helpful links i am aware of for trending projects:
1. papers: https://
papers.labml.ai/papers/weekly
2. papers+code: https://
paperswithcode.com
3. code: https://
github.com/trending
@karpathy
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Helpful Links for Trending ML Projects and Papers
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Andrej Karpathy discontinues arxiv-sanity maintenance
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Sad but I just don't have the time to maintain it anymore. It's possible I'll try to build yet another version of a more LLM-powered arxiv-sanity, I have a few ideas there. For now it is what it is sorry. Please refer to:
1 https://
papers.labml.ai/papers/weekly
2 https://
paperswithcode.com -
GPTs Execute Natural Language Programs Through Document Completion
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9/ Pulling in one more relevant tweet of mine from a while ago. GPTs run natural language programs by completing the document.
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New Programming Paradigm Expands Developer Base to 1.5B People
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This is not an exhaustive list (people can add more in replies), but at least some of the articles I saw recently that stood out. It's still early days but this new programming paradigm has the potential to expand the number of programmers to ~1.5B people.
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Prompt Engineering as LLM Psychology: Why Prompts Matter
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8/ These examples illustrate how prompts 1: matter and 2: are not trivial, and why today it makes sense to be a "prompt engineer" (e.g. @goodside ). I also like to think of this role as a kind of LLM psychologist.
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Bing Chat’s Prompt Revealed by Injection, Identity Construction
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7/ The prompt allegedly used by Bing chat, potentially spilled by a prompt injection attack https://x.com/marvinvonhagen/status/1623658144349011971?lang=en … important point for our purposes is that the identity is constructed and programmed in English, by laying out who it is, what it knows/doesn't know, and how to act.
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GPT as Backend: LLM-Powered State Management with Natural Language
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6/ "GPT is all you need for the backend" https://
github.com/TheAppleTucker
/backend-GPT
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Tired: use an LLM to help you write a backend
Wired: LLM is the backend
Inspiring project from a recent Scale hackathon. The LLM backend takes state as JSON blob and modifies it based on… English description. -
ChatGPT iOS Shortcut Creates Advanced HomeKit Voice Assistant
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5/ "ChatGPT in an iOS Shortcut — Worlds Smartest HomeKit Voice Assistant" https://
matemarschalko.medium.com/chatgpt-in-an-
ios-shortcut-worlds-smartest-homekit-voice-assistant-9a33b780007a
… This voice assistant is significantly more capable and personalized than your regular Siri/Alexa/etc., and it was programmed in English. -
Prompts Enable Complex Multi-Step Reasoning Through Strategic Design
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2/ These two [1] https://
arxiv.org/abs/2205.11916 , [2] https://
arxiv.org/abs/2211.01910 are good examples that the prompt can further program the "solution strategy", and with a good enough design of it, a lot more complex multi-step reasoning tasks become possible. -
Building a Virtual Machine Inside ChatGPT with English Programming
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4/ Building A Virtual Machine inside ChatGPT https://
engraved.blog/building-a-vir
tual-machine-inside/
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Here we start getting into specifics of "programming" in English. Take a look at the rules and input/output specifications declared in English, conditioning the GPT into a particular kind of role. Read in full.