Log every function call, store success/error, rate result with LLM, use that to add weights to functions, use weights when calling functions. Advanced methods might include embedding user input and somehow calculate a weight specific to the embedding (is this the right tool for
AGI
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User Interaction Drives AI Self-Improvement and Data Generation
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Thanks! Yeah I think building in user interaction can generate helpful data to continue self-building better and better.
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Building Reusable Functions for AI Agents
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Good call. I didn’t include it here but my “Create function” step breaks the task down into multiple reusable functions, and then a wrapper function that uses those. So I think with good reasoning (plus external search when helpful), the agent should be building tools you don’t
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Level 3 Self-Build Agent Prototype with Query Processing
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Now it's far working well (as you can see from the errors…), but here's the output of a prototype self-build agent (lvl 3): – User description as input – Generate queries – Process query – Generates and stores multiple reusable functions for that query excited to share
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Anticipatory AI System with Autonomous Function Generation
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Level 3: Anticipatory A system that generates synthetic queries based on its understanding of the user, where each query is fed into the system 2 need-based system – which generates required functions as necessary. The result is a system that can autonomously generate functions
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Level 0: AI Access to Function Libraries and Tools
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Before we start, this is Level 0. A library of functions built by human developers that the AI has access to. The agent is not building its own functions.* *tools, skills, api calls, are all just functions
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Three Levels of Self-Building Autonomous Agents
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A helpful autonomous agent has access to all the tools you need – and nothing more. But we all have different needs, changing all the time, so… what we need is a self-building autonomous agent. Here, I'll describe the 3 levels of self-building autonomous agents:
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What is Agentic AI: An Easy Explanation For Everyone
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What is Agentic AI? An Easy Explanation For Everyone Dive into the world of Agentic AI, where AI systems act autonomously to achieve goals without human guidance. From personal assistants to autonomous vehicles, agentic AI is redefining sectors with its ability to learn,
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Global Leaders Discuss AI and Pressing World Issues
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It was an honor to share the stage with @BillGates , Francis Kere, and President @BillClinton to discuss many of the most pressing issues and opportunities of our times, including #AI, at @ClintonGlobal ‘s 2024 Annual Meeting.
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LLM Development Enters Innovation Phase: Path to Proto-AGI
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We are entering the 3rd phase of LLM Development. 1st phase was early tinkering, Transformer to GPT-3
2nd phase was scaling
3rd phase is an innovation phase: what breakthroughs beyond o1 get us to a new proto-AGI paradigm https://
x.com/a16z/status/18
38594324956864644/video/1
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