If you like making models run fast for great impact — we're hiring: https://
openai.com/careers/softwa
re-engineer-model-inference
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OpenAI Hiring Software Engineer for Model Inference
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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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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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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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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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GPT-4 Templates Now Available on Replit Platform
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Lucky enough to have access to GPT-4 already? Check out our Python and Node.js templates to get started on Replit immediately Just bring your OpenAI API key https://
replit.com/@replit/OpenAI
-Python-GPT-4
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GPT-4 Access: ChatGPT Plus, Free Queries, and API Waitlist
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As the blog post says, GPT-4 will be added to ChatGPT Plus and OpenAI may give free GPT-4 queries to standard ChatGPT users. Developers and builders using OpenAI API can also request access to GPT-4 API by joining the waitlist. https://
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GPT-4 livestream showcases unprecedented new capabilities for developers
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The GPT-4 developer livestream (
https://
youtube.com/watch?v=outcGt
bnMuQ
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