GPT builds entire app from prompt (ft. SMOL Developer)

We leverage on SMOL AI Developer, (~150 lines of mostly prompt engineering code) to build a party invitation web application for us using just plain text prompting, powered by GPT-3.5 / GPT-4. Smol calls itself a "Coherent Whole Program Synthesis aka your own personal junior developer" and we give this a spin to see if it lives up to its promise.
Smol-ai Developer: github.com/smo...
Watch PART 1 of the LangChain / LLM series:
Build a GPT Q&A on your own data
• LangChain + OpenAI tut...
Watch PART 2 of the LangChain / LLM series:
LangChain + OpenAI to chat w/ (query) own Database / CSV!
• LangChain + OpenAI to ...
Watch PART 3 of the LangChain / LLM series
LangChain + HuggingFace's Inference API (no OpenAI credits required!)
• LangChain + HuggingFac...
Watch PART 4 of the LangChain / LLM series
Understanding Embeddings in LLMs (ft LlamadIndex + Chroma db)
• Understanding Embeddin...
Watch PART 5 of the LangChain / LLM series
Query any website with GPT3 and LlamaIndex
• GPT scrapes + answers ...
Watch PART 6 of the LangChain / LLM series
Locally-hosted, offline LLM w/LlamaIndex + OPT (open source, instruction-tuning LLM)
• Locally-hosted, offlin...
Watch PART 7 of the LangChain / LLM series
Building an AI language tutor: Pinecone + LlamaIndex + GPT-3 + BeautifulSoup
• Building an AI languag...
Watch PART 8 of the LangChain / LLM series
Building a queryable journal 💬 w/ OpenAI, markdown & LlamaIndex 🦙
• Building a queryable j...
Watch PART 9 of the LLM series
Making a Sci-Fi game w/ Cohere LLM + Stability.ai: Generative AI tutorial
• Making a Sci-Fi game w...
All the code for the LLM (large language models) series featuring GPT-3, ChatGPT, LangChain, LlamaIndex and more are on my github repository so go and ⭐ star or 🍴 fork it. Happy Coding!
github.com/onl...

[@vplegacy]

Thanks for making the video. Very informative and I learned a lot from it compared to all the other Smol Dev videos on youtube. Will you be making one of GPT Engineer any time? Would love to see you review that project.

[@SamuelChan]

Thank you, I appreciate it! I’ve been keeping an eye on GPT Engineer, very exciting project indeed. Will take a closer look!

[@eliluong]

what do you use to make your terminal look like that? and can you share what kind of vscode extensions you use one day? thanks.

[@SamuelChan]

For shell I use:
- zsh
- powerlevel10k (open source; theming for zsh)
The terminal itself I'm using
- Kitty (gpu based terminal emulator)
- a custom Kitty theme that I made to fit the rest of my desktop
My VSCode is quite bare minimum actually. I have:
- IntelliCode by Microsoft
- Python by Microsoft
- Pylance by Microsoft
- GitHub CoPilot
Then depending on whether I'm coding up a react / es6+ / typescript project or when I used to make tutorials on Solidity I may have one or two extension for syntax highlighting and QOL features in that language.

[@nikhilraj3052]

Hey hi again. Hope you are doing great. So i am working on a project in which when you give a description of a icon, it creates an icon and gives an svg formated output. So i was trying to use OpenAI api key but mine gets over soon. So i have been looking into huggingface text-to-image, stable-diffusion, stable-diffusion-logo-fine-tuned which i am not convinced with the output they give. Do you have any idea on what i can do?

[@SamuelChan]

Would StableDiffusion’s DreamStudio be worth exploring? It doesn’t generate svg though but if you don’t think that’s a hard requirement then it’s worth giving it a look.
I use it in my project here:
ruclips.net/video/uR93yTNGtP4/видео.html

[@nikhilraj3052]

@@SamuelChan That needs credits and i am not expecting that level of photos. I just need like icon buttons like filter button which is something basic. Lets say when i give an input a circle with a star inside, i just need a simple one. Sorry if i am disturbing you but i do need your help :). Btw i have a dataset which has the emoji's and its description but would i be able to create anything out of it?

[@SamuelChan]

@@nikhilraj3052 OK -- What about going the other extreme and make ASCII style logo from text prompts? That might be creative and easy to accomplish and also very cheap; you could even run a sufficiently large LLM locally and get the result. It's basically text to text. Sorry if its not what you are aiming for, just bouncing ideas with you!

[@nikhilraj3052]

@@SamuelChan Tbh, I am a basic student, all you are trying to say I understand but when it comes to implementing it, I am not that good. Thank you for your valuable inputs though. Wont forget them!

[@larryballard595]

😃 *promo sm*

[@SamuelChan]

Haha not affiliated though and not paid!