Most agent actions on our API are low risk. 73% of tool calls appear to have a human in the loop, and only 0.8% are irreversible. But at the frontier, we see agents acting on security systems, financial transactions, and production deployments (though some may be evals).
AUTOMATION
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User Experience Shift: Interruptions Increase With Claude Code Experience
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But interruptions also increase with experience. New users interrupt Claude Code in 5% of turns, compared to 9% for more experienced users. This suggests a shift from approving each action to delegating and interrupting when needed.
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User Oversight Strategy Shifts with AI Experience
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As users gain experience, their oversight strategy shifts. New users approve each action individually. By 750 sessions, over 40% of sessions are fully auto-approved.
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Real-world agent deployment: safety implications across contexts
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Agents are already being deployed across contexts that range from e-mail triage to cybersecurity research. Understanding this spectrum is critical for safe deployment, yet we know surprisingly little about how people actually use agents in the real world.
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Offering to pay for one month of FSD for comparison
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I will pay for you to get FSD for one month and compare. They aren’t close to the same
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FSD is way better in all driving, not just city
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FSD is way better in all driving. Not just in city. https://
x.com/Scobleizer/sta
/Scobleizer/status/2023885412763398664
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FSD smoother than others, criticizes lack of recent usage
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And FSD is way smoother than all others. You already admitted you haven’t used FSD in past two weeks so you have zero credibility to tell me Comma is better
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Agentic AI Fundamentals: Planning, Acting, Reflecting and Multi-Agent Systems
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Agentic AI, simplified: • Agents are systems
• Plan → Act → Reflect loops
• Memory = compounding intelligence
• Tools = real-world impact
• Multi-agent > single-agent If it only chats, it’s not agentic. Via @ingliguori -
LangSmith Agent Builder Major Update: New Chat and File Features
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🚀 We just shipped a major update to LangSmith Agent Builder:
— LangChain (@LangChain) 18 février 2026
• New agent chat: One always-available agent with access to all your workspace tools
• Chat → Agent: Turn any conversation into a specialized agent with one click
• File uploads: Attach files directly to Agent… pic.twitter.com/tNDIKLTcY4We just shipped a major update to LangSmith Agent Builder: • New agent chat: One always-available agent with access to all your workspace tools
• Chat → Agent: Turn any conversation into a specialized agent with one click
• File uploads: Attach files directly to Agent