[base76]

Nouse doesn't compete with NumPy — they're in completely different categories. NumPy is numerical array computation. Nouse is a knowledge graph that injects structured context into LLM prompts.

The relevant comparison is: does a small model with Nouse answer domain questions better than a large model without it?

Benchmark says yes. 96% vs 47%.

[dominexmacedon]

Yes, it was javascript-based package. NumPy is highly optimized by Native. It can't be competed. But starlight-numera is still useful for advanced tasks like computing and data science - related tasks on web and scripting.