Business Pill · Learn on real work, then be tested
A residency is a way of learning on real cases, beside practitioners, and being tested before you work alone. The video borrows it from the way doctors learn and applies it to any skill that has to work on the job.
A short explainer video, under a minute. The manager and the engineer are an illustration.
At a glance
What a Residency Is
There is a better way. Learn on real cases, beside practitioners, and be tested before you work alone.
How a Residency Runs
The video lays it out in four steps: a short course, then a real project, then a mentor beside you, then a test on the work itself.
Why It Matters
The video turns this into one question: where could our people learn on real work?
Here is a current example. Our report on Claude Frontier Academy says Anthropic states a $100 million commitment and an aim to train 10,000 Frontier Deployed Engineers by the end of 2027. Anthropic says nominated engineers pass a graded practical, then lead a real Claude use case during a 12-week residency and are assessed again at the end. The 10,000 is an aim, and our piece verified none of it independently.
The Business Engineer Lens
Where this idea sits in the Business Engineer library:
The Business Engineer framework maps where each part of the AI stack sits and who holds the leverage. These pills are short lessons from the same library.
The Residency Model builds on AI Evaluation as Acceptance Test. The residency’s last step is a test on the work itself, judged on real cases like an acceptance test.
The Residency Model is an example of Earned Autonomy(lesson unlocks soon). Working alone only after a mentor and a test on real work is autonomy earned by a record.
Gennaro Cuofano is a CRO and tech executive who has worked in AI since late 2015, starting with bringing NLP, natural-language generation, voice and chatbot products to the marketing industry. His background is in law and finance: he holds a Master's degree in Law and an International MBA with an emphasis on corporate finance (LUISS Business School and the University of San Diego, 2012), and worked as a financial analyst at a real-estate investment firm in San Diego and as an assistant controller. His work focuses on business model strategy, business engineering and, more broadly, structural analysis: how companies make money, read from their own filings. He created FourWeekMBA and leads research there and at The Business Engineer, his newsletter on AI and business strategy, with over 95,000 subscribers and more than 1,000 published analyses. His writing has also appeared on Entrepreneur (for example, How to Digitize a Family Business in Europe) and HackerNoon. Find him on LinkedIn and Substack. See how we source.
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