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Saturday, 7 November 2026 Reading Room

Tech

Zero-Downtime Graceful Shutdown in Kubernetes: SIGTERM, In-Flight Draining

Zero-Downtime Graceful Shutdown in Kubernetes: SIGTERM, In-Flight Draining Introduction Imagine running a production application on Kubernetes that handles thousands of requests every minute. Your application is healthy, users are actively interacting with it, and everything appears to be working perfectly. Suddenly, Kubernetes needs to restart one of your application pods because of a…

dev.to ·

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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.

·dev.to

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.

·dev.to

How to name a youtube series, then practise episode zero

how to name a youtube series: call it what the thing is called. your company, your project or your brand, in a word or two, and keep the episode number and the searchable words out of it.

  • Naming a YouTube series focuses on identifying the core subject.
  • The name should be concise and easily recognizable for returning viewers.
  • Episode titles should be tailored for search visibility.

·dev.to

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