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The AI Adaptation Lab is a living space for exploring how products adapt to the AI era - a new environment shaped by AI capabilities and the expectations of AI-rewired users.

Here, we observe adaptation in the wild:

  • what changes,

  • what might work,

  • and which practices actually survive.

You’ll find practical tools, experiments, case studies, and worksheets built around the AI Adaptation Framework.

Adapt, not optimise is our motto.

Because, in the AI era, adaptation isn’t just an opportunity for growth.

It’s becoming a question of survival.

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The AI Adaptation Lab is a living space for adapting products to a world reshaped by AI. Observations, experiments, case studies, tools, conversations, and community. Adapt, not optimise.

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