diff --git a/requirements.txt b/requirements.txt
index 6cc5bce..dc5da54 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,12 +1,4 @@
-# Step 0-1 — Ispezione e verifica PDF
 pdfplumber==0.11.9
-
-# Step 2 — Conversione PDF → Markdown
 pymupdf4llm
-
-# conversione/ — Pipeline automatica PDF → clean Markdown (alternativa a step 0+1+2+3+4)
-# Richiede anche Java 11+ sul PATH: https://adoptium.net/
 opendataloader-pdf
-
-# Step 8 — Vettorizzazione
 chromadb