Measuring LLMs' impact on N-day exploits
…This means that a working exploit is often simply a matter of time. Historically, patch diffing has been slow, specialized work, which bought defenders time to roll out their updates widely. The…
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Anthropic Economic Index report: Cadences
…Why does this matter economically? In conversations mapped to higher-wage occupations, Claude produces more (1.34 times as much output per turn), while users engage more (1.53 times as many…
Introducing Sonnet 4.6
…At the same time, computer use poses risks: malicious actors can attempt to hijack the model by hiding instructions on websites in what’s known as a prompt injection attack. We’ve…
Emotion concepts and their function in a large language model
…they encode the operative emotional content most relevant to the model’s current or upcoming output, rather than persistently tracking Claude’s emotional state over time. For instance, if Claude writes a…
Claude's extended thinking
…Serial and parallel test-time compute scaling When Claude 3.7 Sonnet is using its extended thinking capability, it could be described as benefiting from “serial test-time compute”. That is, it…
The assistant axis: situating and stabilizing the character of large language models
…If you’ve spent enough time with language models, you may also have noticed that their personas can be unstable. Models that are typically helpful and professional can sometimes go “off the…
Labor market impacts of AI: A new measure and early evidence
…We intend to apply this methodology to new settings over time. In their framework, “Directly exposed'” tasks were those that could be completed in half the time with an LLM (with a…
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