=

psyai llc

nonlinear scientific research & design

move the cursor · scroll · listen

unfold

01 · mission

Our mission is the implementation of unique systems within the field of computing, guided by the intention of enhancing the potential of creative expression and elevating a deeper understanding of natural science and the arts through the design of intuitive systems that follow patterns derived through the observation of natural phenomena.

node · 01

creative

expression

node · 02

natural

phenomena

node · 03

intuitive

systems

02 · research

Artificially Intelligent Systems for the spectral arts.

Our research focuses on Artificially Intelligent Systems in the fields of Spectral Music Design and Digital Signal Processing, Computer-assisted Symbolic Music Design & Performance, and Creative Systems for Education and Self-Development.

domain · ω

Spectral Music & DSP

Frequency-domain synthesis, perceptual transforms, and physically-informed analysis pipelines.

domain · ⌘

Symbolic Music Performance

Computer-assisted notation, expressive control surfaces, and live algorithmic interpretation.

domain · ψ

Education & Self-Development

Creative systems designed to reveal patterns of mind, sound, and natural form.

03 · design

Spectral neural networks for real-time audio transformation.

Our designs are centered on extensions of our Spectral Neural Network, trained in performing real-time Audio Transformations & Generations with Spectrogram-based Latent Diffusion, modulated using Hidden Markov Models, Nonlinear Dynamical Systems & Sinusoidal Noise Transient Physical Modeling Synthesis.

SLD

Spectrogram Latent Diffusion

Generative audio sculpting in time-frequency space, conditioned on perceptual prompts.

HMM

Hidden Markov Modulation

Probabilistic state machines steering timbral evolution and structural form.

NDS

Nonlinear Dynamical Systems

Chaotic attractors as expressive controllers — organic motion, mechanical precision.

SNT

Sinusoidal+Noise+Transient Modeling

Decomposed physical synthesis for surgical control of every sonic element.

04 · signal

Open a channel.

Collaborate, commission research, license a tool, or simply share a frequency. We read every transmission.

research dispatch

Occasional notes on spectral systems, no spam.

encrypted · async