UC Berkeley
UC Berkeley at Beyond Market Intelligence is a file of 2 stories. The newest of them: “Navigating the Shift: How to Build a Career in AI Without an Internship” and “Explore how FreeToken brings powerful AI inference to everyday hardware.”. Three papers in top-tier venues. Mixture-of-Experts models hold real promise, but their size has kept them off most local devices. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every UC Berkeley story on Beyond Market Intelligence, newest first.
Navigating the Shift: How to Build a Career in AI Without an Internship
Three papers in top-tier venues. A research focus on Gaussian Splatting. And yet, this student's path to industry is clouded by a policy shift, not a lack of ability. The suspension of CPT programs at major universities is a real hurdle for international PhDs. However, the work itself is the strongest currency. A strong publication record often speaks louder than an internship. It signals the ability to execute and innovate. This is a challenging position, but not a hopeless one.
Explore how FreeToken brings powerful AI inference to everyday hardware.
Mixture-of-Experts models hold real promise, but their size has kept them off most local devices. FreeToken, built by researchers at UC Berkeley and MIT, tackles that head-on with a dynamic scheduling policy that trims weight overhead and speeds up decoding. It is an open-source engine designed for consumer hardware, not data-center luxuries. That focus on execution efficiency makes self-hosted reasoning far more practical. For a broader look at how distributed methods underpin such systems, our guide to distributed algorithms is a solid next stop.