The New SEO: Winning Visibility Inside AI Answers, Not SERPs
What Changed and Why It Matters AI search is rewriting the rules of discovery. Google, Bing, and answer engines now surface AI summaries first. Users get outcomes faster. Fewer clicks…
Marvell buys Celestial AI as optical AI interconnects go mainstream
What Changed and Why It Matters Marvell is acquiring Celestial AI. The move pushes optical I/O from the network edge into the package and rack—where today’s AI bottlenecks live. AI…
Why Founders Are Racing to Close AI’s Prototype‑to‑Production Gap
What Changed and Why It Matters AI demos are easy. Production is where companies win or stall. Leaders are widening the gap. McKinsey reports a 3.8x performance spread between AI…