Spliit VS Language-games

For my expense sharing app [1], I added receipt scanning in a few minutes and a few lines of code by using GPT 4 with Vision. I am aware that LLMs often are a solution looking for a problem, but there are some situations where a bit of magic is just great :)

It is a Next.js application, calling OpenAI’s API using a plain API route.

[1] https://spliit.app

I created the project a couple of years ago to learn Go, but I just rewrote it using a stack I am more comfortable with (Next.js). I also made it open source [1], to feel free to contribute ;)

[1] https://github.com/scastiel/spliit2

I totally rewrote it (migrating the existing data of course) with a technology I am more familiar with (Next.js, React, TailwindCSS, Prisma…), and made the new version open source! Feel free to contribute by creating an issue or even a pull-request if you want 😉.

I was working on this stuff before it was cool, so in the sense of the precursor to LLMs (and sometimes supporting LLMs still) I've built many things:

1. Games you can play with word2vec or related models (could be drop in replaced with sentence transformer). It's crazy that this is 5 years old now: https://github.com/Hellisotherpeople/Language-games

2. "Constrained Text Generation Studio" - A research project I wrote when I was trying to solve LLM's inability to follow syntactic, phonetic, or semantic constraints: https://github.com/Hellisotherpeople/Constrained-Text-Genera...

3. DebateKG - A bunch of "Semantic Knowledge Graphs" built on my pet debate evidence dataset (LLM backed embeddings indexes synchronized with a graphDB and a sqlDB via txtai). Can create compelling policy debate cases https://github.com/Hellisotherpeople/DebateKG

4. My failed attempt at a good extractive summarizer. My life work is dedicated to one day solving the problems I tried to fix with this project: https://github.com/Hellisotherpeople/CX_DB8

I wrote a set of "language games" using word embeddings. Very similar to what's shown here.

https://github.com/Hellisotherpeople/Language-games