Calixte

one of my customers filled their whole website with content without ever opening the CMS dashboard

what’s the point of building an interface when your customers would rather use ChatGPT through MCP?

Tried to classify short multilingual chat messages without an LLM.

regex, k-NN, embeddings + logreg
~330 labeled msgs
best F1: ~55%

Moved on rather than over-optimize a problem that an API solves for cents.

If you’ve actually beaten that on noisy 1–2 line chats, what worked?

This is my first-ever post on x.

For the occasion, I wanna thank the @adonisframework team for their work.

I've been using it since v5 and it completely changed the way I build APIs. It's just so smooth now.

Go check it out, it's amazing.