Automated Alignment Researchers: Using large language models to scale scalable oversight
… This is one area that future experimentation with AARs could explore. …
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Labor market impacts of AI: A new measure and early evidence
… An established approach may help future observers separate signal from noise. There are several improvements to be made to the present work. Our usage data will be incorporated in future updates, forming an evolving picture of task and job coverage in the economy. …
Introducing Claude Opus 4.5
… As future models surpass it, we expect to update limits as needed. …
Paving the way for agents in biology
… If we draw the model curve forward from the results above, it’s easy to imagine a very near future in which the benefit of tools like gget virus approaches zero: agents become good enough to navigate messy portals, reconcile identifiers, paginate correctly, and recover from failures on their own. …
Measuring AI agent autonomy in practice
… Second, as users returned from the holiday break, the projects they brought to Claude Code may have shifted from hobby projects to more tightly circumscribed work tasks. …