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PepperEyes
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50 posts
  • Digital Safety & Privacy

The Compounding Error Problem — Why 99.9% Alignment Decays to 60% in 500 Generations

The Compounding Error Problem — Why 99.9% Alignment Decays to 60% in 500 Generations
Research shows that 99.9% alignment accuracy per generation drops to around 60% after 500 generations, raising concerns over recursive self-improvement safety.
  • PepperEyes
  • June 13, 2026
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  • Digital Safety & Privacy

One-idea-per-email drip platform for developer onboarding

One-idea-per-email drip platform for developer onboarding
A developer-relations lead is testing a new email drip platform that delivers one technical idea per email to improve onboarding activation.
  • PepperEyes
  • June 13, 2026
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  • Legal Operations

Data retention cleanup assistant for small law firms

Data retention cleanup assistant for small law firms
A new data retention cleanup assistant for small law firms is set for initial testing, aiming to streamline old matter file reviews and improve compliance.
  • PepperEyes
  • June 12, 2026
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  • Digital Safety & Privacy

The Co-Founder’s Black Hole — A Structural Read on Jack Clark’s Automated AI R&D Essay

The Co-Founder’s Black Hole — A Structural Read on Jack Clark’s Automated AI R&D Essay
Jack Clark predicts over 60% chance of fully automated AI research by 2028, raising concerns about institutional capacity and future risks.
  • PepperEyes
  • June 12, 2026
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  • Digital Safety & Privacy

732 Bytes to Root. One Hour of Scan Time.

732 Bytes to Root. One Hour of Scan Time.
Theori disclosed a 732-byte Linux privilege escalation exploit that can achieve root access in seconds, surfacing via AI-driven scanning in one hour.
  • PepperEyes
  • June 12, 2026
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  • Digital Safety & Privacy

The 90-Day Window Closed. Nobody Sent a Notice.

The 90-Day Window Closed. Nobody Sent a Notice.
The 90-day responsible disclosure period has closed without any notices from vendors, raising concerns about AI-driven vulnerabilities and security gaps.
  • PepperEyes
  • June 12, 2026
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  • Digital Safety & Privacy

Every Benchmark Launched 2023-2024 Has Fallen — The METR / SWE-Bench / CORE-Bench / MLE-Bench / PostTrainBench Sequence

Every Benchmark Launched 2023-2024 Has Fallen — The METR / SWE-Bench / CORE-Bench / MLE-Bench / PostTrainBench Sequence
Every major AI research benchmark launched between 2023-2024 has reached or is nearing saturation, signaling rapid progress in AI capabilities.
  • PepperEyes
  • June 12, 2026
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  • Digital Safety & Privacy

Jack Clark Says It Out Loud — Reading the Co-Founder’s 60%/2028 Estimate on Automated AI R&D

Jack Clark Says It Out Loud — Reading the Co-Founder’s 60%/2028 Estimate on Automated AI R&D
Anthropic’s co-founder Jack Clark publicly estimates a 60% probability that autonomous AI systems capable of self-improvement will emerge by 2028.
  • PepperEyes
  • June 12, 2026
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  • Digital Safety & Privacy

The Skills Marketplace, Six Months Later: Predicted vs Actual

The Skills Marketplace, Six Months Later: Predicted vs Actual
Six months after predictions, the skills marketplace has grown to over 4,200 skills, with significant fragmentation and top-tier dominance, shaping the AI agent economy.
  • PepperEyes
  • June 12, 2026
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  • Digital Safety & Privacy

The Compute Concentration Audit: When Sovereign Wealth Funds Notice Three Companies Own the Frontier

The Compute Concentration Audit: When Sovereign Wealth Funds Notice Three Companies Own the Frontier
Global regulators are investigating the dominance of AWS, Microsoft Azure, and Google Cloud over AI compute infrastructure, impacting frontier AI labs.
  • PepperEyes
  • June 12, 2026
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10 Best Computers, Tablets & Components in 2026
  • Vetted

10 Best Computers, Tablets & Components in 2026

Discover the best computers, tablets, and components for 2026. Find top picks for…
  • PepperEyes Team
  • June 18, 2026
9 Best Computers, Tablets & Components in 2026
  • Vetted

9 Best Computers, Tablets & Components in 2026

Discover the top computers, tablets, and components in 2026. Find the best overall,…
  • PepperEyes Team
  • June 17, 2026
9 Best Emergency Sanitation Kit for Home Use in 2026
  • Vetted

9 Best Emergency Sanitation Kit for Home Use in 2026

Discover the top emergency sanitation kits for home use in 2026. Find the best overall,…
  • PepperEyes Team
  • June 17, 2026
effective detailed safety conversations
  • Family & Teen Safety

Why Teen Safety Talks Work Better When They’re Specific

Providing specific safety talk examples helps teens recognize dangers clearly and…
  • PepperEyes Team
  • June 17, 2026
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