docs: Add comprehensive sampling guide (sampling.md) #477
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Adds a new sampling.md guide explaining sampling concepts, library methods, usage examples, and recommendations.
Created while learning Gemma inference—includes first-principles explanations, common pitfalls, and tested configs.
Complements the existing Sampling Colab by providing a standalone readable reference