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

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2 article(s)

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

A cracked "verified" checkmark under a magnifying glass beside a cluster of nearly-identical leaderboard bars, with stats on leaked fixes and score inflation.

🤖 Artificial Intelligence Analysis

SWE-bench Verified Is Saturated: What the Score Actually Measures Now

SWE-bench Verified became AI labs' most-cited coding benchmark, but independent audits found roughly a quarter to a third of "solved" issue…

EduFabTech · 14 Sep 2026 · 8 min read