The next step is not needing find, copy, and paste the tax code. Add a safe way to store and share personal information and all of this gets automated!
@yoheinakajima
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Pinecone Hybrid Search for Few-Shot Examples Database
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Ooh both of these are great. Pinecone hybrid seems like a good approach for managing scale (unverified comment). Yours is interesting, is the purpose here for having a public database of few-shot examples?
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Open Standards for AI Models: Navigation and Implementation Challenges
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Hm, yeah an open standard seems to make sense. Though seems complicated to navigate which models to use etc, though worth it IMO
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Decentralized AI infrastructure with working group governance
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Oh awesome. Random next Q: should this be built with redundancy and no reliance on a single corporate entity? Maybe a working group makes sense.
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Public Data Embedding Efficiency and Database Solutions
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Hm good point to consider. I’ve seen at least 5 @paulg bots where they embedded his essays, and @gpt_index will chunk up and embed websites on the fly. I don’t have a clear answer, but this seems inefficient, at least for publicly available data – I’d love a public database of
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Automatic multi-layer clustering with continuous user feedback optimization
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Hm good point. How about automatic clusters embedded regularly, multi-layer as clusters grow, with constant testing and iteration through user feedback and observed speed.
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Public Embedding Database with Monetization Model
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A lot of people are embedding the same publicly available content. Would be fascinating to have a public database where you could contribute your embeddings that anyone could query. Include source URL and text as standard metadata. Maybe it’s one cent per 1000 calls to this
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Including Documentation and Error Codes in AI Code Debugging
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Amazing. I have been doing this (include docs, error code, my code) and ask for fixed code. Though the increased context length should help here a lot as I usually had to trim stuff.
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AI Newsletter Aggregator: Automated Master Newsletter Solution
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I joke, but both of these are actually helpful We just need someone to subscribe to every AI newsletter – then combine them into one master newsletter. Of course with AI.
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Exponential AI Growth Since 2023 Breaking Systems
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Somebody turned 2x mode on 2023 and it's breaking everything