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"Meschers" can create multi-dimensional versions of objects that break the laws of physics with convoluted geometries, such as buildings you might see in an M.C. Escher illustration (left) and objects that are shaded in impossible ways (center and right) (Credits: Alex Shipps/MIT CSAIL, using assets from Pixabay and the researchers).
CSAIL article

M.C. Escher’s artwork is a gateway into a world of depth-defying optical illusions, featuring “impossible objects” that break the laws of physics with convoluted geometries. What you perceive his illustrations to be depends on your point of view — for example, a person seemingly walking upstairs may be heading down the steps if you tilt your head sideways.

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Ray and Maria Stata Center exterior
CSAIL article

MIT’s Computer Science and Artificial Intelligence Laboratory (CSAIL) has announced a new direction for its long-standing FinTech research initiative, now FinTechAI@CSAIL, to highlight the central role artificial intelligence is playing in shaping the future of finance.

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Course starts February 9, 2026

Cybersecurity is no longer just a technical issue—it’s a strategic imperative as threats grow more complex and persistent. Technical leaders must understand how systems are constructed, how to detect breaches, and how to implement policies that protect long-term resilience.

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Anantha P. Chandrakasan, chief innovation and strategy officer and dean of the School of Engineering who is head of the consortium, kicks off afternoon MIT Generative AI Impact Consortium (MGAIC) presentations (Credits: Jiin Kang).
CSAIL article

Launched in February of this year, the MIT Generative AI Impact Consortium (MGAIC), a presidential initiative led by MIT’s Office of Innovation and Strategy and administered by the MIT Stephen A. Schwarzman College of Computing, issued a call for proposals, inviting researchers from across MIT to submit ideas for innovative projects studying high-impact uses of generative AI models.

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Top row, left to right: Matthew Caren, April Qiu Cheng, Arav Karighattam, and Benjamin Lou. Bottom row, left to right: Isabelle Quaye, Albert Qin, Ananthan Sadagopan, and Gianfranco (Franco) Yee (Credits: Photos courtesy of the Hertz Foundation).
CSAIL article

The Hertz Foundation announced that it has awarded fellowships to eight MIT affiliates. The prestigious award provides each recipient with five years of doctoral-level research funding (up to a total of $250,000), which gives them an unusual measure of independence in their graduate work to pursue groundbreaking research.

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alt="SketchAgent uses a multimodal language model to turn natural language prompts into sketches in a few seconds. It can doodle on its own or through collaboration, drawing with a human or incorporating text-based input to sketch each part separately (Credits: Alex Shipps/MIT CSAIL, with AI-generated sketches from the researchers)."
CSAIL article

When you’re trying to communicate or understand ideas, words don’t always do the trick. Sometimes the more efficient approach is to do a simple sketch of that concept — for example, diagramming a circuit might help make sense of how the system works.

But what if artificial intelligence could help us explore these visualizations? While these systems are typically proficient at creating realistic paintings and cartoonish drawings, many models fail to capture the essence of sketching: its stroke-by-stroke, iterative process, which helps humans brainstorm and edit how they want to represent their ideas.

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A new color-correcting tool, SeaSplat, reconstructs true colors of an underwater image, taken in Curacao. The original photo is in the left, and the color-corrected version made with SeaSplat is on the right (Credits: Courtesy of the researchers).
CSAIL article

The ocean is teeming with life. But unless you get up close, much of the marine world can easily remain unseen. That’s because water itself can act as an effective cloak: Light that shines through the ocean can bend, scatter, and quickly fade as it travels through the dense medium of water and reflects off the persistent haze of ocean particles. This makes it extremely challenging to capture the true color of objects in the ocean without imaging them at close range.