Very cool demo that is also a great showcase for using LangChain’s prompt templates, LLM wrapper, and chains
PROMPT ENGINEERING
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LLM Interactions Beyond Prompts: Integration with Tools and Systems
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Yeah it’s really not limited to prompts talking to eachother, but rather any interactions between an LLM and other things (whether that be another prompt, or a python REPL, or anything)
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Making the IDE the Prompt: Beyond Traditional Prompt Engineering
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Completely eliminating prompts may not be possible: that is basically solving alignment, and that is AGI-hard (
https://
x.com/swyx/status/15
85810989521379329?lang=en
…) But we could take a page from @ryanjsalva
's Copilot and @nbaschez
's http://
Lex.page, and *make the IDE/UI the prompt*: -
Prompt Engineering Is a Kludge: Why It’s Just Temporary
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#StableDiffusion2 is all the hotness right now, but there'll be new versions every few months. I wanted to zoom out and talk about the open secret that all AI insiders seem to know: Prompt engineering is just a kludge. Quotes from @gwern
, @sama
, @GaryMarcus
, @josephofiowa
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Why Prompt Engineering and Generative AI Are Overhyped
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Why "Prompt Engineering" and "Generative AI" are overhyped https://
lspace.swyx.io/p/why-prompt-e
ngineering-and-generative
… – Quick recap of @StableDiffusion 2.0 puts & takes
– Why “Prompt Engineering” is a Product Smell
– Why “Generative AI” is underselling the potential -
Comparing Stable Diffusion 1.5 vs 2.0 Image Generation Quality
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easy to compare a lot of images from both models on http://
stableboost.ai , e.g. "cute dog cooking tacos, photorrealistic", grid of boosted images from 1.5 (left) and 2.0 (right). 2.0 looking more distorted, cartoony, simpler, ignores text more. may need more prompt engineering -
Stable Diffusion 2.0 Shows Quality Decline Compared to 1.5
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plot twist: stable diffusion 2.0 looks quite a bit worse on the few prompts i've tried so far compared to 1.5 (even not including celebrities/artists). Running theory seems to be this is due to an aggressive data sanitization campaign since the original release (?).
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Versatile Diffusion and Krea Updates Transform AI Image Generation
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The Prompter is back! Versatile Diffusion is a game changer. train a DreamBooth model in less than 5 minutes. big updates from Krea. https://
theprompter.substack.com/p/the-prompter
-008?sd=pf
… -
Prompt Engineering Techniques Need Refinement For Better Results
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This looked good at first glance but on inspecting further I don't think these are useful Bet you could get there with a bit more careful prompt engineering though!
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Optimizing GPT-3 Prompts Within Token Limits
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Fitting that into the prompt size limit for GPT-3 might be tricky but I bet someone could figure out how to do that