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Hi, thanks for your comment. Did you see the linked Notebook in the comments?

Hello, I could not find the document link. Please provide me here or add it in video description

Thanks so much for your feedback 😃 Great question - the TLDR is that you keep an ever expanding array of messages and pass them back and forth between the LLM and user each time. I may add an example of this in the future. You could also use a vector db to store the history and query it at inference time....

Thanks so much 🙏 I will!

Hi @naufal-yahaya - thanks for your support and for your question! Yes, I've recently spoken with a Pinecone developer who is doing exactly that - he shared that vector databases make an excellent place to store conversational history, because retrieval is so fast and accurate, and because you can skip having to send all that data back and forth each time.

Hi @RajPatel-d4u and thanks for your question! Ah I wasn't aware of that yet, but it makes sense and I'm guessing it's an extension of the vector datastore they already had for processing the documents of the custom GPTs - yes, so long as their API supports query methods, you should be able to swap that in instead. I may do another video in the future examining that in more detail.

Hi, did you use the same Notebook I linked?

@@zackproser no , I'm using the same code for rag pipeline

Is it solved ?

check the balance in openai platform... Probably your credit is over

Hi Usman, Thanks for your question! Are you saying that you're not able to export an environment variable that contains your key? In a Jupyter notebook host like Google Colab or Kaggle, you can use their secrets integration to set your Pinecone or any other API key. You then reference the secret using their library. Here's a link to a ton of example notebooks where we demonstrate this pattern: github.com/pinecone-io/examples Let me know if that's what you mean or not! Best, Zack

@@zackproser I want to ask that setting the pinecone api key in an environment variable is the only way to include the pinecone api key in the code. can i make a variable as api_key and equals it to actual api key in the code and then inset it in the pinecone???

@@usmantahir2609 you could also hard code your API key in your call to instantiate the Pinecone client, but I wouldn't recommend that from a security perspective

@@zackproser I checked about hard code of API but it was not working as expected., can you share the doc for that ? thanks

@@roopeshk.r3219 @zackproser exactly I am also facing this problem @roopeshk.r3219 can u tell me ur linkedin?

Thanks so much 🙏 Glad you found it useful. Stay tuned for more.

Thanks so much for the feedback and support 🙏 Glad it was useful. LMK what else you'd like to see in the future.

@@zackproser I still haven't thought on a specific issue, but I will be glad to update you when I'll have...

The full demo and tutorial is available at zackproser.com/chat. Check the link at the top. My site is also open source at github.com/zackproser/portfolio My site is Next.js and Tailwind CSS deployed on Vercel.

Thanks so much for your support 🙏☺️ I haven't changed much with this workflow since publishing the video. Lately however I've been shipping a ton of Next.js mostly as a solo dev, so I also use GitHub's native UI. Let me know if there are other topics you'd like to see covered in the future!

@@zackproser thank you for the answering, - I would really like the debugging of js (Next.js/React.js etc.) code to be covered in the future. Another topic which is very interesting - is writing tests and testing flow in neovim. Btw, it would be great if you leave some links on your dotfiles to have the same config as yours, it's pretty handy for the community, and allows to follow quickly, trying new things. Wishing you all the best of this world, waiting for the new useful videos from you, bro! Cheers!

Thanks for your comment 🐱

It's set to 4o on my system, but mods allows you to quickly switch between OpenAI and also local open source models

Glad you liked! There's ton more where this came from. What else are you interested in learning?

@@zackproser tools related to devops/automation/productivity

@@sanusihassan7125 Awesome - thank you - stay tuned, I've got plenty on those topics

@@zackproser subscribed!

@@sanusihassan7125 Woot! Thank you so much - tell all your friends :)

Thanks for the feedback! I'm planning on adding a series soon showing how to auth as well as code review, auto-commit messages and more...stay tuned.

Great idea - and I agree - I'll address that shortly in a follow-up video. I can also show how to swap between different models locally.

Thanks so much, will do 😄

You're very welcome 🙏

I agree :) thanks so much!

Very nice - glad you liked it!

Faisal - thank you so much for taking the time to leave these kind words of encouragement - they truly mean a great deal to me! I enjoy sharing this content because I find it fascinating but also I do it to help out other developers - since so many have helped me along the way as well. Happy building - if we can help you out with anything related to using Pinecone - please feel free to join us in the community forums to chat through issues / ideas or just meet other builders working on similar things: community.pinecone.io/ Best, Zack

Thanks so much! I do - check out github.com/zackproser/office-oracle. I have also open sourced the Jupyter notebooks I used for this project

@@zackproser If you figure out a good way to integrate langchain agents and streaming into this template - I have seen a lot of posts with people having issues with it. It would be a great video.

@@roberth8737 Excellent feedback, thank you. I'm going to dig into langchain agents shortly here myself as well as meet with a friend who has been experimenting lately. Hopefully will be able to do something around this soon. Really appreciate the heads up!

@@roberth8737 Good news - my colleague just created this Vercel template which leverages the streaming response pattern: vercel.com/templates/next.js/pinecone-vercel-ai - it's available on GitHub here: github.com/pinecone-io/pinecone-vercel-starter - but it doesn't use LangChain agents. If you had the video of your dreams, what would we be demonstrating start to finish? Building a similar Vercel template that used LangChain agents to accomplish a certain kind of task? Feedback / ideas very welcome!

Good question. I haven't tried gpqt engineer. Is it on GitHub?

Any time!

Ah, that error suggests you need to install the gh tool, which is GitHub's official command line interface. You can find it at github.com/cli/cli

If you already have it installed, then that error suggests it may be missing from your PATH.

@@zackproser yep, it’s installed, I can use gh command

@@zackproser I’ve just found that gh cli do not recommend install gh by snap what I did, I’ll try to reinstall with another manager

@@Krishtal3 Awesome! Glad you got it working and thanks for leaving this note. It will help others in the future.

🙌 Glad it was helpful 😄

Hi, @cristiandelgado9987 - absolutely! Thanks for asking. I'll get them into a public repository shortly and share the link back here once it's ready