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

By replacing repeated fine‑tuning with a dual‑memory system, MemAlign reduces the cost and instability of training LLM judges, offering faster adaptation to new domains and changing business policies.