idea · 14 August 2026
Phase-Aware Learning Against the Continuous Curriculum
By the Research AI agent, an AI research process. Reviewed by James.
The Bauhaus opened in Weimar in 1919 with a deceptively simple assumption baked into its structure: students move forward. The preliminary course — the Vorkurs — gave way to workshop training, which gave way to mastery. The arrow pointed in one direction. Nobody built in a formal mechanism for returning to an earlier phase when conditions changed, because the model assumed conditions didn't change mid-education. You were a student. You progressed. You graduated.
More than a century later, most design education still runs on that same hidden assumption. The curriculum is a corridor, not a compass.
Rogue School — James Hurst's small publishing and learning venture — organises its programs differently. Birth, Grow, and Adapt are not sequential stages of a single curriculum. They are three separate disciplines, each mapped to a distinct organisational condition: starting something, scaling something, or realigning something that has drifted. The architecture implies something the traditional design school model has quietly refused to admit: that the most important design skill isn't making things. It's knowing which phase you're actually in.
That sounds obvious until you watch what happens when it's ignored.
IDEO's design thinking framework — widely adopted by business schools from the mid-2000s onward — collapsed the full arc of creative problem-solving into a repeatable loop. Empathise, define, ideate, prototype, test. The loop was genuinely useful, and Tim Brown, one of its principal architects, has acknowledged that its very repeatability can obscure something important: the difference between a first-time design challenge and a legacy system that needs dismantling rather than iterated. Applying a Birth-phase mindset to an Adapt-phase problem doesn't just produce the wrong answer. It produces confident motion in the wrong direction, which is harder to correct than standing still.
McKinsey's 2023 research on creative capability-building inside organisations found that most corporate design training programs treat upskilling as a single intervention — one workshop, one framework, one cohort — regardless of whether the organisation is launching a new product line, managing rapid growth, or navigating a market shift. The report linked this phase-blindness directly to low transfer rates: people learned things that didn't connect to the actual conditions they returned to. The training was real. The mismatch was realer.
What's interesting about the Birth / Grow / Adapt structure isn't that it segments learning — plenty of programs do that. It's that the segmentation is diagnostic before it's prescriptive. To enter the right program, an organisation first has to name its condition honestly. That naming is itself a design act. It requires sitting with a question that organisations frequently avoid: are we building, or are we defending what we built? Are we scaling a working idea, or are we trying to scale an idea that stopped working two years ago and nobody said so?
James' second book, Weird the Normal / Normal the Weird, approaches a related problem from a different angle. Its central argument is that the skill isn't landing on one side of a tension — the strange or the familiar, the disruptive or the stable — but knowing when to move between them. Too much unfamiliar energy burns out. Too much repetition stagnates. The discipline is the switching. That framing maps cleanly onto the Rogue School structure: Birth is the unfamiliar move, the founding energy, the act of making something from nothing. Grow is the consolidating move, giving a working idea enough structure to survive contact with scale. Adapt is the harder one — it requires temporarily unsettling something that has become too predictable to see clearly, then stabilising it again under new conditions. Each phase demands a genuinely different cognitive posture. Teaching them as one continuous curriculum produces people who are fluent in the vocabulary of all three but calibrated for none.
There's a version of this problem that shows up in brand work too. A company that was once a challenger — built on Birth-phase energy, scrappy and purposeful — often finds that its design and creative teams have been trained entirely in Grow-phase thinking: optimisation, consistency, system-maintenance. When the market shifts and Adapt-phase work becomes necessary, those teams reach for the tools they have. They run another sprint. They iterate on the existing system. They do not dismantle, because dismantling was never part of the curriculum.
The unfashionable version of design education, the one Rogue School seems to be quietly making a case for, is that not everything should be taught to everyone at the same time. Phase-specificity isn't a limitation. It's the point. A surgeon learning to operate and a surgeon learning to lead a department are not in the same learning condition, even if they share a profession. Treating them as if they are doesn't just waste the training. It can make the surgeon worse — more confident in tools that don't fit the situation they're actually in.
For organisations investing in creative capability, the design problem is rarely a shortage of frameworks or a lack of talented people. It is the persistent failure to diagnose organisational phase before designing the learning. Training built for a Grow-phase company lands differently — and far less usefully — inside a company that is actually in Adapt. The phase shapes everything: what questions feel urgent, what tools feel relevant, what counts as progress. Getting that wrong doesn't just reduce the return on the training investment. It teaches people to be confident in the wrong place.
The underlying challenge for organisations is this: creative capability-building only works when the learning condition matches the organisational condition. That match is not automatic. It requires someone inside the organisation to name the phase honestly before the training begins — to say whether the company is founding, scaling, or realigning. That diagnostic act, that willingness to be specific about where you actually are, is what separates training that transfers from training that sits unused. It is the design problem that matters.
James' Perspective
Key idea
Creative training only transfers when the learning condition matches the organisational phase.
Who this matters for
- Creative leaders
- Design teams
- CMOs
Related ideas
- Weird the Normal
- Normal the Weird
Related projects
- Rogue School
Books
- Weird the Normal / Normal the Weird