Use the vitals package with ellmer to evaluate and compare the accuracy of LLMs, including writing evals to test local models.

Comprehensive Python API for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—from Python or the command line. 📚 Research ...

There's a lot you can automate.

These metrics should be used as conversation starters and indicators, not as absolute measures of performance. They are most valuable when: Used to identify trends over time Combined with qualitative ...

Familiarity with basic networking concepts, configurations, and Python is helpful, but no prior AI or advanced programming ...