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Infrastructure noise in agentic coding evals \ Anthropic
…e specs as both a floor and a hard ceiling: each container was guaranteed the specified resources but killed the moment it exceeded them. Container runtimes enforce resources via two separat…
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Progress from our Frontier Red Team \ Anthropic
…p. Working with outside experts at Carnegie Mellon University, we ran experiments on realistic, large (~50 host) cyber ranges that test a model’s ability to discover and exploit vulnerabilit…
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Progress from our Frontier Red Team \ Anthropic
…p. Working with outside experts at Carnegie Mellon University, we ran experiments on realistic, large (~50 host) cyber ranges that test a model’s ability to discover and exploit vulnerabilit…
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Next-generation Constitutional Classifiers \ Anthropic
…he greatest risk of enabling real-world harm. They came close: we ran a bug bounty program challenging people to break the system, in which one universal jailbreak was found. While effective…
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Migrating Pinkary from Laravel Forge to Laravel Cloud: An engineering playbook | Laravel - The clean stack for Artisans and agents
…lved them. Pinkary was built by someone who is definitely not a stranger to Laravel, Nuno Maduro. It is an open-source social link-in-bio platform built on Laravel and Livewire, Laravel's fu…
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GitLab Orbit is GA: Higher agent accuracy, lower token cost
…n’t see the merge request that last changed it, the pipeline that ran it, the vulnerability it carries, or the people who wrote and reviewed it. Guessing is expensive. If you’ve tried runnin…
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Semantic memory or just Markdown? | Laravel - The clean stack for Artisans and agents
…experience building Claude Code: the team tried vector databases, ran into stale indexes and permission complexity, and found glob and grep more useful for code. Our rule corpus fit comforta…
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Home Assistant says ‘Big tech ruined the cloud, so we’re out’ | The Verge
…address a concern some new users had that it meant Home Assistant ran in the cloud, says Schoutsen. Home Assistant runs on local hardware and controls your smart home locally, but this means…
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Introducing Claude Sonnet 5 \ Anthropic
…Comp and the computer use evaluation OSWorld-Verified. Sonnet 5 (orange line) is a strict improvement over Sonnet 4.6 (gray line) and covers a much wider range of cost-performance options th…
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An alignment assessment of recent cybersecurity incidents \ Anthropic
… on July 30; we identified these after a scan of roughly 141,000 transcripts in which we believed Claude could have obtained internet access during a cyber evaluation. Given the volume of tr…
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