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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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3 article(s)

Four published energy figures for one "typical" AI query — OpenAI's, Google's, and two independent estimates — spanning a roughly 12× range.

🌍 Climate & Energy Analysis

The Energy Cost of an AI Query: Vendor Numbers Versus Independent Measurement

OpenAI and Google have each published a per-prompt energy figure for their AI systems, but the two use different measurement boundaries, in…

EduFabTech · 2h ago · 7 min read

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