Workshop Notes

Notes from the workshop

A Decision Model Doesn't Choose the Choices

Jev is a System One model: it returns structured decisions in parallel instead of writing text. What changes, and why framing them is the scarce skill.

Server-Driven UI: When Central Control Helps and When It Doesn't

Server-driven UI trades client autonomy for central control. A working model of when that trade pays off: speed, consistency, resilience, complexity.

Robotics Projects for Beginners: A Learning Ladder From Motion to Autonomy

Robotics projects for beginners work best as a ladder, not a list. Five projects, each adding one capability the last one didn't need.

The Future of Web Development Is Less About Pages, More About Agency

The future of web development isn't a new framework, it's a shift in who the browser serves: local-first data, agentic workflows, adaptive interfaces.

Robotics for Beginners: A Software Builder's Path Into the Physical World

Robotics for beginners is four small skills, not one big one: sensing, control, mechanics and actuation. A software builder's path into the physical world.

A Scoring Rubric Is Only Worth It If You Let It Win

A weighted scoring model ranks options against criteria fixed before you see the results. I used one on 111 icon concepts and kept four I'd have cut.

Agentic Software Engineering: What Changes When Agents Do the Implementation

Agentic software engineering shifts implementation to an AI system running its own loop. What changes: specification, orchestration, verification.

AI Product Strategy: Start With the Decision, Not the Model

An AI product strategy decides which parts of a roadmap deserve AI investment and which are commodity features. A portfolio frame, not a technology bet.

AI Product Discovery: Find the Decision Worth Improving

AI product discovery starts before the model: a real user pain, data that exists, the risk of a wrong answer, and workflow fit. A four-part framework.

What a Robotics Software Engineer Actually Builds

What a robotics software engineer actually builds: perception, planning, control and actuation. A maker's map of the software-to-hardware boundary.

A Technical Due Diligence Checklist Built Around Questions, Not Documents

Most technical due diligence checklists list documents to request. Documents are the easy part. Seven stages built around the questions that predict.

Integration or Independence: The Decision That Damages Good Products

Post-merger integration damages more good products than any decision after close, usually through choices that were rational at the time. A frame for it.

A Personal Operating System

A personal operating system isn't a planner or an app. It's a four-step cadence, capture, orient, decide, review, for turning obligations into a next move.

The Customer Isn't Always Right. Their Behaviour Usually Is.

The say-do gap is the distance between what customers tell you and what they do. Being told no, shipping anyway, and watching the usage data disagree.

Before You Buy It: A Product and Technology Diligence Frame

Technical due diligence fails on the questions asked, not the data gathered. A seven-stage frame, written from inside eight acquisitions.

When Do Virtual Reality Simulations in Healthcare Education Actually Help?

VR simulations in healthcare education work when the goal needs presence, not whenever the budget allows a headset. A guide to fit, feedback and transfer.

An AI Adoption Framework That Starts With Trust

Most AI rollouts skip straight to scale. A five-stage framework: readiness, a bounded pilot, workflow fit, evidence, then scale.

AI UX Patterns Worth Building Around

AI UX patterns aren't chat bubbles or sparkle icons. Previews, reversibility, provenance and clear escalation are what shorten the distance to trust.

Decision-Making Under Pressure

Decision-making under pressure isn't staying calm. It's an orient-decide-act system you build beforehand, tested on product launches and on a mountain.

What Is POC in Software Development?

A POC proves a technical approach is possible before anyone commits to building. Proof of concept vs prototype, how it differs from an MVP, when to skip.

What Is Healthcare Simulation Technology?

Healthcare simulation technology isn't the hardware. It's rehearsal, feedback, facilitation, and confidence: the stack behind it, from 15 years building it.

Internet Marketing Services. Delivered.

This URL sold internet marketing services in Raleigh until the lights went out. Google never stopped asking for it. The honest answer, a decade late.

What Is MVP in Software Development?

An MVP is the smallest version of a product that lets you test your core hypothesis with real users. Here's what it is, what it isn't, and when you shouldn't build one.

Will AI Replace Software Engineers in 2026?

As of 2026, AI hasn't replaced software engineers, but it has changed the work. An honest answer from what I see in real teams, not from vendor decks.

A New Front-End Methodology: BEM

BEM is a CSS naming methodology from 2012 that outlived nearly every tool of its era. What Block, Element, Modifier still teaches, at its original address.

The Sorting

You don't hear the sorting happen. Part 1 of Five Feet of Headlamp: notes from 36 hours on a mountain in Utah, starting with the first honest act of the day.

Give Your Website Soul with Emotionally Intelligent Interactions

Emotionally intelligent design isn't a feature. It's the way a website acknowledges the human on the other side. 15 years of building for the web, refreshed.

What Is AI Anxiety for Developers (and Why It's Misunderstood)

AI anxiety for developers is the fear of becoming obsolete as tools improve. It's not about the technology, it's about identity, craft and value.

Opening the notebook

A return to publishing after a decade away. Why this notebook exists, what it covers, and how it gets written.