UC Berkeley computer science professors are watching grades collapse alongside math skills. The interesting question is not whether students used AI. It is what they stopped learning while they did.
The dominant AI narrative still runs on parameter counts and trillion-dollar valuations. The data underneath is telling a different story. A look at what specialised agents, MIT's GPT-5-mini result, and Qwen's deployment footprint mean for the buyers footing the bill.
A sober assessment of what AI procurement actually looks like this quarter, from memory price shocks and usage caps to chatbot account-takeovers and small-model substitution. Built for teams writing next year's budget, not next week's press release.
Read the ReportThe dominant AI narrative still runs on parameter counts and trillion-dollar valuations. The data underneath is telling a different story. A look at what specialised agents, MIT's GPT-5-mini result, and Qwen's deployment footprint mean for the buyers footing the bill.
Read the Report