diff --git a/docs/papers/asymmetric-kv-compression.md b/docs/papers/asymmetric-kv-compression.md
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@@ -344,12 +344,6 @@ These findings have been independently confirmed by multiple researchers:
 - Originally hit corrupt multilingual output on Madreag's fork with symmetric turbo3. Madreag's fork needs to pick up the same fix separately
 - First end-user confirmation of the head_dim=256 fix on Blackwell (SM 120) consumer hardware
 
-**@nihilistau** — [Vilenkin basis spectral analysis, Phi-2 + turbo3](https://github.com/ggml-org/llama.cpp/discussions/20969#discussioncomment-16442465) (2026-04-03):
-- Independent harmonic analysis of K and V cache vectors in the Vilenkin (p-adic/mixed-radix) basis suggests a spectral explanation for why asymmetric compression works
-- K vectors appear to concentrate energy in a small number of universal spectral indices (6 indices at 100% universality across all positions). V vectors appear to spread energy diffusely across the entire spectrum (max 20% universality, no dominant modes)
-- K and V appear to occupy disjoint spectral bands with zero overlap, suggesting they compress independently without interference
-- If confirmed across architectures, this would provide a mathematical basis for the empirical observation that V compression is free while K precision is critical
-- **Caveat:** tested on Phi-2 only. Needs validation on Qwen, Llama, and Gemma architectures before drawing general conclusions. The spectral structure may be model-dependent
 
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