Harness Engineering: 4 Levers to Diagnose Any AI Agent
Damian Galarza on why most agent failures come from the system around the model, and four questions for finding which part broke.
Damian Galarza · · YouTubeFounder, Outpace
Chris Rosato is a product thinker, designer and engineer. He runs Outpace, his New Zealand product and AI practice, working with organisations on where AI is worth using, how a defined job can run with agents, and which product decisions to settle before anything is built.
More than two decades working across disciplines, from agile coaching and learning design to product and engineering. A founder of Orion Group.
Writes about AI adoption, Agents, Product strategy, Design and Engineering.
Damian Galarza on why most agent failures come from the system around the model, and four questions for finding which part broke.
Damian Galarza · · YouTubeA designer of 29 years on the line that decides it: whether your week is spent producing things, or being accountable for how they turn out.
AI for Work · · YouTube
In most organisations, coordination stands in for progress. Why comfort beats clarity, and what changes when AI moves the bottleneck.
Nate B Jones on the five levels of AI coding, and why most teams sit at level two while believing they are further along.
Nate B Jones · · YouTubeNate B Jones on the work that gets valuable when producing gets cheap: saying precisely what should exist, and judging whether what came back is right.
Nate B Jones · · YouTube
In January 2026 we gave an AI agent a name, a seat and a job at Orion Group. This is what the first five days actually looked like, broken permissions included.

Most retrospectives are theatre. What real learning looks like in a team, and why every other skill depends on it.

A tidy change roadmap feels like control, but complex work doesn't follow it. Small probes teach you more, faster, with less collateral damage.

People don't resist change. They resist losing things. Until you name what they're giving up, your change story sounds like propaganda.
Teresa Torres shows her actual week with an agent: the daily list, the writing she won't hand over, and the notes that stop her repeating herself.
Teresa Torres (Peter Yang) · · YouTube
AI turns small signals into fast shifts. How to spot the early friction, pace your response, and place changes where they stick.

Generative AI hasn't killed the expert. It has changed what expertise means: how fast you learn now matters more than what you already know.

Faster answers are the smallest thing AI offers. The bigger opportunity is using it to think, create and lead better.
Jeremy Utley on the shift that separates people who get real value from AI from everyone else: treat it as a teammate, not a tool.
Jeremy Utley (EO) · · YouTube
Adoption isn't readiness. What McKinsey's State of AI 2025 leaves out: mindset, systems thinking and the human leadership AI demands.

AI is poised to change the nature of management. The risk isn't AI replacing managers. The risk is managers failing to evolve while the world around them changes.
Simon Sinek on why change stalls when you try to convince the sceptics, and why a rollout should start with the early adopters.
Simon Sinek · · YouTubeRoger Martin on why a list of planned activities isn't a strategy, and why the comfort of planning is exactly the problem.
Roger Martin (Harvard Business Review) · · YouTubeEddie Obeng on what happens when the pace of change outruns the pace of learning, and why smart failure deserves better treatment than it gets.
Eddie Obeng (TED) · · YouTube