Blogs

Most machine learning projects that fail do not fail at the modelling step. They fail earlier, when someone picks a problem that a model cannot help with, or later, when a model that scored well in a notebook meets messy real inputs and nobody is watching. The modelling itself — Most machine learning projects that fail do not fail at the modelling step. They fail earlier, when someone picks a problem that a model cannot help with, or later, when a model that scored well in a notebook meets…

Most organisations that say they are agile are describing their meeting schedule. They have a standup, a two-week cadence, a board with columns, and a retrospective that finishes with three action items nobody revisits. None of that is wrong, and none of it is the point. The prac Most organisations that say they are agile are describing their meeting schedule. They have a standup, a two-week cadence, a board with columns, and a retrospective that finishes with three action items nobody revisits.

Cloud migration has a reputation problem. It is sold as a technology project and experienced as an operating-model change, which is why so many programmes deliver the infrastructure and none of the benefits. The servers move, the bill arrives larger than before, the teams work th Cloud migration has a reputation problem. It is sold as a technology project and experienced as an operating-model change, which is why so many programmes deliver the infrastructure and none of the benefits. The…

Finance was using machine learning long before anyone called it artificial intelligence. Credit scoring models are decades old, algorithmic trading reshaped markets in the 2000s, and fraud detection has been statistical since cards had magnetic stripes. What has changed recently Finance was using machine learning long before anyone called it artificial intelligence. Credit scoring models are decades old, algorithmic trading reshaped markets in the 2000s, and fraud detection has been…

Most breaches are not clever. They are a leaked credential in a repository, a dependency nobody updated, an internal service exposed to the internet by accident, or an endpoint that trusted a parameter it should have checked. The attacks that make headlines are sophisticated; the Most breaches are not clever. They are a leaked credential in a repository, a dependency nobody updated, an internal service exposed to the internet by accident, or an endpoint that trusted a parameter it should have…

Artificial intelligence is having its third moment of enormous public attention, and like the previous two, the conversation is a mixture of genuine breakthrough, understandable confusion and considerable overstatement. Something real has changed — machines can now do things that Artificial intelligence is having its third moment of enormous public attention, and like the previous two, the conversation is a mixture of genuine breakthrough, understandable confusion and considerable overstatement.

Microservices solve an organisational problem with a technical mechanism. That sentence explains both why they work and why so many teams regret adopting them. If your constraint is that too many people are trying to change one codebase and release it together, splitting into ind Microservices solve an organisational problem with a technical mechanism. That sentence explains both why they work and why so many teams regret adopting them. If your constraint is that too many people are trying to…

For nearly three decades, serious image editing meant one thing: a heavy desktop application, a licence, and a machine powerful enough to run it. That arrangement is quietly dissolving. Creative work is moving into the browser — not as a compromise, but because collaboration, ver For nearly three decades, serious image editing meant one thing: a heavy desktop application, a licence, and a machine powerful enough to run it. That arrangement is quietly dissolving. Creative work is moving into…

Framework debates generate more heat than any other topic in front-end development, and almost all of it is misplaced. All three of these tools can build any application you are likely to build. They differ in what they decide for you, how much of the ecosystem is included, and w Framework debates generate more heat than any other topic in front-end development, and almost all of it is misplaced. All three of these tools can build any application you are likely to build. They differ in what…