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
@yoheinakajima
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AI Code Generation Framework Capabilities and Limitations
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Oh it doesn’t yet. The code it generates sucks. But the framework does the heavy lifting.
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Claude Sonnet 3.5 Outperforms GPT-3.5 in AI Model Comparison
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gpt3.5, forgot I need to clarify. sonnet 3.5 rocks
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Developer upgrading AI model framework using LiteLLM
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I am weirdly using 3.5 as I work on the framework, and plan on upgrading the model once framework is solid as a fun surprise for myself (using LiteLLM so easy to swap)
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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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Dynamic Function Generation for AI Query Processing
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Level 2: Need-based When a user submits a query, the AI first decides if an existing function works, and if not, will generate a new reusable function, generate parameters based on the original user input, and execute the new function to handle the query.
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AI-Powered Function Generation: Request-Based Tool Creation
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Level 1: Request-based Users can request to have functions generated by an AI, and when they query the system, the new function is available as an option for the AI to use. *There's lots that goes into this "Create Function Tool", but let's keep the chart simple (eg.
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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: