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AI in Practice

Use cases, tools, workflows, and practical AI techniques

Year of the Harness

If you have been paying any attention to AI over the last three years, you have probably been told - repeatedly - that what matters most is the model. Which company has the biggest 'brain'. Which benchmark...

AI Doesn't Care

Four Things AI Still Can't Do The latest AI "reasoning" models are a massive improvement. Gemini 3, ChatGPT 5.x and especially Claude Opus 4.5 - these systems are amazing. But they still have hard limits,...

What the Hell Is "Data"?

One thing that really frustrates me about AI consultants - and software engineers - is when they say things like: "You need to know your data" "You need to have clean data" "You need to know where your data...

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