plan.md

API

The idea:

Zero-shot text generation using ChatGPT

SEE: https://js.langchain.com/docs/modules/models/chat/

• /text Take prompt, output text
  • In app/ufoai/text/route.ts

ChatGPT With Loaders, Etc.

• /ufoai/chat
  • • /text Take prompt, output text
  • In app/ufoai/chat/route.ts
• Has UI, too maybe?

Few-shot using PromptTemplates

SEE: https://js.langchain.com/docs/modules/prompts/prompt_templates/

• In app/ufoai/text/prompt/route.ts
• POST /text/prompt
  • Send heading, previous paragraphs and keywords
  • This needs to store that as JSON so it can be used
  • And return a JSON {uuid:}
• GET /text/prompt
  • Send and
  • Use the saved prompt template to generate text

Needs:

• Database or file system for storing prompt templates

Injest Data, Use It For Better Responses

You can't expect any of this to be great with out embedding data or fine tune models.

• Use document loaders
  • https://js.langchain.com/docs/modules/indexes/document_loaders/
• Make idexes
• Create chains that write based on preexisting content.
  • https://js.langchain.com/docs/modules/chains/llmchain/
• Write chains that make suggestions to improve content.
• Fine tuning?

UI

• Chat UI

  • `https://localhost:3000/chat
  • Make it like ChatGPT, but more useful with loaders, agents, etc.

• UI for crafting blog posts

• Image generation with Replicate

Authentication/ eCommerce/ Whatever

Ideas

• Make it so you can use your own API Key
  • https://twitter.com/poorlybatched/status/1633854291835506689
  • https://fosstodon.org/@josh412/110005451639412405
• Use existing Laravel app for user auth/ billing
• Use a database