Reference library

Blog

Long-form assessment of technology and education. Every substantive claim links to a primary or authoritative source; every article ends with its reference list.

1 article

A capsule bar shows a model's advertised context window with a dashed marker where reliable accuracy actually ends, alongside stats on Llama 4 Scout's 10M-token claim, its 22% NoLiMa accuracy at 32K, and Mistral 7B's real 16K limit.

🤖 Artificial Intelligence Review

Long-Context Windows: What Independent Benchmarks Show Versus What Vendors Claim

Context windows now advertise millions of tokens, but independent benchmarks — RULER, NoLiMa, Lost in the Middle and a newer preprint on mu…

EduFabTech · 16 Sep 2026 · 10 min read