Trustworthy agents in practice
…Subagents raise new questions about how users can understand and steer workflows that are no longer neatly visible as a single thread of actions. We are exploring different coordination patterns to address…
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Mapping AI-enabled cyber threats: Insights from the LLM ATT&CK Navigator
…The AI operated autonomously during reconnaissance and internal discovery, adapted its approach when it encountered unanticipated infrastructure like container image signing workflows and service account identities, and staged and compressed tens of…
Vibe physics: The AI grad student
…is fully responsible for the scientific content and integrity of this paper. Such recognition of integrity and responsibility is important. After all, it would not be good for science if people put…
Building AI for cyber defenders
…The challenges that are part of this evaluation reflect somewhat complex, long-duration workflows. For example, one challenge involved analyzing network traffic, extracting malware from that traffic, and decompiling and decrypting the…
Demystifying evals for AI agents
…Its `autoevals` library includes pre-built scorers for factuality, relevance, and other common dimensions. LangSmith offers tracing, offline and online evaluations, and dataset management with tight integration into the LangChain ecosystem. Langfuse…
Anthropic Economic Index report: Economic primitives
…2 Product changes during this period—including file creation capabilities , persistent memory , and Skills for workflow customization —may have shifted usage patterns toward more collaborative, human-in-the-loop interactions. Within the…
Estimating AI productivity gains
…While AI models lack context about users' expertise, workflows, and constraints, we find that model-estimated times show promising accuracy for a dataset of software engineering tasks, relative to both human-estimated…
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