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MorphoChrome’s programmable color process adds a luminous touch to things like a necklace charm of a butterfly. What started as a static, black accessory became a shiny pendant (Credits: Courtesy of the researchers).

A new way to “paint with light” to create radiant, color-changing items

When EnCompass runs your program, it automatically backtracks if LLMs make mistakes. EnCompass can also make clones of the program runtime to make multiple attempts in parallel in search of the best solution (Credit: Alex Shipps/MIT CSAIL).

Helping AI agents search to get the best results out of large language models

CSAIL’s approach uses an LLM to plan how to answer complex reasoning tasks, then divides the legwork of that strategy among smaller language models. Their method helps LMs provide more accurate responses than leading LLMs and approach the precision of top reasoning systems, while being more efficient than both (Credit: Alex Shipps/MIT CSAIL).

New method enables small language models to solve complex reasoning tasks

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A new way to “paint with light” to create radiant, color-changing items

Helping AI agents search to get the best results out of large language models

New method enables small language models to solve complex reasoning tasks