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ICL: The AI capability you're paying for and not using.

Your model can generate a photorealistic Elon Musk in a Carmen Miranda fruit hat. Ask it to forecast revenue and you get the four-quarter average. The expensive part is In-Context Learning. Guess what it avoids.

AI writing its own tests is theatre.

Different agents in a workflow don't create independence when they share the weights. The architecture is real engineering. It's just not the check your slide says it is.