Work

Projects

Tools, experiments, and side projects built alongside research and teaching.

Structural Response Theory preview
Public · educational

Structural Response Theory

Force-free electrostatics as sources, fields, geometry, and response. A compact mathematical-physics mini-project that rebuilds classical electrostatics through the pipeline source → structure → response rather than treating force as primitive. Includes a small Python simulation, polished figures, and a short English guide with worked exercises.

mathematical physics electrostatics Green functions differential forms variational mechanics Python education
QBRL — Quantum Birkhoff Routing Layers preview
Public research preview

QBRL — Quantum Birkhoff Routing Layers

A public research preview of a constrained routing principle for structured expert assignment. The method treats balanced expert assignment as a global structured optimization problem over legal assignment states, rather than independent local choices corrected afterward by balancing penalties. Full technical details are under review.

routing mixture of experts structured assignment contextual assignment quantum-inspired
QTCL — Quantum-Inspired Temporal Control (preview) preview
Public preview

QTCL — Quantum-Inspired Temporal Control (preview)

Selected visual results from a private research prototype exploring quantum-inspired temporal control for video generation and editing. Public preview only — the full prototype is private.

quantum-inspired temporal control video computer vision
QMF — Quantum Measurement Flow preview
Research prototype (private)

QMF — Quantum Measurement Flow

Adaptive quantum measurement-flow prototype for non-commuting feature acquisition under finite measurement budgets. A research prototype with mixed-to-positive results.

adaptive measurement Pauli observables Bayesian update quantum ML
Code release pending.
QEGK Vision preview
Research prototype

QEGK Vision

Entangled group-invariant quantum kernels for visual symmetry and anomaly experiments. A simulator-based quantum-kernel research prototype.

quantum kernels group theory D4 symmetry computer vision
QIFM — Quantum Interference Field Machine preview
Research prototype

QIFM — Quantum Interference Field Machine

Hamiltonian evolution and Born-rule readout explored as a neural-network alternative. An experimental, simulator-based learning architecture.

Hamiltonian dynamics interference Born rule quantum ML
Q-SPF — Quantum Semantic Progress preview
Research prototype (private)

Q-SPF — Quantum Semantic Progress

Quantum semantic-progress functions for visual-sequence analysis and content-aware retiming. A simulator-based visual-sequence research prototype.

quantum kernels video analysis fidelity computer vision
Code release pending.
QWO — Quantum Wavefunction Optimizer preview
Research prototype

QWO — Quantum Wavefunction Optimizer

Wavefunction-based quantum optimization prototype for continuous machine-learning landscapes. An experimental optimizer with mixed results.

optimization wavefunction phase oracle quantum-inspired search