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I was tired of my agent missing buttons because a window shifted a few pixels. So I pointed it at the AT-SPI2 accessibility tree instead, the same data a screen reader consumes, and had it act by element name and role. This walks through driving a GTK dialog and a native Save dialog, then reading the value back to prove the action actually landed.
I run a fleet of interactive Claude Code and Codex CLI sessions from a single orchestrator, all in detached tmux panes. This is the exact read-inject-digest loop I use in production, the three Linux blockers that killed my GUI approach before this, and the stuck-pane gotchas I hit running ten sessions at once.
Cursor jitter and dropped video frames on NVIDIA Linux get blamed on the compositor every time. On my GTX 1660 the real cause was the driver bouncing graphics and VRAM clocks under light load. Here is the fix that held.
I installed Claude Code on a stock Ubuntu 24.04 box, set up Pro OAuth, and shipped a real refactor with it. This is the install that worked, including the bits the official docs skip.
Llama.cpp is the minimal inference engine that runs on anything. I built it from source on Mac and Linux. This is the build that worked, with the GPU flags that mattered.
I ran Gemma 4 9B locally on a 32GB Linux box for a week of normal use. This is the Ollama install, the model variants worth pulling, and the one config tweak the docs do not flag.
Zed is the fastest editor I have used on Linux, with native AI chat and inline-edit. This is the install I run, including the Wayland fix that the docs do not flag.
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