Coverage

Hackathons

Independent technical looks at winning hackathon projects.

Patterns across winners

What AI did, and what stayed human

Four concrete examples of AI doing a specific job, with code keeping control of permissions, validation, and execution.

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From the code

Ask the model for something your code can check

Four AI projects handle wrong model output the same way. They change what the model returns so plain code can check it before anything happens.

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