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**Paper:** Gurnee, Sofroniew, Lindsey et al. (Anthropic, July 2026)
**URL:** https://transformer-circuits.pub/2026/workspace/index.html
+**Full writeup (Jayrup, 2026-08-07):** https://jayrup.me/blog/jacobian-lens-frequency
## Core claim