Training effective models without the annotation budget
The problem: human annotation is expensive Ever since BERT, NLP practitioners have enjoyed a golden age of text classification...
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CSA and Aembit Survey: 68% of Organizations Can’t Distinguish AI Agent Actions from Human Activity
AI agents are already deployed broadly across enterprise environments. The problem is that organizations can’t tell what they’re doing....
Fingerprinting Is Broken. Here’s How We Fixed It.
The invisible problem costing businesses millions — and the Arkose Labs solution Every time a user visits a website...
The AI Agent Identity Crisis: 80% of Agents Don’t Properly Identify Themselves, 80% of Sites Don’t Verify
AI agents are reshaping product discovery and commerce, but there’s a fundamental problem with AI agent identity: most agents...
From Exposure to Assurance: How CTEM and MITRE INFORM Enable Modern Cyber Defense
For large enterprises, cybersecurity has become a problem of scale, confidence, and accountability. Attack surfaces are expanding faster than...
Weekly Update 490
09 February 2026 A big "thank you" to everyone who helped me troubleshoot the problem with my "Print Screen" button...
Microsoft Acknowledges Windows 11 Backlash, Plans Major Improvements in 2026
Image: diy13/Adobe Stock Microsoft has a reputation problem, and the company knows it. After months of buggy updates, performance complaints,...
Microsoft’s Patch Fixes Are Breaking Windows, Forcing a Second Emergency Update
Image: Clint Patterson/Unsplash Microsoft’s own fixes have become its biggest problem, forcing the company to issue a second emergency patch...
The Hidden Risk of Orphan Accounts
The Hacker NewsJan 20, 2026Enterprise Security / AI Security The Problem: The Identities Left Behind As organizations grow and evolve,...
Just-in-Time (JIT) Provisioning: How Automated User Provisioning Works in SSO
The problem with manual onboarding in enterprise apps Ever tried onboarding 50 new hires on a Monday morning only to...
