diff --git a/telegram/kb_retrieval.py b/telegram/kb_retrieval.py
index a1e9241..87106e2 100644
--- a/telegram/kb_retrieval.py
+++ b/telegram/kb_retrieval.py
@@ -581,8 +581,8 @@ def format_context_for_prompt(ctx: KBContext) -> str:
         sections.append("## Matched Entities")
         for i, ent in enumerate(ctx.entities):
             sections.append(f"**{ent.name}** ({ent.entity_type}, {ent.domain})")
-            # Top entity gets full content (up to 2000 chars), rest get truncated
-            if i == 0:
+            # Top 3 entities get full content, rest get truncated
+            if i < 3:
                 sections.append(ent.overview[:2000])
             else:
                 sections.append(ent.overview[:500])