I design the systems that act on what the model decides.

That means the interface, the logic, the escalation paths, and the feedback loops that determine whether AI behavior can be seen, questioned, and stopped.

I work across product, engineering, data, policy, and executive decision-making to design systems where accountability is traceable, decisions are defensible, and humans stay in meaningful control - especially in regulated or high-stakes environments.

Thank you for spending time with the work.

Matthew McClendon signature

anecdotes are where I start. systems are where we end up.

Selected Work

Designing Human-in-the-Loop Control for AI Automation

Automation Anywhere

Led product and systems design for automation workflows where visibility, trust, and operational control determined whether human-in-the-loop AI could be used safely.

Selected Learning

The First Comfortable Internet

Netscape / AOL

Early work across personalization, messaging convergence, and large-scale onboarding helped make the internet feel usable, familiar, and trustworthy for ordinary people.

The Network Couldn’t Hold

Friendster

Inside the first real social network, unstable infrastructure, shifting product identity, and early social graph behavior revealed how quickly users could define a platform faster than the company itself.

Designing Human-Governed AI in a Regulated Enterprise

Wells Fargo

Inside Wells Fargo AI Enterprise Solutions, the work focused on operationalizing trust in regulated AI systems through governance frameworks, human oversight, interpretability, and scalable experimentation across 17 business units.

Selected Papers

The Infrastructure of Belonging

Web Paper • June 2026

A civic systems framework examining how institutions become reachable through connectors, continuity, and the reduction of distance. Drawing from elections, homelessness services, and public transit, the paper argues that belonging emerges when public systems bridge the gap between services and the people they serve.

Browse additional papers, PDFs, and longer-form research on civic infrastructure, institutional design, decision systems, public trust, and the social consequences of technology.

View all papers

Selected Writing

Anecdotes to Systems

How anecdotes became the method behind Amid the Noise.

The First Year

After nearly three hundred posts, a pattern emerged.

The Poll Site Is a Decision System

Inside a Santa Clara County vote center, elections operate as human-governed decision systems that absorb uncertainty, preserve participation, and produce auditable outcomes.

xiao long bao (小笼包)

A lunch that almost didn't happen reveals how uncertainty, memory, and cognitive load shape the decisions we think we're making.

The Lineage of Signal

Twain, Baldwin, Serling, Orwell, and Kubrick each solve the same problem in different ways. Together, they form a method for making systems legible.

Published Writing

Exit Wounds extends the themes explored throughout Amid the Noise into poetry: recovery, toxic attachment, substance use, homelessness, and the cost of naming what survival required.