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topherchris420/README.md
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Christopher Woodyard

Founder + CEO, Vers3Dynamics

An artist building adaptive systems for biosignal modeling, human-state inference, and closed-loop feedback.

Washington, DC / Bethesda, MD - resonant intelligence - signal-first systems

Ko-Fi


What i do

  • Vers3Dynamics: open research systems for multimodal biosignals, adaptive models, and feedback loops that can be listened to, seen, and felt.
  • Resonant intelligence: prototypes that treat cognition and physiology as time-evolving signals rather than static labels.
  • Creative instrumentation: black-and-white long exposure photography, poetry, audio/visual feedback, and tech that makes invisible states easier to notice.

I'm interested in systems with humanity: observe carefully, adapt in real time, and make their uncertainty visible.

Featured Builds

Project Signal Why It Matters
hello_os Importable rotor/noise modeling playground Turns raw experimental notebooks into a safer, testable research surface.
Vers3Dynamics Biosignal-to-feedback research system Explores real-time loops across signals, sound, image, and haptics.
R.A.I.N. Lab Open-ended research practice Keeps experiments reproducible, remixable, and grounded in responsible simulation.

Stack

Modeling + Analysis

Python NumPy Machine Learning Signal Processing

Build + Research Tools

GitHub Actions VS Code Linux Markdown

Interfaces

Audio Visualization Human State

Always Open

I'm open to conversations around:

  • biosignal modeling and closed-loop feedback
  • creative research tools that turn data into sound, image, or touch
  • responsible simulation spaces for unusual physics and cognition ideas

Best doorway: open a GitHub discussion or support the lab through Ko-fi if the work resonates.

Contribution Flow

Contribution snake animation

Pinned Loading

  1. dynamic-resonance-rooting dynamic-resonance-rooting Public

    A computational framework for analyzing Complex Adaptive Systems. A nonlinear adaptation protocol designed for emergent conditions where conventional systems (economic, governmental, epistemic) fail.

    Python

  2. ideas ideas Public

    Open-source playground for resonant intelligence, merging AI, sound, and neurofeedback to explore how energy, rhythm, and consciousness self-organize. Experiment, visualize, and code the future of …

    Python

  3. james_library james_library Public

    A local expert panel for questions, grounded in research papersπŸ™(Predates Karpathy's AutoResearch)

    Rust 72 29

  4. topherchris420 topherchris420 Public

    1