LLMs are still not consistent judges of qualitative work, and small changes to how that work is presented affect outcomes. Better harnessing and methods (multiple judging runs with randomized orders, etc) would certainly help, but the jagged frontier is very much still real.
POLICY
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AI Security Threats and Economic Vulnerability at Scale
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The doom might come, but it will be because of all the security holes that our current software has that AI can find fast. And attack at scale. The existential stuff could spring out of that. What if our entire economy got attacked at once? That's what gets me fearful. But
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NIS 2 Network Isolation: Data Diodes for European Manufacturing
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OT network isolation has become mandatory for European manufacturers under NIS 2. Data diodes provide compliance but standard industrial protocols cannot traverse the one-way barrier.
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EU Regulation Stifles Small Business Innovation in Tech
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Eurocrats standing in the way of small business innovation again. https://t.co/UUfXOAWAJF
— Bojan Tunguz (@tunguz) 21 avril 2026Eurocrats standing in the way of small business innovation again.
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Data Diodes Meet European Critical Infrastructure Security Standards
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Data diode compatibility addresses the most stringent European cybersecurity requirements. Critical infrastructure needs physical air gaps while maintaining operational data access.
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Cybersecurity and Openness in AI: Share with Representatives
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Share this with your representative! https://
huggingface.co/blog/cybersecu
rity-openness
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Browser Fingerprinting Enables Tracking Without Cookies Everywhere
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Princeton researchers tested the top 10,000 websites. Fingerprinting scripts on 88% of them. The EFF tested browsers directly.
83% had a fingerprint unique enough to track with no cookies at all. You do not have to visit a shady site.
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Browser Fingerprinting: Silent Data Collection Without User Consent
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Every page load broadcasts this without asking: → Screen resolution and color depth
→ Installed fonts
→ GPU model
→ Audio processing signature
→ Browser and plugins
→ Time zone and language
→ Whether you have an ad blocker
→ Canvas rendering signature
→ Battery level -
Fingerprinting Replaces Cookies as Persistent Ad Industry Tracking
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Cookies are dying. Google is phasing them out. Apple blocked them years ago. The $600 billion ad industry needed a replacement you cannot clear, block, or reset. Fingerprinting is that replacement. Invisible. Persistent. Automatic. Rebuilt if your setup changes. You never
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FPTrace Tool Reveals Real-Time Fingerprint-Based Ad Targeting
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Texas A&M and Johns Hopkins built a tool called FPTrace. Published at the ACM Web Conference 2025. What they proved for the first time:
When your fingerprint changes, the price advertisers pay to target you changes with it. In real time. This is not passive collection. This is
