John McLaughlin
JM

John McLaughlin

john.mclaughlin113@gmail.com linkedin.com/in/johnmclaughlin11

Building at the intersection of lab automation, chemical engineering, and AI.

Student.  Engineer.  Athlete.

TL;DR

Currently I am...
an undergraduate researcher at the NSF iBioFoundry under Dr. Huimin Zhao, developing Python orchestration tools and agentic AI systems for lab automation across a 15+ instrument workcell, finishing my B.S. in Chemical & Biomolecular Engineering at UIUC (graduating May 16, 2026), and serving as Director of Operations for UIUC ACHA Division I Ice Hockey.

Not so currently, I am...
a former Pharmaceutical Engineering intern at Revolution Medicines supporting drug product manufacturing, and a former Validation Engineer at Kymanox qualifying novel robotic systems under GMP/FDA guidelines.

I'm passionate about building systems that make science faster and more reliable. My work sits at the intersection of chemical engineering, software automation, and AI. I believe the next generation of laboratories will be driven by intelligent, autonomous workflows.

I bring the same intensity I have on the ice to everything I do: operating under pressure, executing as part of a team, and constantly improving. I'm driven by hard problems, good teammates, and the belief that showing up fully in academics, in research, and in athletics is its own reward.

Engineering & Automation

Python orchestration, lab automation systems, pharmaceutical manufacturing, GMP process engineering, and workcell integration.

Athletics

I play ACHA Division I ice hockey at UIUC and serve as Director of Operations, coordinating game day, fan engagement, alumni initiatives, and team partnerships.

In my free time

Building tools at the intersection of AI and science, tinkering with robotics, and finding any excuse to compete.

Work Experience

NSF iBioFoundry
Aug 2025 – Present

NSF iBioFoundry, Dr. Huimin Zhao Lab

Undergraduate Researcher, Lab Automation & Controls

Champaign, Illinois

Troubleshoot cross-layer equipment failures spanning electromechanical and software interfaces, including method logic, labware configuration, and scheduling dependencies. Develop Python orchestration and control logic for executable workflows with parameter validation and runtime error handling. Own end-to-end workcell development on the Tecan Fluent platform. Designed an agentic AI protocol compiler that converts plain-English experiment descriptions into multi-step, machine-readable workflows.

Python FluentControl Lab Automation Agentic AI Tecan Fluent Workcell Integration
Revolution Medicines
May 2025 – Aug 2025

Revolution Medicines

Pharmaceutical Engineer, Drug Product

Redwood City, California

Built an Excel-based inventory forecasting and control dashboard supporting a $3.3M excipient procurement decision by visualizing on-hand inventory, campaign demand, and material order timing. Developed control charts and process performance summaries for 13+ tablet manufacturing campaigns across two strengths. Standardized documentation templates and reporting across DOE, clinical, and PAR deliverables.

Pharmaceutical Manufacturing Process Engineering GMP Documentation Control Charts Tech Transfer
Kymanox
May 2024 – Aug 2024

Kymanox

Validation Engineer

Raleigh-Durham, North Carolina

Co-developed qualification protocols for a novel cleaning validation robot, contributing to User Requirement Specifications, hands-on test execution, and GMP/FDA-aligned documentation. Executed 20+ qualification protocols for automated and temperature-controlled systems. Performed root cause analysis on failure modes during iterative usability testing of an automated swabbing device.

GMP/FDA Qualification Protocols Root Cause Analysis Robotic Validation URS
Kymanox
May 2022 – Aug 2023

Kymanox

Operations Data Engineer

Raleigh-Durham, North Carolina

Led a CEO-sponsored initiative to categorize 2,000+ technical deliverables, enabling standardized pricing, scoping, and capability communication across the firm. Built Smartsheet and Excel tools to track workload and surface resource risks across 50+ active projects, improving execution visibility for technical leadership.

Data Engineering Smartsheet Operations Analytics Excel

Education

University of Illinois
3.92 GPA

University of Illinois Urbana-Champaign

B.S. in Chemical and Biomolecular Engineering, School of Chemical Sciences

Expected May 2026  ·  Champaign, Illinois

Research Focus

Lab automation, agentic AI systems, and Python-driven workflow orchestration in the NSF iBioFoundry.

Leadership

Director of Operations, UIUC ACHA Division I Ice Hockey, managing game day, alumni, and digital operations for a competitive D1 program.

Began coursework at Ohio University (Aug 2021 – May 2024) before transferring to UIUC.

Projects

Building tools at the intersection of AI, automation, and science.

Agentic Protocol Compiler

Active

NSF iBioFoundry, Dr. Huimin Zhao Lab

An agentic AI system that converts plain-English experiment descriptions into multi-step, machine-readable workflows with supporting Python execution code for automated equipment coordination. Enables researchers to describe experimental intent in natural language and receive deployment-ready automation scripts for a 15+ instrument workcell.

Python Agentic AI LLM Lab Automation FluentControl

Fitness Coaching SaaS Platform

Active

Personal Project, March 2026–Present

BTE Web App

Full-stack multi-tenant SaaS app for personal trainers and their clients. Coaches upload training programs; athletes track workouts in real time with timers, band selectors, and PR tracking. Implementing AI solutions to optimize user and trainer experience and maximize client engagement. Built and owned the entire stack from DB schema to UI.

Next.js TypeScript React PostgreSQL Prisma Tailwind CSS NextAuth REST API Multi-tenant SaaS RBAC

Robot Arm Project

Coming Soon

Spring 2026

A new robotics project currently in development. More details coming soon.

Robotics Python

Technical Skills

Automation & Controls

Proficient
FluentControl Workcell Integration Liquid Handling Multi-instrument Coordination Robotic Validation Equipment Qualification Tecan Fluent

Programming & Modeling

Proficient
Python TypeScript SQL MATLAB Git KNIME CHEMCAD

Full-Stack Web Development

Developing
Next.js React Tailwind CSS REST API Design Prisma ORM PostgreSQL NextAuth Multi-tenant SaaS RBAC

AI & Agentic Systems

Developing
Agentic Workflow Design LLM Protocol Compilation ML Feedback Loops Claude API Cursor

Data & Documentation

Proficient
Excel Smartsheet GMP Documentation Control Charts Data Dashboards Pass-down Communications

Bookshelf

Books I've read, am reading, and plan to read.

Currently Reading

The Lean Startup
The Lean Startup
Eric Ries
Prediction Machines
Power and Prediction
Ajay Agrawal, Joshua Gans & Avi Goldfarb

Already Read

The Antidote
The Antidote Barry Werth
Spring 2026
How to Win Friends and Influence People
How to Win Friends and Influence People Dale Carnegie
Winter 2025
Loonshots
Loonshots Safi Bahcall
Winter 2025
The Genesis Machine
The Genesis Machine Amy Webb & Andrew Hessel
Summer 2025
The Hard Thing About Hard Things
The Hard Thing About Hard Things Ben Horowitz
Summer 2025
Zero to One
Zero to One Peter Thiel & Blake Masters
Summer 2025
Build
Build Tony Fadell
Summer 2025
Poor Charlie's Almanack
Poor Charlie's Almanack Charlie Munger
Summer 2025
Outlive
Outlive Peter Attia
Summer 2025
Invisible Solutions
Invisible Solutions Stephen M. Shapiro
Summer 2024
The Millionaire Fastlane
The Millionaire Fastlane MJ DeMarco
Summer 2024
The 48 Laws of Power
The 48 Laws of Power Robert Greene
Summer 2024
Extreme Ownership
Extreme Ownership Jocko Willink & Leif Babin
Summer 2023
Atomic Habits
Atomic Habits James Clear
Summer 2023

On Deck

Venture Deals
Venture Deals Brad Feld & Jason Mendelson
The Almanack of Naval Ravikant
The Almanack of Naval Ravikant Eric Jorgenson
Influence
Influence Robert B. Cialdini
Working Backwards
Working Backwards Colin Bryar & Bill Carr
High Output Management
High Output Management Andrew S. Grove
A Brief History of Time
A Brief History of Time Stephen Hawking
The Greatest Salesman in the World
The Greatest Salesman in the World Og Mandino