Writing

Building for real-world constraints

Why useful technical systems are shaped by the environment around them, not only by the code.

Good technical work starts with constraints. Existing systems, people, timelines, security requirements, messy data and operating conditions all change what the right solution looks like.

That is particularly important for AI projects, where a technically impressive prototype can still fail to fit the organisation that has to use it.