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Two Windows hosts on one Chrome build returned different accessibility-tree node totals. The experiment shows why viewport and node roles must be reported.
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I wanted the small, direct feel of a raw Chrome DevTools connection in Firefox without pulling in a full automation framework. Firefox no longer exposes CDP, so I built a roughly 700-line Python adapter that gives my code a CDP-style Tab API over WebDriver
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A live CapCut Video Studio run exposed a subtle two-submit workflow: the first arrow creates a Studio draft, while the second send starts the paid Seedance generation.
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A builder-in-public field note on wiring ChatGPT and Gemini as tool-connected workers in a real browser tab — why Gemini complied, why the ChatGPT account refused, and why framing decides everything.
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Abstract Autonomous desktop agents remain far below human performance on real-world operating-system benchmarks, with the best reported results reaching only 12.24% task completion on OSWorld compared to a 72.36% human baseline. We hypothesize that the primary bottleneck is not large-language-model reasoning but rather the
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