AI tools are taking on routine customer-service tasks and administrative work, allowing human employees to spend more time on complex cases. Workers told CNBC that AI errors can create extra work, however, and make difficult interactions even tougher. Read more:

AI agents watching video don't need long-form generation, they need fast judgments. VideoJev pushes that idea to its logical extreme. Title: VideoJev: System One Model for Video Understanding and Interaction URL: It unifies temporal grounding (finding the right video segment) and video question-answering under one design: scoring candidates directly. Here are three things worth knowing. 🎯 Scoring instead of generating The output head of a pretrained MLLM is replaced with a candidate scorer, so instead of generating tokens one by one, the model directly scores time intervals and text options. Trained on identical data, this approach beats autoregressive fine-tuning by 1.3 points on grounding and 1.9 points on QA. ⚡ Two inference modes for smart speedups Cached inference encodes the video once, while Joint inference processes multiple queries together in a single forward pass. Even at ten queries per video, the added cost is just tens of milliseconds, and prediction quality actually improves. 📈 Speed and accuracy, both at once On temporal grounding it improves mIoU by up to 10.8 points while running 2.8-3.1x faster, and on video QA it matches accuracy while delivering over 100x speedups. Judging instantly rather than "thinking then answering" looks like a real step forward for making visual agents responsive in real time. #VideoAI# #AIAgents#

AI is generating massive fortunes in the US and China: The combined wealth of new US AI billionaire entrants rose +$44 billion in the first 9 months of 2026, to $132 billion. Over the same time period, the combined wealth of new Chinese AI billionaire entrants surged +$43 billion, to $89 billion. This metric tracks the combined net worth of people who newly entered the world’s 500 richest list in 2026 through AI-related businesses. This includes 12 billionaires from the US and 5 from China. As a result, the combined wealth of this group in the US and China soared +$87 billion, to $221 billion. AI is creating unprecedented amounts of wealth.

AI data platform developer Encord unveiled a new training program that combines camera vision with muscle sensors to produce higher quality data that can be used to better train robots