Software Engineer · Systems Thinker · Student Of The Physical World

Complex Systems,
Made Useful.

I'm Nick Holbrook. For more than 13 years, I've helped teams transform ambitious technology into reliable products; I also help the people closest to the work gain the context, confidence, and ownership required to make those products stronger.

Today, that work spans software architecture, Contextual Pipeline driven AI, SaaS, immersive products, open infrastructure, and a deliberate expansion into electrical engineering and nanotechnology. The scale is changing from bits to atoms; the commitment to useful systems is not.

Now: building AI systems, maintaining open infrastructure, and preparing to begin electrical engineering studies in Fall 2026.
01 · ENGINEERDeep Product Engineering Across Many Forms

Architecture, implementation, performance, live operations, and delivery across SaaS, enterprise systems, immersive products, games, mobile applications, and open infrastructure.

02 · LEADClarity That Helps Capable People Move

I translate uncertainty into shared decisions, give context away generously, remove preventable friction, and remain accountable for the outcome.

03 · EXPANDAn Engineering Journey From Bits To Atoms

Software and AI remain active work; electrical engineering, materials, measurement, and nanotechnology are the deliberate next frontier.

Explore The Complete Website

One Person; Seven Useful Paths.

Start with the question that brought you here. Every path leads into deeper evidence, clearer thinking, or a direct way to begin a useful conversation.

Work · Proven In Practice

Evidence Before Adjectives.

These deep case studies explain the problem, system boundaries, consequential decisions, evidence, and honest limits behind the result. The complete portfolio adds thirteen more records across the full range of my work.

PORTFOLIO17 project records
DEEP EVIDENCE5 complete case studies
RANGEAI, SaaS, XR, games, mobile, platforms, and live media
01Enterprise entertainment platform

Flite Golf

A configurable, white-label golf entertainment system built to perform reliably across live, multi-bay venues.

  • Product architecture
  • Real-time networking
  • Team leadership
Read case study
02Biomedical training platform

Roche VR Training

An immersive training system that let scientists and technicians practice complex laboratory procedures in a safe virtual environment.

  • XR architecture
  • Authoring systems
  • Assessment
Read case study
03Global live media platform

Rio 2016: 360° Broadcast

Application and production-control systems for one of the earliest large-scale Olympic 360° and VR broadcast experiences.

  • Broadcast interfaces
  • 360° video
  • Rendering
Read case study
04Open UGC infrastructure and game

OGAL + Token Toss

A public-good asset protocol and the end-to-end game that demonstrates portable, verifiable, creator-owned levels.

  • Protocol design
  • Rust / Anchor
  • Unity
Read case study

Independent perspective

Verified LinkedIn recommendation

What The Work Felt Like From The Other Side.

Project records explain what changed; a direct manager can explain how the work happened. Jensen Galan managed me at Topgolf during the Bay Lens migration from native iOS to Unity.

Verify on LinkedIn

Nick is an exceptional engineer and a rare talent who elevates every team he joins. He takes true ownership of his work and delivers with excellence. I had the pleasure of working with him at Topgolf, where he led the porting of our augmented reality feature, Bay Lens, from native iOS to Unity.

From day one, Nick demonstrated sharp technical acumen and strong ownership. Nick approached the project with initiative and clarity, quickly ramping up on the existing codebase, identifying challenges, and outlining a detailed migration plan. He took full ownership of the porting effort and executed it with impressive speed and quality, consistently meeting or exceeding key milestones.

What really stands out about Nick is not just his technical skill, but his ability to communicate clearly and collaborate effectively across teams. He's the kind of engineer who makes everyone around him better. Any team would be fortunate to have Nick!

Jensen GalanDirector Of Product & Mobile Engineering | Product Strategy | AI & Machine Learning | Data Driven Decision Making | Agile LeadershipManaged Nick Directly At Topgolf · April 14, 2025

Ideas · Flagship Working Framework

Evolving Framework · Version 0.1

The Contextual Pipeline Framework

A method for designing AI and agentic automation around the complete work system: intent, context, constraints, routing, tools, bounded execution, verification, judgment, and resource budgets. A powerful model can contribute intelligence; it should not be mistaken for the entire solution.

Study The Complete Framework
01FrameIntent, context, and constraints
02RouteModels, tools, and autonomy
03ExecuteBounded work with visible state
04VerifyEvidence, tests, and judgment

OUTPUTUseful work you can defend.

Services · Ways To Work Together

Bring Me The Difficult Middle.

The difficult middle is where strategy must become architecture, architecture must survive delivery, and technical capability must produce something useful for real people. That is where I create the most leverage.

01

Contextual AI Systems

Design context, routing, verification, tools, and resource budgets around the work that actually needs to be done.

Higher quality with less waste
02

Architecture And Technical Direction

Turn an ambitious product into boundaries, decisions, interfaces, and an engineering path a capable team can own.

Clarity that survives delivery
03

Product Engineering And Recovery

Build the critical system, strengthen a struggling platform, or help a team regain control of complex delivery.

Useful software that can keep evolving
Explore Services And Engagements

Writing · Completed Essays

Ideas Made Useful.

These essays are where experience becomes a reusable model. They examine how context shapes AI quality, how leaders distribute clarity, and how sound judgment connects architecture to human outcomes.

AI systems12 min read

Context Is The Scarce Resource

Why an agentic system’s quality is often determined before the model receives its first instruction.

Read The Essay
Leadership11 min read

Create Clarity, Then Give It Away

A servant leader’s job is to make good decisions easier for everyone else; the leader should not become the permanent decision-maker.

Read The Essay
THE COMPLETE LIBRARY

Follow The Thinking As It Becomes A Body Of Work.

Browse every released essay and return as new ideas move from working notes into publication.

Open The Writing Index

Atoms · The Next Engineering Frontier

Curiosity Is Becoming
Scientific Capability.

I am pursuing the long path toward becoming a nanotechnology scientist: building foundations in mathematics, physics, chemistry, circuits, electronics, materials, measurement, fabrication, and experimental practice. The goal is not to borrow the appearance of expertise; it is to earn the ability to reason responsibly about physical systems at the scale where material behavior changes.

Software remains part of that pursuit. Modern scientific work depends on simulation, instrumentation, automation, data systems, and interfaces that help humans see what would otherwise remain invisible. By continuing to build software while learning the hardware side, I am developing toward a rare ability to carry an idea across the complete product boundary.

Enter The Nanotechnology Notebook

About · Character Behind The Capability

Build The System; Strengthen The People.

My preferred kind of leadership is a service function. It makes reality easier to see, gives capable people the context to act, protects the quality of the work, and leaves fewer decisions trapped in one person's head.

Understand How I Work
01

Create Clarity

Turn uncertainty into an honest, shared model of the problem and the next useful decision.

02

Give Context Away

Make sound judgment easier for everyone; do not make the leader a permanent dependency.

03

Own The Outcome

Stay close to evidence, adapt when reality changes, and accept responsibility for the result.

04

Keep Expanding

Let curiosity become disciplined study; let study become useful capability.

Contact · Build · Advise · Collaborate

Bring Me The Hard Problem;
Bring Me The Honest Context.

If your challenge sits at the intersection of product, architecture, emerging technology, business reality, and human judgment, we will probably have a useful conversation. Tell me what you are trying to change, what is currently in the way, and why it matters.