diff --git a/CLAUDE.md b/CLAUDE.md
index 54f3eca..484fc72 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -61,3 +61,5 @@ Sweep ngl: 0=18.7/8=19/16=18/24=23/32=33/99=45 -> monotone, full offload gagne.
 
 ## Profil HTP prefill (24/05)
 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)