Systems Architecture & Applied Design

Luke Roth

Independent Systems Architect & Inventor

I design modular, privacy-forward systems that improve clarity, speed, and trust in high-volume environments.

Systems & Innovation Research & Interests Contact
Based in New York · Working across AI tooling, operational systems, and verification frameworks.

Designing Modern Systems for Real-World Complexity

I build frameworks that help teams operate with greater clarity, speed, and consistency. By combining practical operational experience with structured systems design, I focus on solutions that improve performance while keeping workflows transparent and operator-centered.

Core Domains

Systems Design & Optimization
Designing modular frameworks that improve clarity, speed, and reliability in real-world environments.
Human-Centered Automation
Creating tools and architectures that support operators without replacing them or increasing surveillance.
Privacy-Respecting Technology
Building solutions that prioritize minimal data retention, local control, and user trust.
Operational Integrity & Transparency
Exploring ways to strengthen consistency, quality assurance, and customer confidence across high-volume workflows.

Selected Systems

A few systems I’m building and commercializing. Public-facing details vary by project.

FileFig — deterministic code-structure mapping for JS/TS and Python.
Produces a ProjectMap (imports/exports/functions/classes + best-effort call graph) rendered via Mermaid or a lightweight viewer. Privacy-first, zero retention, API-first; JS/TS/Python single-file free, multi-file & embedding via paid API.
coming soon

DefenScript — patent-pending request classification and response orchestration for bot and abuse traffic.
Privacy-respecting signals and policy-based responses designed to reduce automated misuse while preserving legitimate user experience. Implementation details shared privately.
coming soon

For deeper technical detail, architecture notes, or patent context: reach out.