Framework aka Context Control Cost Choice, Four C Framework

4C Framework

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First tracked Jul 10, 2026 · Last seen Jul 10, 2026

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Reading Ambitiously 7.10.26 - Context, Control, Cost & Choice

The models are getting pretty smart, especially on general knowledge. The business is another matter. Infographic: context zip...

Reading Ambitiously 7.10.26 - Context, Control, Cost & Choice

Once the model has context, the next question is control. What should it be allowed to see? Who is accountable when the system takes action? A chatbot that drafts an email is one thing. An AI system...

Reading Ambitiously 7.10.26 - Context, Control, Cost & Choice

Software buyers are used to paying for seats. AI introduces a different cost structure. The more context we give the model, and the more work it performs, the more tokens it consumes. And as AI begins...

4C Framework

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