LLMs: Everyone Quotes Parameters, Tokens, Context Window Counts. Almost Nobody Knows What That Means.
Parameters, context windows, licenses and benchmark scores measure four completely different things — and only one is about quality. Explained by hiring a cook, with a verified 2026 comparison of six open-weight models.