Marvell’s proposed Lumentum acquisition puts a $115 billion enterprise value on a less visible part of the AI boom: moving data. The technical case depends on integrating optics, electronics and manufacturing, while customers still need proof of lower costs and reliable operation.
AI can find software vulnerabilities faster, but a repair protects nobody until it reaches the code people are actually running. New browser-security research exposes the distance between a public fix, a safe release, and a completed update. The next security advantage may depend as much on delivery and restarts as on stronger models.
Amazon, Microsoft and Meta are committing enormous sums to infrastructure, but their spending disclosures do not all measure the same thing. This earnings season, cash payments, lease commitments and cloud growth need to be separated before they become a verdict on AI’s future.
AI can improve the work a team delivers without proving that its people are becoming better at the job. New research on professional judgment and AI-intensive workplaces asks how companies can capture productivity gains while developing the experts they will still need.
Growing efforts from Walmart, Commerce, Cloudflare and Visa show why shopping agents need reliable store interfaces, current product data and verifiable transactions, not just better recommendations.
Google’s expanded agreement with Voltus puts a different part of AI’s energy strategy in focus: paying homes and businesses to adjust demand when the grid needs it. The practical test is how much dependable flexibility gets delivered, where it helps and who benefits.
Google’s AMIE research offers an early look at AI conversations before a doctor’s visit. The promising results also reveal why medical AI should be judged by the whole appointment: the information preserved, the work shifted, the oversight required and the patient’s ability to stay in control.
A new wave of home robots promises companionship, folded laundry and general-purpose help. Those are very different products, even when they share a humanlike shape. As new launches arrive, the practical test is what a robot can take off a household’s hands, how much attention it still requires, and which capabilities remain on the roadmap.