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Microsoft's Azure Linux 3.0.2022 Ships With More Than 470 Security Fixes

Microsoft released Azure Linux 3.0.2022 on Friday night as the newest version of their in-house Linux distribution. Given the rampant AI/LLM-fueled bug reporting and security research, Azure Linux 3.0.2022 ends up incorporating more than 470 security fixes for different CVEs across the many open-source projects making up Azure Linux...

We haven't written up this one. Phoronix has the full story — the link below goes straight to it.

Read the original at phoronix.com →

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NVIDIA Nemotron 3.5 Bolt E4B CPU: Run Locally with Ollama

TL;DR: This guide explains how to get NVIDIA Nemotron 3.5 Bolt E4B running on your laptop's CPU using Ollama. You'll learn the setup and commands to enable local multimodal AI vision capabilities…

  • NVIDIA Nemotron 3.5 Bolt E4B model runs locally on CPU via Ollama.
  • Requires Linux, macOS, or Windows with Ollama 0.40.15+ installed.
  • Use ollama pull nemotron-3-5-bolt-e4b and ollama run commands for interaction.

I Added Hindsight Memory to an ML Agent. F1 Didn't Move.

I expected the agent with memory to win. After 120 training runs on a churn-prediction task, the mean test F1 was 0.573 for the agent without memory and 0.574 for the one with it.

  • Memory added to ML agent showed negligible performance improvement.
  • Memory agent made fewer bad runs but difference attributed to chance.
  • Bug in code caused performance disappearance after memory implementation.

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