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Three open-weights models could serve your product. How do you choose?

Screen exact checkpoints for hard requirements, then compare deployable candidates on held-out product tasks, service limits and total cost. Smaller artifacts, leaderboard scores and token rates each answer only part of the decision.

Updated Sep 2026 · Learn how AI infrastructure works through explanations, worked examples and diagrams, then practise applying it to interview questions.

Screen exact checkpoints for hard requirements, then compare deployable candidates on held-out product tasks, service limits and total cost. Smaller artifacts, leaderboard scores and token rates each answer only part of the decision.

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Work through the numbers

Change the assumptions in a free calculator, then explain what the result establishes and what still needs measurement.

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FEDITOR'S NOTE

Scored on checkpoint-specific feasibility, fair product evaluation, uncertainty and slice thresholds, and cost per qualified task under the actual load and failure policy.

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