Yeah I’m working on a version that stripped out Langchain as default execution agent. Mostly for making debugging easier.
CODE
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Python Framework Development and TypeScript Translation for AI
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I guess that would be a one word change in the prompts I'm using. Python basic framework is close, then maybe I'll have ChatGPT translate to Typescript.
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Relevant Context Management for Autonomous Agents
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The thread broke, but here's a simple example of how "relevant context" (most relevant tasks from past) can be provided to current task. Allowing the autonomous agent to continue generating novel ideas and next steps – that wouldn't fit within a context window.
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Balancing Context Length, Speed, and Cost in AI Systems
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The decisions you need to make… – how much context you provide
– where/what/how you summarize
– how you break up knowledge
– etc. …are a constant balance of context length, model speed and cost, use case, latency, keeping up w latest tools, and more. -
Pinecone Vector Search Enhances Task Execution Memory
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Added a new "Relevant Context" section that shows up in the "Task Execution" stage. This is to show how we're using @Pinecone vector search to provide memory from past tasks into the current task being executed. It's empty on step 1.
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Training Models: Foundation for Effective Testing Processes
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Because if you don’t train it, then you have nothing to test?
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Carnegie Mellon Deep Learning Course 2022-23 Lectures and Resources
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Introduction to Deep Learning, Carnegie Mellon 2022-23 Lecture(2023): https://
youtube.com/playlist?list=
PLp-0K3kfddPwgBSCbDtT6NaVOd-gIHVMW
… Lecture(2022): https://
youtube.com/playlist?list=
PLp-0K3kfddPy99Ia2XeM7awOEmzTSzsSq
… Website: http://
deeplearning.cs.cmu.edu/S23/index.html (Some lectures are way too advanced. Might not be a good starting point if this is your first contact with ML) -
ChatGPT Plugin Idea for Enhanced Functionality
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Love it. Was thinking this would be a super helpful ChatGPT plugin
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Custom Python Loop Implementation for Three Agents
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Yeah I took it out for this version. It’s now just a custom Python loop w the three agents.
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Building from Scratch vs Customizing Libraries in Development
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I seem I have an easier time building from ground up, vs customizing a library – felt like my code was becoming increasingly hard to read and inefficient.