Qwen3-Coder-Next is a great model, and it's even better with Claude Code as a harness.

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

If LLMs don’t see you as a fit, your content gets ignored. Learn why perception is the new gatekeeper in AI-driven discovery. Before an LLM matches your brand to a query, it builds a persistent ...