Spaceman Speech

Spaceman Speech — Local NLP tool that compresses verbose prompts into optimized, structured format. 30-50% fewer tokens, same meaning. No LLM needed. Less cost, better prompts.

Comment

Inspiration

From the Viral Caveman Speech https://github.com/juliusbrussee/caveman i've decided to do it better in the futuristic way the prompts optimized by precision and structure not reduction to primal sentences!

What it does

Spaceman Speech compresses verbose LLM prompts using local NLP — stripping filler, restructuring into clean ROLE/TASK/OUTPUT format. 30-50% token savings, same meaning. No second LLM needed.

How we built it

Its Python backend fastapi and simple html, js frontend.

Challenges we ran into

NLP and Lemmatization and Cosine Similarity is difficult!

Accomplishments that we're proud of

Full working webapp for prompt optimization. The app vibe is Windows 95 design inspired. An window on classic pixel art background.

What we learned

Classical designs are so funny! We feel like hackers form 90's.

What's next for Spaceman Speech

We will open source it right after judgment! MIT license for free to everyone. We deserved prompts form cosmos!

Share this project:

Updates