Use the vitals package with ellmer to evaluate and compare the accuracy of LLMs, including writing evals to test local models.
RPTU University of Kaiserslautern-Landau researchers published “From RTL to Prompt Coding: Empowering the Next Generation of Chip Designers through LLMs.” Abstract “This paper presents an LLM-based ...
In practice, the choice between small modular models and guardrail LLMs quickly becomes an operating model decision.
Users running a quantized 7B model on a laptop expect 40+ tokens per second. A 30B MoE model on a high-end mobile device ...
Qwen3-Coder-Next is a great model, and it's even better with Claude Code as a harness.
They really don't cost as much as you think to run.