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Notes from building AI systems for real businesses.

What I built, what broke, and what I would do differently.

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5 hours a day to 30 minutes: building an AI tender radar for an engineering firm

How I turned hundreds of government tender notices a day into a short list an engineering team actually trusts, and why writing the code was the easy part.

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