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THE DAILY INDEX

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ARTICLES & TUTORIALS

TLDR Web Dev

DELICIOUS DONUT COMPONENTS

Component composition in React Server Components (RSC) allows for creating flexible UIs and avoiding prop drilling. While composition works similarly in both client and server components, there are important distinctions when interleaving them. This article discusses these differences, including limitations on function passing and the use of `React.cloneElement()`, and provides alternative strategies for sharing state across server and client boundaries.

DETECTING WHEN LLMS ARE UNCERTAIN

Reasoning in LLMs can be improved by utilizing adaptive sampling techniques that take into account the model's uncertainty. A project called Entropix measures uncertainty using entropy and varentropy, which quantify the distribution of the predicted tokens. It then uses different sampling methods based on these metrics, including argmax sampling for high confidence, branching for multiple possibilities, and inserting "thinking" tokens for low confidence.

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