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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).
CSAIL article

Whether you’re a scientist brainstorming research ideas or a CEO hoping to automate a task in human resources or finance, you’ll find that artificial intelligence (AI) tools are becoming the assistants you didn’t know you needed. In particular, many professionals are tapping into the talents of semi-autonomous software systems called AI agents, which can call on AI at specific points to solve problems and complete tasks.

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alt="Encoding-Decoding Constellations by Rebecca Lin (Credit: Jimmy Day/MIT Media Lab)."
CSAIL article

To innovate as a technologist, you need to be a polyglot—fluent in multiple languages of problem-solving, able to synthesize ideas across domains, reframing puzzles to visualize different outcomes, and revealing the questions that have yet to be asked.

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Given the prompt “Make me a chair” and feedback “I want panels on the seat,” the robot assembles a chair and places panel components according to the user prompt (Credits: Courtesy of the researchers).
CSAIL article

Computer-aided design (CAD) systems are tried-and-true tools used to design many of the physical objects we use each day. But CAD software requires extensive expertise to master, and many tools incorporate such a high level of detail they don’t lend themselves to brainstorming or rapid prototyping.