Beirut · AI systems · applied mathematics

Models. Motion. Machines.

Leith Uwaydah is an AI builder at Local Service Spotlight. He turns complex ideas into visual models, then tests those models in working systems.

Published workFive DOI-backed papers
Current practiceAI builder, Local Service Spotlight
Point of viewBuild clearly. Learn in public.
01 / The through-line

Find the hidden structure. Make it visible. Put it to work.

A yield curve, a basketball dribble, an image, and a marketing workflow look unrelated until you ask the same question of each: what pattern is underneath?

Leith’s published work explores the models. His work in AI explores what happens when those models become useful tools.

The story so far

One practice, three lenses

Curiosity with an output.

01 / MODELS

Explain the pattern.

Applied mathematics gives complicated systems a language—from Fourier series to financial models and image reconstruction.

02 / MOTION

Follow the change.

Movement is data. One published study turns the rhythm of a basketball dribble into a periodic signal that can be modeled.

03 / MACHINES

Build the system.

AI becomes valuable when it leaves the demo and enters a real workflow—clearly mapped, tested, documented, and improved.

Research, 2024–2026

Five papers. One visible pattern.

The subjects move from periodic signals and quantitative finance to computer vision. The method stays consistent: make a difficult system legible.

View all publications
f(t) = Σ aₙ cos(nωt) + bₙ sin(nωt) Signal → model → insight
05 / 2026

Interaction between Portfolios under G2++ Model

Quantitative finance · with Hanan Jaffal

Open DOI
04 / 2025

Super-Resolution Using Fourier Image Transformer

Computer vision · Fourier methods

Open DOI
03 / 2024

Dribbling Basketball Using Fourier Series

Periodic motion · applied mathematics

Open DOI

The working loop

Think in public. Ship the proof.

01

Observe

Start with the real system, not the fashionable abstraction.

02

Model

Map the variables, relationships, and failure points.

03

Build

Turn the model into a tool someone can actually use.

04

Publish

Show the work, gather feedback, and make the next version better.

The channel is just getting started

Watch the ideas become systems.

Visit YouTube