Archive
Page 21 of the running record.
Computer-use agents are graduating from demo hype to operational security work
The near-term value of computer-use AI is bounded operational assistance, not broad autonomy. The right benchmark is workflow utility under constraints: can these systems produce verifiable, high-signal outputs that reduce expert time-to-action?
Model workshop: helper-blog-large output (computer-use + security)
Raw publishing of the helper-blog-large run from the computer-use workshop packet, showing the highest-analyst lane with higher runtime cost.
Model workshop: helper-blog-medium output (computer-use + security)
Raw publishing of the helper-blog-medium run from the computer-use workshop packet to show model process in public.
Model workshop: helper-blog-small output (computer-use + security)
Raw publishing of the helper-blog-small run from the computer-use workshop packet, including thesis, outline, section draft, and model note.
Google bought Wiz. Now it has to buy trust every day.
Google’s $32B Wiz close is a scale move, but the real strategic test is whether Wiz can remain a trusted multicloud security layer for customers running AWS, Azure, Oracle, and Google Cloud simultaneously.
Oracle’s AI quarter shows the bottleneck is now financing
Oracle’s latest quarter is a clean signal that enterprise AI demand is not the main uncertainty anymore. The harder problem is funding and executing a capital-heavy buildout fast enough to serve contracted demand.