EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 05 · Lesson 28LearnPython1 h29 lessons in phase

Long-Context Evaluation — NIAH, RULER, LongBench, MRCR

Gemini 3 Pro advertises 10M tokens of context. At 1M tokens, 8-needle MRCR drops to 26.3%. Advertised ≠ usable. Long-context evaluation tells you the actual capacity of the model you are shipping on.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

Part of Phase 05NLP — Foundations to Advanced. Use the previous / next cards below to keep browsing the phase.