News Roundup

Over four days at the end of August 2026, McKinsey published a survey showing that the share of companies getting a significant financial return from AI has not moved in a year, then two more pieces built on twenty handpicked companies, promising a 20 percent EBITDA lift and three dollars of profit for every dollar invested. The second number is the one that keeps circulating. The first rarely travels with it. What "AI high performer" actually means, and why the definition is

This week, the agent harness stopped being plumbing and became a line item: DeepSeek open sourced one, Writer sells one, and NVIDIA routes through one. Four independent benchmarks published in the same window show why: swap the harness under a fixed model and the score moves 20 to 40 points, with almost no correlation between how models rank under one harness versus another. The Score Was Never Just the Model OpenAI's own developer guide for GPT-5.6 makes this argument first,

The implosion of a $45 billion AI hedge fund isn't just a market correction. It exposes the hidden, debt-fueled foundation of the entire AI infrastructure boom. The Fundamental Problem: AI Capex Outpaced Cash Generation For the past two years, the technology sector has been locked in a massive arms race to build data centers and secure advanced chips. This insatiable appetite for AI hardware has pushed hyperscalers and specialized cloud providers to accumulate colossal amount