diff --git a/CLAUDE.md b/CLAUDE.md
index 484fc72..fc8ea39 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -63,3 +63,6 @@ Sweep ngl: 0=18.7/8=19/16=18/24=23/32=33/99=45 -> monotone, full offload gagne.
 GATED_DELTA_NET ABSENT du profil HTP = GDN 100% CPU confirme. HTP top: CONT(copies) 4.6s, SSM_CONV 2.9, MUL_MAT 2.9, REPEAT, CPY. opsync gonfle, GDN_cpu = residu sale (~total-Reste), facteur 2.5 non leve net. Fait dur: 24/32 couches GDN hors NPU = sujet B-2. CONT/copies = overhead a tailler aussi. prefill 48.9.
 
 ## Chantier1 clos: prefill pp2048=46 sain, hang cli only (lib OK pour Kazeia/JNI)
+
+## Note: gen lente cli = decode sur HTP (pas le fix)
+-dev HTP0 garde decode sur NPU = 3-4 t/s + reasoning 200tok = 0.6 t/s percu. Vrai: prefill HTP 58 / decode CPU 13 (-dev none). cli mono-device, ne splitte pas. Cible = JNI prefill HTP -> bascule decode CPU. 0.6 t/s = artefact bench, pas perf.