What is an agent? read more in detail
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- Jul 2025
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www.ibm.com www.ibm.com
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In today’s fast-moving, AI-powered era, autonomous agents are playing a bigger role than ever. They are helping businesses run smoother and making decisions affecting millions of lives every day. While these systems are designed to make our lives easier and unlock new opportunities, we can’t get carried away—we need to implement proper AI Agent Evaluation frameworks and best practices to ensure these systems actually work as intended and follow ethical AI principles.
Explore the key metrics, tools, and frameworks used for AI agent evaluation. Learn how to assess performance, reliability, and efficiency of AI agents in real-world scenarios.
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- Dec 2024
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louisville.edu louisville.edu
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Historically, AI was a tool
for - quote - AI: from tool b to agent - Roman Yampolskiy
quote - AI: from tool b to agent - Roman Yampolskiy - (see below)
- Historically, AI was a tool, like any other technology. Whether it was good or bad was up to the user of that tool.
- You can use a hammer to build a house or kill someone.
- The hammer is not in any way making decisions about it.
- With advanced AI, we are switching the paradigm
- **from tools
- to agents**.
- The software becomes capable of making its own decisions, working independently, learning, self-improving, modifying.
- How do we stay in control?
- How do we make sure the tool doesn’t become an agent that does something we don’t agree with or don’t support?
- Maybe something against us
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- Jun 2024
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by 2027 rather than a chatbot you're going to have something that looks more like an agent and more like a coworker
for - AI evolution - prediction - 2027 - AI agent will replace AI chatbot
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- Sep 2023
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the Bodhisattva vow can be seen as a method for control that is in alignment with, and informed by, the understanding that singular and enduring control agents do not actually exist. To see that, it is useful to consider what it might be like to have the freedom to control what thought one had next.
- for: quote, quote - Michael Levin, quote - self as control agent, self - control agent, example, example - control agent - imperfection, spontaneous thought, spontaneous action, creativity - spontaneity
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quote: Michael Levin
- the Bodhisattva vow can be seen as a method for control that is in alignment with, and informed by, the understanding that singular and enduring control agents do not actually exist.
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- adjacency between
- nondual awareness
- self-construct
- self is illusion
- singular, solid, enduring control agent
- adjacency statement
- nondual awareness is the deep insight that there is no solid, singular, enduring control agent.
- creativity is unpredictable and spontaneous and would not be possible if there were perfect control
- adjacency between
- example - control agent - imperfection: start - the unpredictability of the realtime emergence of our next exact thought or action is a good example of this
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example - control agent - imperfection: end
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triggered insight: not only are thoughts and actions random, but dreams as well
- I dreamt the night after this about something related to this paper (cannot remember what it is now!)
- Obviously, I had no clue the idea in this paper would end up exactly as it did in next night's dream!
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- spontaneous thought
- adjacency - nondual awareness - full control
- quote - Michael Levin
- example
- triggered insight
- unintended consequences - AI
- adjacency
- quote
- example - control agent - imperfection
- quote - self as control agent
- spontaneous action
- adjacency - illusory self - full control
- creativity - spontaneity
- triggered insight - singular and enduring control agent does not exist
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- Jul 2022
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bafybeiac2nvojjb56tfpqsi44jhpartgxychh5djt4g4l4m4yo263plqau.ipfs.dweb.link bafybeiac2nvojjb56tfpqsi44jhpartgxychh5djt4g4l4m4yo263plqau.ipfs.dweb.link
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A cognitiveagent is needed to perform this very action (that needs to be recurrent)—and another agent is neededto further build on that (again recurrently and irrespective to the particular agents involved).
This appears to be setting up the conditions for an artificial cognitive agent to be able to play a role (ie Artificial Intelligence)
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