Best reads for PMs & Designers
One email every Tuesday: the best reads and one trend, picked for your work.
Free · No ads · See a sample email
Topics
Sources
Updated 6 Nov
Both attackers and security teams are handing their work to AI
Industry Analysis
- Security work on both sides is moving to models, and defenders are said to hold the advantage only for now.
- Models have gone from finding vulnerabilities to exploiting them, and mean time to exploit is now negative, so attacks land before disclosure.
- A purpose built security model is being released to vetted users for exploit validation.
- One source dates that lead, saying defenders stay ahead only until equally strong models are freely downloadable.
22
sources
+19
+17
last 30d
+14
First seen 27 Feb 2026
If you are a PM
- Dependency updates stop being maintenance and start competing with features for the same sprint.
- Worth asking who gets paged when a vulnerability in your stack goes public on a Friday.
- Buyers will start asking how fast you patch before they ask what you shipped this quarter.
- This one sits with security and engineering, and there is little in it you design.
Who said it
Vercel changelogvercel.com · 2 November 2026 · 5 posts
Introducing Vercel Security Review…Frontier AI models are making vulnerabilities far easier to find and exploit. Last month, researchers turned two decade-old flaws in PHP core into working remote code execution exploits with relatively little effort. …Big Technologybigtechnology.com · 30 October 2026
