ACP

A developer has published a walkthrough on running an ACP-compatible Docker agent for the Zed Editor inside a sandbox using a tool called sbx. The approach isolates the agent's container activity, letting developers use AI coding agents without giving them unrestricted access to the host machine. The piece shows how the pieces fit together in practice.

The NAACP has launched an election protection war room and a get-out-the-vote campaign ahead of the 2026 US midterm elections. The civil rights organization says the effort is aimed at monitoring election administration, combating voter suppression and boosting turnout among Black voters, as advocacy groups intensify preparations for next year's contests.

Machine learning practitioners are discussing which layer of a 36-layer transformer language model starts representing 'Paris', a phenomenon tracked in internal activations and popularized by interpretability work. The claim, shared alongside llama.cpp and transformer hashtags, is that the concept of Paris only becomes visible from layer 28 onward, illustrating how such models build concepts progressively across their layers.