Before long every paper will come with a bot that will discuss it at any length with anyone.
AGENTS
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Tool Loop Implementation Guide for AI Agents
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Anyhoo, here's what I wrote quite some time ago… https://
claudette.answer.ai/toolloop.html -
AgentOS: A New Tool Loop for AI Agents
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The other day I saw someone called their tool loop "AgentOS".
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Agency and Dignity in the Age of AI Temptation
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Trust me, I've been tempted. But then I remember that I have agency. And dignity. 😉
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Rebranding LLM Library as Agentic Framework for Market Traction
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I wonder if https://
claudette.answer.ai would have more traction if you labeled it an "agentic framework though – that seems to be the name that other competitors are settling on, I'm seriously considering rebranding my LLM Python library -

1994 Academic Confusion Over AI Agent Definition
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In 1994 well respected figures in the academic AI world were already embarrassed at how little agreement there was over what the term "agent" actually meant!
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Proposing ‘as a tool’ as alternative terminology to ‘agentic’
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Also, instead of "agentic", we could say "as a tool". e.g: "agentic search" -> "search as a tool"
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Terminology debate: agent versus tool loop in AI systems
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This sounds right to me. So… can we now all agree to stop saying "agent" and say "tool loop" instead? It's the same # of syllables, and is much clearer.
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Figure AI builds humanoid pre-training dataset for robot navigation
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1/4 .@Figure_robot is building an enormous humanoid pre-training dataset that maps human behavior in real-life residential, office, and logistics spaces.
— Chubby♨️ (@kimmonismus) 18 septembre 2025
They use only egocentric videos of people moving around in everyday spaces to teach the robot (Helix) how to navigate in such… pic.twitter.com/TNmAJF1I5S1/4 .
@Figure_robot is building an enormous humanoid pre-training dataset that maps human behavior in real-life residential, office, and logistics spaces. They use only egocentric videos of people moving around in everyday spaces to teach the robot (Helix) how to navigate in such -
Sub-Agent Pattern in Claude: Context Window Job Dispatch
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That's pretty much the sub-agent pattern, as seen in Claude Code and Claude Research and friends – the parent LLM can dispatch a job to a sub-agent which then works on it as part of its own fresh context window and passes the result back up when it's done