diff --git a/core/z_core.h b/core/z_core.h
index a1cd1e0..233ce6b 100644
--- a/core/z_core.h
+++ b/core/z_core.h
@@ -226,7 +226,7 @@ struct block_q8_1 {
 };
 
 
-// Z-VERIFY: Block sizes must match GGUF binary format exactly
+// STATIC ASSERT: Block sizes must match GGUF binary format exactly
 static_assert(sizeof(block_q4_K) == 144, "block_q4_K size mismatch!");
 static_assert(sizeof(block_q8_0) == 34, "block_q8_0 size mismatch!");
 static_assert(sizeof(block_q6_K) == 210, "block_q6_K size mismatch!");
diff --git a/runtime/expert_profiler.h b/runtime/expert_profiler.h
index 8e6bab6..2fa3944 100644
--- a/runtime/expert_profiler.h
+++ b/runtime/expert_profiler.h
@@ -1,5 +1,5 @@
 // ═══════════════════════════════════════════════════════════════════════════════
-// INFERENCEX — Expert Profiler (Kimi-Signal-935 Genesis)
+// INFERENCEX — Expert Profiler
 // Copyright (C) 2025-2026 Salka Elmadani. All rights reserved.
 // Licensed under the Business Source License 1.1 (BSL-1.1)
 // See LICENSE file for full terms. Morocco.
@@ -81,7 +81,7 @@ public:
         FILE* f = fopen(path, "w");
         if (!f) return;
 
-        fprintf(f, "# KIMI-SIGNAL-935 Expert Profile | %lu tokens\n\n",
+        fprintf(f, "# IX Expert Profile | %lu tokens\n\n",
                 (unsigned long)total_tokens_);
 
         for (int l = 0; l < n_layers_; ++l) {
diff --git a/runtime/moe_mla.h b/runtime/moe_mla.h
index b13966d..37d171b 100644
--- a/runtime/moe_mla.h
+++ b/runtime/moe_mla.h
@@ -669,7 +669,7 @@ public:
         }
     }
 
-    // KIMI-SIGNAL-935 PROFILING
+    // EXPERT PROFILING
     void dump_csv(const char* path) const {
         FILE* fp = fopen(path, "w");
         if (!fp) return;