I build and advise on systems that need to be understandable, reliable, and useful under pressure.
My work sits between product thinking, systems design, and execution. I tend to be most useful when a team is dealing with complexity that is already affecting trust, speed, or delivery quality.
Systems Architect, Consultant, and Product Builder
8+ years across product systems and platform engineering
years building products, automation, and platforms
clear ways to work with me: hire, consult, or reserve time
experience across leadership, architecture, and hands-on delivery
The work has consistently moved across product, platforms, and automation.
Lead Systems Architect @ TraxinteL
Leading a platform that turns large volumes of public information into usable intelligence for operators and decision-makers.
Founder and Lead Engineer @ WingAgent
Built automation and orchestration systems for high-volume workflows, runtime control, and operational feedback.
Senior Fullstack Engineer @ Stibits
Worked across transaction flows, wallet infrastructure, and product architecture in blockchain-heavy systems.
Independent builder and systems researcher
Explored automation, scraping, and orchestration patterns that later informed product and platform work.
A lot of the value comes from live working sessions, not just polished deliverables after the fact.
The best work usually happens when product context, technical judgment, and decision-making are all in the same conversation. That might look like whiteboard sessions, architecture reviews, or pressure-testing a roadmap with the people who need to ship it.
Direct, collaborative, and grounded in the real constraint instead of abstract technical theater.
A clearer decision, a stronger system plan, or a faster path to a useful next step.
A candid working session that reflects how a lot of the collaboration actually happens: in the room, live, and close to the decision.
The goal is not to sound clever. It is to make the next move clearer.
Contribution history, down to the day, directly from GitHub.
This section is currently showing demo contribution activity so the About page can ship before the live GitHub token is configured.
7,731
Across 4 tracked years for @Menwitz.
Demo contribution data with the same calendar shape as the live GitHub integration.
Last built Apr 05, 2026.
485 contributions in 2026
Hover the grid to inspect each day.
2,388 contributions in 2025
Hover the grid to inspect each day.
2,412 contributions in 2024
Hover the grid to inspect each day.
2,446 contributions in 2023
Hover the grid to inspect each day.
Writing is where I explain the tradeoffs behind the systems work.
From Analyst-Heavy to System-Heavy: Scaling Without Burning Humans
Analysts should supervise systems, not compensate for them. How to build sustainable feedback loops between engineering and analysis.
Why Most OSINT Platforms Collapse at Scale
OSINT platforms fail because they optimize for demos, not operations. Discussing the silent accumulation of technical and human debt.
Sovrint: Temporal Propagation of Coordinated Narratives
Narratives propagate like systems, not stories. A strategic deep dive into signal clustering, sentiment drift, and the velocity of coordinated information operations.
Web Forensics: Reconstructing Digital Traces After the Fact
The web leaves scars if you know where to look. A technical deep dive into session reconstruction, browser artifacts, and digital evidence decay.
If you want to discuss a role, a product, or a difficult system problem, reach out directly.
Prefer direct contact? Message on LinkedIn .