Firefox 148 introduces the promised AI kill switch for people who aren't into LLMs

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The technical sophistication of AI models continues advancing rapidly, with implications for optimization strategies. Future models will better understand nuance, maintain longer context, cross-reference information more effectively, and potentially access real-time data more seamlessly. These improvements might make some current optimization tactics less important while creating new opportunities for differentiation.

pixels exec mybox -- sudo journalctl -fu pixels-devtools

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Dev tools install asynchronously after container creation. Use --console to wait for them to finish before dropping into a shell, or monitor progress with:

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5AD LD_DESCRIPTOR LCALL ; same subroutine

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