TikTok Shop has graduated from a social commerce experiment into the top player in a space that stumped every other US social network, and its future is now settled under domestic ownership.

Retail security is in the middle of a quiet but fundamental shift. For decades, cameras and alarms told retailers what had already gone wrong. Now, AI can push that same infrastructure forward by telling retailers what is going wrong right now, while there's still time for them to act.

Lenovo's North America president, Ryan McCurdy, says the AI supply constraints squeezing the industry aren't a warning sign but proof the demand curve is real. "AI adoption is increasing," McCurdy said. "The challenge is that it's outpacing the inputs into that...decade of AI." That mismatch is producing higher component costs and supply shortages across the industry, he said, but he frames it as an expected side effect of a sustained boom rather than a problem unique to Lenovo.

Healthcare providers need clearer explanations and consent based on how AI affects care decisions and ongoing treatment.

The Trade Desk gives Kokai an AI overhaul: Zuma simplifies workflows and adds AI agents, aiming to automate execution without sidelining buyers.

Amazon’s and Walmart’s on-site campaign strategies suit conversion goals, while other RMN off-site runs extend awareness.

It tackles fragmented CRM workflows while helping Salesforce stay relevant when users skip its interface.