive. All dependencies travel with the copy. Double-click to set up and launch.

Github

A laptop on a desk

Takkie Translate Offline (TDA + Single-File)

Privacy-first text translation for macOS. Powered by Google TranslateGemma 12b. Takkie isn't just a simple wrapper around an LLM. It's a thoughtfully engineered solution for local AI translation.

HuggingFace

User interface

Ai-On-A-Stick
(TDA + Single-File)

An offline, portable Ai Console for macOS. Powered by Gemma3:12b. No installation needed. Double-click to run. Localhost locked. User submitted data is encrypted. The project zip file is SHA256 hashed.

HuggingFace

Education Support Tools

Screenshot of Jupyter notebook

Data Science Toolkit (HYA)

Data Science trainers often lose a lot of teaching time trying to fix "it doesn't work on my machine" issues. The Data Science Toolkit removes that frustration. It's a pre-built data science env for macOS that bundles the Python 3.10 interpreter, the uv binary and all packages. Every student gets the same JupyterLab venv that they launch with a double-click. No more dependency drama.

HuggingFace

Screenshot of Jupyter notebook

Offline Data Lab (TDA)

The Offline Data Lab is a frozen, locally hosted data science toolkit for macOS. A simple double-click launches a fully configured JupyterLab workspace in a uv virtual environment. Runs completely offline. Includes nine commonly used Python data science packages. Easy to copy and share using a USB Drive or via AirDrop. All dependencies travel with the copy.

HuggingFace

image of teacher

Fabulous SASL

A web based video dictionary to help students practice South African Sign Language (SASL). Includes signs for more than 1,500 words.

Github

App UI

Chat Image Marker

A minimalist desktop web based offline tool to quickly mark up images with bounding boxes and labels when chatting with a multimodal AI model. Created for students who use AI as a tutor.

Github

Connect AI to the Outside World

Arduino connected to laptop

Connect AI to the Physical World with Arduino

This example shows how to connect Python code running in a local Jupyter notebook to an Arduino. This setup gives a user the ability to tell an LLM to take actions in the real world e.g. switch on a light. The LLM executes the user's natural language instructions by making function calls (tool calls) to the Arduino.

Github

image of teacher

Arduino Computer Vision Finger Counter

A project that shows how to get a machine learning python script to send data to an Arduino micro-controller. This example also demonstrates a simple and cheap way to add General-Purpose Input/Output (GPIO) pins to a laptop by connecting an Arduino via USB.

Github

Language Learning & Translation

A laptop on a desk

Takkie Translate Offline (TDA + Single-File)

Privacy-first text translation for macOS. Powered by Google TranslateGemma 12b. Takkie isn't just a simple wrapper around an LLM. It's a thoughtfully engineered solution for local AI translation. A blueprint for securely packaging AI for use in places where there's no internet.

HuggingFace

image showing the letter E

E-Bot English Practice Chatbot

E-Bot is a AI English teacher that helps learners practice English through voice and text conversation - supporting them with corrections, translated responses and spoken responses.

Github

image showing the letter T

T-Bot Thai Language Practice Chatbot

T-Bot is an AI powered tool to support Thai language learners. The user can practice Thai through voice and text conversation. The bot responds with both text and speech. Responses are translated into the user's first language.

Github

image of two people talking with a laptop translating for them

JaiTalk AI Translator

JaiTalk is an AI powered online translator that listens and then translates between English and Thai. It also speaks the translation out loud. The settings in the code can be easily modified to support other languages.

Github

Desktop Flask Apps

mammogram image

Mammogram Mass Analyzer

A desktop flask app that uses computer vision to detect and localize masses on full field digital mammograms.

GitHub

Acc Score: 0.65
Access: Desktop
App type: Flask

wheat image

Wheat Head Auto Counter

A desktop interactive flask app that uses computer vision to automatically detect and count wheat heads on wheat field images.

GitHub

map@0.5: 0.93
Access: Desktop
App type: Flask

chest x-ray image

XarpAi Lung Opacity Detector

A light and simple Ai powered desktop app that auto detects opacities on chest x-rays. Built for high volume TB and Pneumonia diagnosis support.

GitHub

Acc: 0.91
Access: Desktop
App type: Flask

Medical Diagnosis Tools

skin lesion image

Skin Lesion Analyzer

Automatically analyze a picture of a skin lesion and classify it into one of 7 types, including melanoma.

Kaggle Notebook

F1 Score: 81%
Batch Processing: Yes
Model Size: 27MB
App type: Tensorflow.js

histopathology image

Breast Cancer Analyzer

Automatically detect metastatic cancer and invasive ductal carcinoma on histopathology image patches.

Kaggle Notebook

IDC F1 Score: 88%
Metastatic F1 Score: 94%
Batch Processing: Yes
Model Size: 26MB
App type: Tensorflow.js

fundus eye image

Diabetic Retinopathy Analyzer

Automatically detect diabetic retinopathy on fundus (eye) images.

Kaggle Notebook

F1 Score: 96%
Batch Processing: Yes
Model Size: 27MB
App type: Tensorflow.js

chest x-ray

Child Pneumonia Diagnoser

Detect Bacterial and Viral Pneumonia in children aged 1 to 5.

Kaggle Notebook

F1 Score: 75%
Batch Processing: Yes
Model Size: 33MB
App type: Tensorflow.js

brain CT image

Intracranial Hemorrhage Analyzer

Automatically detect and isolate intracranial hemorrhages (bleeding) on brain CT images.

Kaggle Notebook

F1 Score: None
Batch Processing: No
Model Size: 50MB
App type: Tensorflow.js

chest x-ray

Tuberculosis (TB) Analyzer

Automatically detect TB on chest x-rays.

Kaggle Notebook

F1 Score: 81%
Batch Processing: Yes
Model Size: 7MB
App type: Tensorflow.js

x-ray image

COVID-19 CXR Analyzer
Offline

Use computer vision to detect and localize Covid-19 on chest x-ray images.

GitHub

Acc Score: 0.84
Batch Processing: No
Access: Web and API
App type: Flask

mammogram image

Mammogram Mass Analyzer

A desktop flask app that uses computer vision to detect and localize masses on full field digital mammograms.

GitHub

Acc Score: 0.65
Access: Desktop
App type: Flask

Laboratory Tools

malaria cell image

Malaria Cell Analyzer

Automatically diagnose malaria in segmented red blood cell images.

Kaggle Notebook

F1 Score: 97%
Batch Processing: Yes
Model Size: 36MB
App type: Tensorflow.js

cell mask image

Cell Counting Tool

Automatically count cells on a cell mask microscopy image.

Kaggle Notebook

Max Counting Error: 3
Batch Processing: No
Model Size: 91MB
App type: Tensorflow.js

Agriculture Tools

weed image

Weed Detector

Use computer vision to detect weed seedlings.

Kaggle Notebook

F1 Score: 78%
Batch Processing: No
Model Size: 20MB
App type: Tensorflow.js

bee image

Bee Hive Health Analyzer

Assess bee hive health by analyzing a bee image.

Kaggle Notebook

F1 Score: 94%
Batch Processing: No
Model Size: 27MB
App type: Tensorflow.js

rice leaf image

Rice Leaf Disease Analyzer

Automatically detect 3 types of rice leaf diseases.

Kaggle Notebook

F1 Score: 100%
Batch Processing: No
Model Size: 18MB
App type: Tensorflow.js

apple tree leaf image

Apple Leaf Health Analyzer

Automatically analyze the health of apple tree leaves - detect three disease classes.

Kaggle Notebook

F1 Score: 91%
Batch Processing: No
Model Size: 18MB
App type: Tensorflow.js

wheat image

Automated Wheat Counter
Offline

Use computer vision to automatically count wheat heads on wheat images.

Kaggle Notebook

MAE: 5.03
Count Error: 20.5 %
Batch Processing: No
Access: Web and API
App type: Flask

wheat image

Wheat Head Auto Counter

A desktop interactive flask app that uses computer vision to automatically detect and count wheat heads on wheat field images.

GitHub

map@0.5: 0.93
Access: Desktop
App type: Flask

Practice Diagnosis

fundus image

Diabetic Retinopathy

Practice on 3,662 fundus images. The image labels are: No DR, Mild, Moderate, Severe and Proliferative DR.

Data Source

chest x-ray image

Tuberculosis (TB)

Practice on 800 chest x-ray images. The image labels are: Normal and Tuberculosis.

Data Source

Other Projects

circuit board

Sound2Vibe

Sound2Vibe is a prototype electronic open source music and gaming aid for the deaf. It converts sound into vibrations that are transmitted through the body via bone conduction.

Github

image of teacher

Simplistic Epileptic Seizure Detector with Alarm

This project shows a simple way to use computer vision to monitor a person who is at risk of having an epileptic seizure. When a seizure is detected, an alarm is triggered.

Github

I think that sometimes it is the people who no one imagines anything of
who do the things that no one can imagine.
~ The Imitation Game