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?
AI
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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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Robotics Enables 290-Million-Year-Old Animal to Walk Again
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#Robotics help this 290 million-year-old animal walk again
— Ronald van Loon (@Ronald_vanLoon) 15 mars 2023
by @gigadgets_#AI #ArtificialIntelligence #MI #Robotics #MachineLearning
cc: @ronald_vanloon @bigdata @ravikikan pic.twitter.com/fe8I0oHvhH#Robotics help this 290 million-year-old animal walk again by @gigadgets_ #AI #ArtificialIntelligence #MI #Robotics #MachineLearning cc: @ronald_vanloon @bigdata @ravikikan
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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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All-Terrain Security Robots for Property Protection
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These all-terrain security #Robots keep your property safe
— Ronald van Loon (@Ronald_vanLoon) 15 mars 2023
by @TechInsider#AI #MachineLearning #ArtificialIntelligence #ML #MI #DL #Robotics #IoT
cc: @dirkschaar @space_mog @maxjcm @ronald_vanloon pic.twitter.com/q32YY4t020These all-terrain security #Robots keep your property safe
by @TechInsider #AI #MachineLearning #ArtificialIntelligence #ML #MI #DL #Robotics #IoT cc: @dirkschaar @space_mog @maxjcm @ronald_vanloon -

GPT-4 benchmarks and test-writing suggestion
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Full set of GPT-4 benchmarks. Maybe it should start writing the tests, too.
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Citing emergent abilities paper and pie-chart creation
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@sleepinyourhat You can cite the emergent abilities paper! https://
arxiv.org/abs/2206.07682 Actually all the info is in Appendix E. I just made the pie-chart for twitter purposes 🙂 -
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