BioniChaos
@bionichaos.bsky.social
BioniChaos is about making biomedical data tools simple and accessible for everyone, whether they’re learning, researching, or solving practical problems. We focus on open-source tools that let people explore and understand data like EEG, ECG, etc.
Pitting Claude 3.7 Sonnet against Gemini 2.5 Pro to refactor a JS physics engine. 🧲
We debug vector field rendering and fix UI logic for the Magnetic Playground on BioniChaos. Plus, a look at how this connects to MRI tech.
youtu.be/C5Xl0wreFQY
#AICoding #JavaScript #Physics
We debug vector field rendering and fix UI logic for the Magnetic Playground on BioniChaos. Plus, a look at how this connects to MRI tech.
youtu.be/C5Xl0wreFQY
#AICoding #JavaScript #Physics
Claude 3.7 vs Gemini 2.5: Debugging a Magnetic Physics Engine
YouTube video by BioniChaos
youtu.be
December 15, 2025 at 11:54 PM
Pitting Claude 3.7 Sonnet against Gemini 2.5 Pro to refactor a JS physics engine. 🧲
We debug vector field rendering and fix UI logic for the Magnetic Playground on BioniChaos. Plus, a look at how this connects to MRI tech.
youtu.be/C5Xl0wreFQY
#AICoding #JavaScript #Physics
We debug vector field rendering and fix UI logic for the Magnetic Playground on BioniChaos. Plus, a look at how this connects to MRI tech.
youtu.be/C5Xl0wreFQY
#AICoding #JavaScript #Physics
Is AI a meticulous rule-follower or a chaotic artist? We break down the architectural battle between Deterministic precision and Generative probability. Learn how Hybrid models (RAG) are solving the hallucination problem. 🧠💻
youtu.be/-a5zOAKtGF4
#AI #Tech #BioniChaos
youtu.be/-a5zOAKtGF4
#AI #Tech #BioniChaos
Deterministic vs. Generative AI: The Clash of Logic and Creativity
YouTube video by BioniChaos
youtu.be
December 15, 2025 at 3:11 AM
Is AI a meticulous rule-follower or a chaotic artist? We break down the architectural battle between Deterministic precision and Generative probability. Learn how Hybrid models (RAG) are solving the hallucination problem. 🧠💻
youtu.be/-a5zOAKtGF4
#AI #Tech #BioniChaos
youtu.be/-a5zOAKtGF4
#AI #Tech #BioniChaos
Exploring the HRF Image Database Viewer by BioniChaos. A powerful tool for analyzing high-res retinal images for diabetic retinopathy & glaucoma. Features manual vessel segmentation for AI training and lazy loading for speed. Watch here: youtu.be/gSQsZ4kEXJs
HRF Retinal Database Viewer: High-Res Medical Imaging & AI Analysis
YouTube video by BioniChaos
youtu.be
December 14, 2025 at 10:26 AM
Exploring the HRF Image Database Viewer by BioniChaos. A powerful tool for analyzing high-res retinal images for diabetic retinopathy & glaucoma. Features manual vessel segmentation for AI training and lazy loading for speed. Watch here: youtu.be/gSQsZ4kEXJs
Researchers achieved high EEG decoding accuracy on... watermelons? 🍉
It isn't fruit consciousness—it’s a warning about temporal autocorrelation and AI overfitting. See how specific experimental designs can create illusions of mind-reading.
youtu.be/oskkO77ROVQ
It isn't fruit consciousness—it’s a warning about temporal autocorrelation and AI overfitting. See how specific experimental designs can create illusions of mind-reading.
youtu.be/oskkO77ROVQ
AI Thinks a Watermelon Has Thoughts: The Shocking Truth About EEG Brain Decoding
YouTube video by BioniChaos
youtu.be
December 13, 2025 at 9:47 AM
Researchers achieved high EEG decoding accuracy on... watermelons? 🍉
It isn't fruit consciousness—it’s a warning about temporal autocorrelation and AI overfitting. See how specific experimental designs can create illusions of mind-reading.
youtu.be/oskkO77ROVQ
It isn't fruit consciousness—it’s a warning about temporal autocorrelation and AI overfitting. See how specific experimental designs can create illusions of mind-reading.
youtu.be/oskkO77ROVQ
Traditional EEG processing relies on ICA/PCA to clean signals. But Deep Learning research suggests that "noise" (artifacts) actually contains valuable predictive data. 🧠⚡️ We explore why raw data often beats processed data in Neurotech.
youtu.be/HHnxjyrt_r4
youtu.be/HHnxjyrt_r4
EEG Signal Processing: ICA, PCA, and the Hidden Value of Artifacts
YouTube video by BioniChaos
youtu.be
December 12, 2025 at 3:40 AM
Traditional EEG processing relies on ICA/PCA to clean signals. But Deep Learning research suggests that "noise" (artifacts) actually contains valuable predictive data. 🧠⚡️ We explore why raw data often beats processed data in Neurotech.
youtu.be/HHnxjyrt_r4
youtu.be/HHnxjyrt_r4
We asked Google Gemini to build an interactive EEG signal simulator for BioniChaos. The result is a functional browser tool for testing amplifiers and filters in real-time. See how the AI handled signal processing logic and UI generation. 🧠⚡
youtu.be/nePEOtiideU
youtu.be/nePEOtiideU
Building a Real-Time EEG Filter Sandbox with Gemini AI
YouTube video by BioniChaos
youtu.be
December 11, 2025 at 1:01 AM
We asked Google Gemini to build an interactive EEG signal simulator for BioniChaos. The result is a functional browser tool for testing amplifiers and filters in real-time. See how the AI handled signal processing logic and UI generation. 🧠⚡
youtu.be/nePEOtiideU
youtu.be/nePEOtiideU
Psychiatric diagnosis needs objective data, but EEG analysis is full of traps. From the "Split Alpha" math error to biological noise, see how signal processing and AI are attempting to clean up the mess and standardize mental health data. youtu.be/7GnUhHzqwGI
EEG Signal Analysis: Spectral Leakage & The Split Alpha Myth
YouTube video by BioniChaos
youtu.be
December 10, 2025 at 1:07 AM
Psychiatric diagnosis needs objective data, but EEG analysis is full of traps. From the "Split Alpha" math error to biological noise, see how signal processing and AI are attempting to clean up the mess and standardize mental health data. youtu.be/7GnUhHzqwGI
Simulating brain activity isn't just about perfect sine waves; it's about modeling the chaos. 🧠 We explore the Advanced EEG Signal Simulator on BioniChaos and how adding noise like eye blinks helps build better BCI algorithms.
Watch here: youtu.be/phmEw5f84m4
#Neuroscience #EEG #BioniChaos
Watch here: youtu.be/phmEw5f84m4
#Neuroscience #EEG #BioniChaos
Advanced EEG Simulation: Modeling Brain Waves & Artifacts
YouTube video by BioniChaos
youtu.be
December 6, 2025 at 5:07 AM
Simulating brain activity isn't just about perfect sine waves; it's about modeling the chaos. 🧠 We explore the Advanced EEG Signal Simulator on BioniChaos and how adding noise like eye blinks helps build better BCI algorithms.
Watch here: youtu.be/phmEw5f84m4
#Neuroscience #EEG #BioniChaos
Watch here: youtu.be/phmEw5f84m4
#Neuroscience #EEG #BioniChaos
Did you know a software setting can change a brain diagnosis? 🧠📉
We explore how signal processing filters reshape EEG data—sometimes masking critical signs like burst suppression. Technical literacy is vital for interpretation.
#Neuroscience #BioniChaos #MedTech
youtu.be/ea9BuDutQOI
We explore how signal processing filters reshape EEG data—sometimes masking critical signs like burst suppression. Technical literacy is vital for interpretation.
#Neuroscience #BioniChaos #MedTech
youtu.be/ea9BuDutQOI
False Diagnosis? How Signal Processing Alters EEG Interpretation
YouTube video by BioniChaos
youtu.be
December 5, 2025 at 4:52 AM
Did you know a software setting can change a brain diagnosis? 🧠📉
We explore how signal processing filters reshape EEG data—sometimes masking critical signs like burst suppression. Technical literacy is vital for interpretation.
#Neuroscience #BioniChaos #MedTech
youtu.be/ea9BuDutQOI
We explore how signal processing filters reshape EEG data—sometimes masking critical signs like burst suppression. Technical literacy is vital for interpretation.
#Neuroscience #BioniChaos #MedTech
youtu.be/ea9BuDutQOI
Explore neural mechanics with the Action Potential Architect on BioniChaos. Adjust axon diameter, myelination, and ion channels to balance signal speed vs metabolic cost. Includes an interactive MS model. 🧠⚡️
Watch the demo: youtu.be/Qp9h4iIkd1k
#Neuroscience #EdTech #BioniChaos
Watch the demo: youtu.be/Qp9h4iIkd1k
#Neuroscience #EdTech #BioniChaos
Master the Spike: Build & Optimize Neural Signals Online
YouTube video by BioniChaos
youtu.be
December 4, 2025 at 3:22 AM
Explore neural mechanics with the Action Potential Architect on BioniChaos. Adjust axon diameter, myelination, and ion channels to balance signal speed vs metabolic cost. Includes an interactive MS model. 🧠⚡️
Watch the demo: youtu.be/Qp9h4iIkd1k
#Neuroscience #EdTech #BioniChaos
Watch the demo: youtu.be/Qp9h4iIkd1k
#Neuroscience #EdTech #BioniChaos
Exploring Transcranial Magnetic Stimulation (TMS) via the BioniChaos interactive 3D sim. 🧠⚡️
From Faraday’s induction to personalized network modulation for depression. We visualize the physics behind the "virtual lesion."
Watch here: youtu.be/sUFOxoDt99E
#Neuroscience #AI #TMS
From Faraday’s induction to personalized network modulation for depression. We visualize the physics behind the "virtual lesion."
Watch here: youtu.be/sUFOxoDt99E
#Neuroscience #AI #TMS
TMS Simulation: Visualizing Magnetic Fields & Brain Networks
YouTube video by BioniChaos
youtu.be
December 3, 2025 at 10:13 AM
Exploring Transcranial Magnetic Stimulation (TMS) via the BioniChaos interactive 3D sim. 🧠⚡️
From Faraday’s induction to personalized network modulation for depression. We visualize the physics behind the "virtual lesion."
Watch here: youtu.be/sUFOxoDt99E
#Neuroscience #AI #TMS
From Faraday’s induction to personalized network modulation for depression. We visualize the physics behind the "virtual lesion."
Watch here: youtu.be/sUFOxoDt99E
#Neuroscience #AI #TMS
I'm a(Live ) join in for a chat (you can even promote your project) youtube.com/live/ODV53oB...
Biomedical Data Tools & Open Source & Live Web Development with AI Agents
YouTube video by BioniChaos
youtube.com
December 3, 2025 at 1:18 AM
I'm a(Live ) join in for a chat (you can even promote your project) youtube.com/live/ODV53oB...
We visualized real-time physiological data (ECG, EDA, RESP) during cognitive tasks to show the mind-body connection. AI uses this neurodata for hyper-personalized learning—adjusting difficulty to your real-time stress levels. Future of EdTech is here
youtu.be/aTcI39CiIfk
#AIinEducation #Neuroscience
youtu.be/aTcI39CiIfk
#AIinEducation #Neuroscience
Physiological Data & AI: Personalizing Learning & Mind-Body Connection
YouTube video by BioniChaos
youtu.be
December 2, 2025 at 3:34 AM
We visualized real-time physiological data (ECG, EDA, RESP) during cognitive tasks to show the mind-body connection. AI uses this neurodata for hyper-personalized learning—adjusting difficulty to your real-time stress levels. Future of EdTech is here
youtu.be/aTcI39CiIfk
#AIinEducation #Neuroscience
youtu.be/aTcI39CiIfk
#AIinEducation #Neuroscience
Advanced EEG Signal Simulator on BioniChaos: Mix brainwaves, add artifacts (EMG/EOG), and visualize complex signal processing principles in time & frequency domains. Great for #Neuroscience #SignalProcessing learning. Upcoming features include Gamma waves & multi-channel. 🧠 youtu.be/Y-zBxUcumlM
Advanced EEG Signal Simulation: Waves, Artifacts & Signal Processing
YouTube video by BioniChaos
youtu.be
December 1, 2025 at 3:23 AM
Advanced EEG Signal Simulator on BioniChaos: Mix brainwaves, add artifacts (EMG/EOG), and visualize complex signal processing principles in time & frequency domains. Great for #Neuroscience #SignalProcessing learning. Upcoming features include Gamma waves & multi-channel. 🧠 youtu.be/Y-zBxUcumlM
How do neurons fire perfectly? Action Potentials are governed by the all-or-none principle, ion channel dynamics (Na+/K+), and myelination. We unpack neural homeostasis: two non-linear controllers maintain optimal firing stability and dynamic range. Fascinating biomedical action
youtu.be/JaOyVOYEIWo
youtu.be/JaOyVOYEIWo
Action Potentials: How Neurons Master Dual Control for Optimal Firing
YouTube video by BioniChaos
youtu.be
November 30, 2025 at 12:27 AM
How do neurons fire perfectly? Action Potentials are governed by the all-or-none principle, ion channel dynamics (Na+/K+), and myelination. We unpack neural homeostasis: two non-linear controllers maintain optimal firing stability and dynamic range. Fascinating biomedical action
youtu.be/JaOyVOYEIWo
youtu.be/JaOyVOYEIWo
Unlock the science of TMS! Our interactive 3D simulation visualizes how coil shape, frequency (inhibitory vs. excitatory), and intensity precisely influence brain activity. See the induced electric field—the key to effective neuromodulation—in real-time.
Learn more: youtu.be/0l9ZoSoYoNo
Learn more: youtu.be/0l9ZoSoYoNo
Interactive Transcranial Magnetic Stimulation (TMS) Simulation Deep Dive
YouTube video by BioniChaos
youtu.be
November 29, 2025 at 1:24 AM
Unlock the science of TMS! Our interactive 3D simulation visualizes how coil shape, frequency (inhibitory vs. excitatory), and intensity precisely influence brain activity. See the induced electric field—the key to effective neuromodulation—in real-time.
Learn more: youtu.be/0l9ZoSoYoNo
Learn more: youtu.be/0l9ZoSoYoNo
The BioniChaos Interactive Physiological Simulation visualizes real-time ECG, EDA, and RESP responses to cognitive and emotional stress. See how your brain and body communicate—from error-related spikes to the heart-breath connection (RSA). It's psychophysiology made tangible. youtu.be/XrxiFqjWvqg
Interactive Mind-Body Connection: Real-Time Physiological Signal Visualization
YouTube video by BioniChaos
youtu.be
November 28, 2025 at 11:20 AM
The BioniChaos Interactive Physiological Simulation visualizes real-time ECG, EDA, and RESP responses to cognitive and emotional stress. See how your brain and body communicate—from error-related spikes to the heart-breath connection (RSA). It's psychophysiology made tangible. youtu.be/XrxiFqjWvqg
Forget 'perfect order.' Our dive into BioniChaos reveals that complex, chaotic rhythms are essential for a healthy heart & an intelligent brain. Learn how these nonlinear dynamics are inspiring superior AI models (like BWMFO-Kelm) for diagnostics, driving innovation in medicine youtu.be/yvltfVvPSU8
Decoding Health: Why Chaos is Key to the Heart, Brain & Medical AI
YouTube video by BioniChaos
youtu.be
November 28, 2025 at 12:28 AM
Forget 'perfect order.' Our dive into BioniChaos reveals that complex, chaotic rhythms are essential for a healthy heart & an intelligent brain. Learn how these nonlinear dynamics are inspiring superior AI models (like BWMFO-Kelm) for diagnostics, driving innovation in medicine youtu.be/yvltfVvPSU8
Demystifying biomedical data! 🧠 BioniChaos is democratizing EEG/ECG analysis using open-source web tools & Game-Based Learning. We dive into the tech & the ethics of neuroenhancement.
Link: youtu.be/yZ8_ZTLABx8
#BiomedicalDataScience #NeurotechEthics #OpenSource #BioniChaos
Link: youtu.be/yZ8_ZTLABx8
#BiomedicalDataScience #NeurotechEthics #OpenSource #BioniChaos
Demystifying Biomedical Data: Exploring Open-Source Tools and Ethical Tech Frontiers
YouTube video by BioniChaos
youtu.be
November 27, 2025 at 11:27 AM
Demystifying biomedical data! 🧠 BioniChaos is democratizing EEG/ECG analysis using open-source web tools & Game-Based Learning. We dive into the tech & the ethics of neuroenhancement.
Link: youtu.be/yZ8_ZTLABx8
#BiomedicalDataScience #NeurotechEthics #OpenSource #BioniChaos
Link: youtu.be/yZ8_ZTLABx8
#BiomedicalDataScience #NeurotechEthics #OpenSource #BioniChaos
demystifying core #DataScience concepts for biomedical AI! Learn about cross-validation, regularization, PCA, and LSTMs for EEG analysis and epilepsy detection. Stop overfitting and master your metrics (F1-Score!).
Watch the deep dive: youtu.be/psTAd4NU4Gk
#MachineLearning #BiomedicalAI #BioniChaos
Watch the deep dive: youtu.be/psTAd4NU4Gk
#MachineLearning #BiomedicalAI #BioniChaos
EEG & ML Mastery: Cross-Validation, PCA, & Ensemble Methods Mock Interview Questions
YouTube video by BioniChaos
youtu.be
November 25, 2025 at 11:27 PM
demystifying core #DataScience concepts for biomedical AI! Learn about cross-validation, regularization, PCA, and LSTMs for EEG analysis and epilepsy detection. Stop overfitting and master your metrics (F1-Score!).
Watch the deep dive: youtu.be/psTAd4NU4Gk
#MachineLearning #BiomedicalAI #BioniChaos
Watch the deep dive: youtu.be/psTAd4NU4Gk
#MachineLearning #BiomedicalAI #BioniChaos
The Biomedical Data Paradox: Patient trust is eroding due to privacy breaches, while researchers are stuck using Excel for massive, complex datasets. 📊
Explore the technical/socio-legal fight to protect data & the computational bottlenecks slowing down medical discovery.
Dive in youtu.be/Ub3j1pbhZ-c
Explore the technical/socio-legal fight to protect data & the computational bottlenecks slowing down medical discovery.
Dive in youtu.be/Ub3j1pbhZ-c
Biomedical Data Science's Hidden Crisis: Privacy & Computational Bottlenecks
YouTube video by BioniChaos
youtu.be
November 24, 2025 at 11:33 PM
The Biomedical Data Paradox: Patient trust is eroding due to privacy breaches, while researchers are stuck using Excel for massive, complex datasets. 📊
Explore the technical/socio-legal fight to protect data & the computational bottlenecks slowing down medical discovery.
Dive in youtu.be/Ub3j1pbhZ-c
Explore the technical/socio-legal fight to protect data & the computational bottlenecks slowing down medical discovery.
Dive in youtu.be/Ub3j1pbhZ-c
Not sure why Quality is only 'Fair', the signal looks great!
Any chance there is also a dicrotic notch buried somewhere in the (PPG) signal sometimes?
Have you tried our remote photoplethysmography tools already? If so, let us know how it went bionichaos.com/FaceBloodWeb...
Any chance there is also a dicrotic notch buried somewhere in the (PPG) signal sometimes?
Have you tried our remote photoplethysmography tools already? If so, let us know how it went bionichaos.com/FaceBloodWeb...
November 24, 2025 at 12:34 AM
Not sure why Quality is only 'Fair', the signal looks great!
Any chance there is also a dicrotic notch buried somewhere in the (PPG) signal sometimes?
Have you tried our remote photoplethysmography tools already? If so, let us know how it went bionichaos.com/FaceBloodWeb...
Any chance there is also a dicrotic notch buried somewhere in the (PPG) signal sometimes?
Have you tried our remote photoplethysmography tools already? If so, let us know how it went bionichaos.com/FaceBloodWeb...
Breaking down complex ML concepts for biomedical data: thresholds, hyperparameters (RF), data sparsity, and model accuracy. Plus, a look at DBSCAN for clustering and the Learning Rate in Gradient Descent. Essential ML knowledge simplified!
👉 youtu.be/bGrAqQve7pg
#MachineLearning #DataScience #Biomed
👉 youtu.be/bGrAqQve7pg
#MachineLearning #DataScience #Biomed
Machine Learning Q&A: Deep Dive into Biomedical AI Concepts
YouTube video by BioniChaos
youtu.be
November 23, 2025 at 10:22 AM
Breaking down complex ML concepts for biomedical data: thresholds, hyperparameters (RF), data sparsity, and model accuracy. Plus, a look at DBSCAN for clustering and the Learning Rate in Gradient Descent. Essential ML knowledge simplified!
👉 youtu.be/bGrAqQve7pg
#MachineLearning #DataScience #Biomed
👉 youtu.be/bGrAqQve7pg
#MachineLearning #DataScience #Biomed
The Fourier Series explained simply: Every signal is a recipe of sine waves. 🤯
Watch this amazing interactive demo showing epicycles—rotating vectors that add up to form complex waveforms like square waves and music chords, all in real-time with audio!
🔗 youtu.be/Vh473JrF_TE
Watch this amazing interactive demo showing epicycles—rotating vectors that add up to form complex waveforms like square waves and music chords, all in real-time with audio!
🔗 youtu.be/Vh473JrF_TE
Fourier Series: Visualizing the Math Behind Sound & Signals
YouTube video by BioniChaos
youtu.be
November 22, 2025 at 11:01 AM
The Fourier Series explained simply: Every signal is a recipe of sine waves. 🤯
Watch this amazing interactive demo showing epicycles—rotating vectors that add up to form complex waveforms like square waves and music chords, all in real-time with audio!
🔗 youtu.be/Vh473JrF_TE
Watch this amazing interactive demo showing epicycles—rotating vectors that add up to form complex waveforms like square waves and music chords, all in real-time with audio!
🔗 youtu.be/Vh473JrF_TE
Ever wondered what your brainwaves sound like?
Check out this demo of the free, open-source BioniChaos tools: interactive EEG spectrograms, PPG simulators, and a biomedical modality comparison chart. Great for learning and research!
Start exploring: youtu.be/qE2vwFfvV1c
#DataViz #EEG #PPG #ScienceEd
Check out this demo of the free, open-source BioniChaos tools: interactive EEG spectrograms, PPG simulators, and a biomedical modality comparison chart. Great for learning and research!
Start exploring: youtu.be/qE2vwFfvV1c
#DataViz #EEG #PPG #ScienceEd
Visualize Your Brainwaves & Heartbeat: Interactive Biomedical Data Tools
YouTube video by BioniChaos
youtu.be
November 20, 2025 at 11:21 PM
Ever wondered what your brainwaves sound like?
Check out this demo of the free, open-source BioniChaos tools: interactive EEG spectrograms, PPG simulators, and a biomedical modality comparison chart. Great for learning and research!
Start exploring: youtu.be/qE2vwFfvV1c
#DataViz #EEG #PPG #ScienceEd
Check out this demo of the free, open-source BioniChaos tools: interactive EEG spectrograms, PPG simulators, and a biomedical modality comparison chart. Great for learning and research!
Start exploring: youtu.be/qE2vwFfvV1c
#DataViz #EEG #PPG #ScienceEd