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Too lazy for Bash: My life with a local AI assistant

A few days ago I wanted to change something on my local media server. Normally I'd SSH into it, remember where I'd configured everything, look up a couple of commands I'd forgotten, make the change and move on. Instead I opened Pi(coding agent) and typed, more or less: Find out why this isn't working and fix it. Behind Pi was Qwen3.6-35B-A3B-Q4_K_M running on my own machine. A few minutes later…

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More in AI

Can you run a GNN without anyone seeing the data? Journal of our experiments on privacy-preserving GNN inference on microcontrollers

I have been keenly interested in how to make Graph Neural Networks (GNN) run securely on resource-constrained devices. The question driving this work is deceptively simple: can three microcontrollers…

  • Researchers demonstrate privacy-preserving GNN inference on microcontrollers
  • Graph topology public, only node features and model weights protected
  • Secure matrix multiplication handled via Replicated Secret Sharing