Prosthetic Arm — Interactive Simulation An educational simulation of a 4-DOF prosthetic arm demonstrating key concepts in robotic manipulation, including forward kinematics and real-time visual feedback.

Try it: bionichaos.com/RoboArm/

I Asked an AI to Analyze My JavaScript Robotic Arm Project YouTube video by BioniChaos

We put our JavaScript Prosthetic Arm simulation to the test with an AI. See how it analyzes the controls, demo actions, and metrics like grip force. A fun look at robotics and web dev.

Watch the AI breakdown: youtu.be/aCj-DIDTRlg

#Robotics #JavaScript #AI #Simulation #SciComm

Why Your EEG Data is Noisy: Simulating and Rejecting Signal Artifacts YouTube video by BioniChaos

EEG data is never clean. Learn how to simulate and handle muscle & eye blink artifacts using the BioniChaos simulator. Essential for anyone building BCIs or studying signal processing. 🧠💻

Watch: youtu.be/gjrTxj3w1ZI

AI-Driven Optimization of Real-Time rPPG Signal Amplification | BioniChaos Lab YouTube video by BioniChaos

Measure heart rate via webcam? 📷🫀 Explore the dev of a browser-based signal amplification tool using Eulerian Video Magnification. Troubleshooting ROI tracking and spectral analysis with AI pair programming.

Watch: youtu.be/rWFINsT-IVE

The BCI "revolution" has a secret: it’s built on 30-year-old clinical tech. Rebranding a cochlear implant or a DBS system with a fancy UI doesn't make it new—it makes it a product. Let’s give credit to the decades of science that actually got us here. 🧠⚡️ #Neurotech

Human vs. AI: Diagnostic ECG Labeling and 3D Brain Activity Mapping YouTube video by BioniChaos

Refactoring BioniChaos: Moving biomedical signal processing from Python backends to pure Vanilla JavaScript. 🚀

Implementing real-time EEG sonification and fuzzy logic ECG analysis directly in the browser to eliminate latency. 🧠💓

Watch here: youtu.be/8HDUv-MckGE

Building Realistic EEG & EMG Simulations with AI: Stochastic Signal Processing YouTube video by BioniChaos

Upgrading the BioniChaos EEG Simulator with AI! 🧠💻 We tested Claude 3.5, GPT-4o & Gemini to build realistic stochastic EMG noise. GPT-4o hallucinated a meeting request, but Claude nailed the logic. Human-in-the-loop is key! Watch: youtu.be/W74guVVmbTM

Biomedical Data Science: Respiration, Pacemakers & Neural Implants YouTube video by BioniChaos

AI is transforming medical devices into embedded data scientists. We're looking at non-contact rPPG respiration tracking, the bandwidth of neural implants, and the security of closed-loop pacemakers. Join the conversation! 🧬💻 youtu.be/Ef4JNQZ7Iyg

Are Vision Transformers Overkill for EEG Seizure Detection? AI Paper Review YouTube video by BioniChaos

An AI bot critically reviews a paper using an 86M parameter Vision Transformer for EEG seizure detection. Is it over-engineered compared to a simple CNN? We explore the methodology flaws and showcase interactive web simulators. Watch here: youtu.be/2Cq1-g9bDwY

RPPG Heart Rate Monitoring & AI Biomedical Tools: Exploring BioniChaos.com YouTube video by BioniChaos

Explore BioniChaos: an amazing hub for interactive biomedical web tools! See real-time webcam heart rate tracking (rPPG), EEG sonification, and AI-driven simulators right in your browser. A great resource for tech and science geeks. 🧬💻 Watch: youtu.be/faJ36pM1C6k

AI-Powered Heart Rate Monitor: Real-time rPPG with Gemini 2.5 Pro and Face Mesh YouTube video by BioniChaos

Watch the iterative development of a real-time webcam heart rate monitor! 🫀💻 Using Eulerian Video Magnification to extract pulse from skin color changes. See the debugging of noisy FFT signals, buffer flushes, and dynamic facial ROI selection. youtu.be/JH7R5uCAfzw #ComputerVision #Tech

AI Catches a UI Rendering Bug: Vision Model vs. Web Simulation YouTube video by BioniChaos

Watch an AI assistant help debug a UI web glitch in real-time! 🐛 I found a bug on a canvas chart where clicking a button infinitely duplicates the legend instead of updating the data visualization. Check out the debugging process: youtu.be/uLbyUdRzcAQ

Building a WebGL Signal Amplification Microscope for Heart Rate Detection YouTube video by BioniChaos

Building a WebGL heart rate monitor using Eulerian Video Magnification comes with quirks—like camera feedback loops from screen flashes! Fixed it by using MediaPipe Face Mesh to isolate skin pixels for the FFT pipeline. 💻🫀 Watch: youtu.be/Z08jPRUeOZc

Interactive Fourier Transform Drawing Visualization YouTube video by BioniChaos

See the Fourier Transform in action! This interactive web tool uses rotating vectors to perfectly recreate any shape you draw. A fantastic way to visualize a core concept in signal processing and mathematics.

Watch the video: youtu.be/C47SIJhcow8

#Math #DataViz #Coding #Fourier #Visualization

Building Wild AI Tools: Roasting BioniChaos with Gemini 2.5 & Interactive Biomedical Sims YouTube video by BioniChaos

We built a bunch of wild AI tools for biomedical data! Watch our live demos, including an Eigenfaces facial recognition tool, an interactive MRI simulator, and a prosthetic arm. We even had an AI review our own platform. All tools are live on bionichaos!

youtu.be/U3bzUxkchpc

#BioTech #Neuroscience

Visualize ECG, EOG & More: Interactive Spectrogram Generator YouTube video by BioniChaos

Visualize biomedical signals like ECG and EOG in your browser. Our Interactive Spectrogram Generator lets you generate signals and adjust parameters in real-time to see how they look in the frequency domain.

Check out the quick demo: youtu.be/mZPMwt-JFpE

#SignalProcessing #DataViz #BioTech

AI Agent Debugs JavaScript: Fixing a Cataract Surgery Web Sim YouTube video by BioniChaos

We put AI agents to the test: debugging a complex JavaScript Cataract Surgery Simulation. The demo was stuck in a loop, and the AI had to analyze console logs and patch the code live. See how models like Claude and Gemini handle a real-world coding problem.

youtu.be/kTp4IIn9If4

Interactive PPG Signal Quality Simulator: Posture, Skin Tone & More YouTube video by BioniChaos

Why is your smartwatch data so inconsistent? Posture, arm position, and skin tone all affect the signal quality.

These interactive web simulators visualize how these factors impact the PPG signal used for heart rate tracking. A fantastic way to understand the tech.

Watch here: youtu.be/5srZKZR5U6I

AI-Agent Powered 4-DOF Prosthetic Arm Simulation: Web Implementation & Sonification YouTube video by BioniChaos

Simulating a 4-DOF prosthetic arm using AI-assisted web code. 🦾 Features sonification (mapping velocity to sound) and a comparison of LLM outputs for UI refactoring. See how virtual trials make failure "cheap" for training ML models.

youtu.be/2GtU9MzUHdE

BFRB Data Dashboard: Model Performance & Feature Analysis YouTube video by BioniChaos

Analyzing sensor data from a wrist device to classify body-focused repetitive behaviors (BFRB). Our ML model excels at binary detection (F1: 0.92) but struggles with specific gesture classification (F1: 0.54). We built a dashboard to explore why.

See the analysis: youtu.be/Rh5bPpMurww

#HealthTech

Biomechanics Explained: 3D Gait & Prosthetic Arm Simulators YouTube video by BioniChaos

Explore the biomechanics of walking with our interactive 3D gait analysis simulation. This video also covers a prosthetic arm simulator, demonstrating myoelectric control and degrees of freedom. We even use AI to live-code improvements on the fly!

youtu.be/NcEbsRLFZjo

#Biomechanics #AI #Simulation

Interactive Neuroscience & Biomedical Simulations on BioniChaos.com YouTube video by BioniChaos

Explore the intersection of neuroscience and technology at bionichaos. Use interactive sims for neurons, cochlear implants, and AGI ethics. Perfect for students and researchers. 🧠💻

Watch the demo here: youtu.be/uaJIlw7a_NE

#Neuroscience #BiomedTech

AI Builds a Prosthetic Arm! ChatGPT vs Claude for Web Simulation Development YouTube video by BioniChaos

We had ChatGPT and Claude build a prosthetic arm simulation to see which AI codes better. This video compares their web development skills for a biomedical application and shows the final results. See which AI came out on top!

youtu.be/S3BO-mMpqJk

#AI #Prosthetics #Simulation #ChatGPT #Claude

Advanced EEG Simulator: Synthetic Data, Brainwaves & AI Voiceover YouTube video by BioniChaos

Explore our Advanced EEG Signal Simulator in action! Learn how we generate synthetic brainwave data from theoretical principles to help train ML models. The video covers the dev process, UI/UX, and the important difference between synthetic vs. fake data.

Watch now: youtu.be/pUfBcuoGVKU

Advanced Signal Analysis: Quantifying Complexity via Extrema-Segmented Entropy YouTube video by BioniChaos

Analyze time-series complexity with ExSEnt. This method segments signals by local extrema to extract duration and amplitude features for entropy analysis. Essential for understanding non-linear dynamics in EEG/EMG data. 📊

Watch: youtu.be/IP7x1wXa-Kg

Turn Research Papers into Web Apps with Local LLMs YouTube video by BioniChaos

Running LLMs locally in VS Code is a game-changer for privacy and offline coding. This guide shows you how to use the Roo Code extension with tools like Ollama to streamline your development workflow and build powerful interactive applications.

Watch the walkthrough:
youtu.be/pl5P0NVQSLA

#LocalAI

From Skin to Skeleton: AI-Powered 3D Biomedical Visualization at BioniChaos YouTube video by BioniChaos

Turning biomedical research into 3D web apps with AI. 🧬✨

Watch the process of building the "From Skin to Skeleton" viewer for BioniChaos using Gemini 1.5 Pro and Three.js.

Link: youtu.be/yGDV8aS7e2M

#Biomedical #AI #WebDev #BioniChaos

AI Builds an Interactive Web App: From Idea to UI/UX in 10 Mins YouTube video by BioniChaos

It started with a simple question and ended with an AI-built "Toilet Simulation." This video shows the entire process of using generative AI to create an interactive web app from scratch, including HTML, CSS, complex JavaScript animations, and UI/UX refinements.

youtu.be/OuD9pAu2j0g

#AI #WebDev

Decoding Inner Speech: Building a BCI Data Viewer with an AI Assistant YouTube video by BioniChaos

Can we decode inner speech? This project explores that question by building an interactive web viewer for BCI neural data. We use an AI assistant to process a scientific paper and its complex dataset to visualize the findings and critique the results.

youtu.be/_ySITz5ScC0

#BCI #AI #DataScience

AI Builds a Neuroscience Data Dashboard: From MATLAB to Web Visualization YouTube video by BioniChaos

Built a web dashboard for visualizing neuroscience data. The process involved converting large, nested MATLAB files to smaller, manageable JSONs using a Python script (NumPy/SciPy) and an AI assistant. The result is an interactive table that loads data on demand.

🔗 youtu.be/34LMMnrFLyw