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Articles
Coursework
11 November 2026
Where competitive advantage actually sits
I analysed DAZN for a strategy module and the product turned out not to be the product
Evaluation and method
28 October 2026
My 60 tests were green and the system could not return a positive result
A green suite verifies that the code does what you think, not that what you think is what is needed.
Business and strategy
23 October 2026
What becomes a commodity in the AI stack within 5 years (and what does not)
The verified data carries a source. The five-year reading carries my name.
AI engineering
19 October 2026
Why I turned a quality report into a CI gate
A metric with no automatic consequences competes for attention against things that have them — and loses every time.
AI engineering
14 October 2026
The common case should not pay for an inference
Cost is an architecture decision, not an optimisation you do afterwards.
Business and strategy
9 October 2026
Energy and compute: the real bottleneck for AI startups
The bottleneck is not the electricity bill of training. It is access to capacity.
Governance and risk
5 October 2026
What I learned analysing four security failures that looked unrelated
Four independent incidents are four patches. Four incidents with a common cause are one missing control.
Business and strategy
30 September 2026
Estimating an AI project when half the scope is a question
Budgeting an experiment as if it were a task is the most common reason an AI deadline breaks.
Coursework
26 September 2026
The feature that was not in the rubric
I added an audit log to a coursework project nobody was going to audit
Evaluation and method
25 September 2026
I wrote the limitations of my analysis on the same screen as the charts
Declaring the limits of an analysis is not false modesty. It is the part that makes the rest usable.
AI engineering
18 September 2026
AI agents in production: the question almost nobody asks
An agent that fails completely gets noticed. One that fails halfway leaves the system in a state nobody designed.
Evaluation and method
14 September 2026
How to tell whether your decision matrix holds up or falls over at the first push
The honesty of an analysis is not in the number. It is in the interval.
Governance and risk
9 September 2026
Switzerland has no AI law — and that sentence is where due diligence starts going wrong
The EU AI Act applies by market, not by registered office. A Swiss startup can be inside it without knowing.
Evaluation and method
4 September 2026
Why optimising for MAPE can cost you money without you noticing
Choosing the loss function is the analysis, not an implementation detail.
Coursework
4 September 2026
Why proving something is better is not what makes it happen
The thesis proved the environmental case. That was the least useful thing it found