diff --git a/agents/stock/workspace/scripts/behive_web.py b/agents/stock/workspace/scripts/behive_web.py
index 88c4a71..e01a9da 100644
--- a/agents/stock/workspace/scripts/behive_web.py
+++ b/agents/stock/workspace/scripts/behive_web.py
@@ -1584,7 +1584,7 @@ def _tag_chip_html(code: str, name: str, interactive: bool = False) -> str:
     if not text:
         return ''
     cls = 'tag-chip tag-leader' if leader else 'tag-chip'
-    chip_text = html.escape('#' + text)
+    chip_text = html.escape(text)
     return f'<span class="{cls}">{chip_text}</span>'
 
 
@@ -4116,7 +4116,7 @@ details.row + .section-label { margin-top: 14px; padding-top: 24px; border-top-c
 .muted { color: #5a5f6c; font-weight: 400; }
 
 .badge { display: inline-block; padding: 2px 8px; border-radius: 999px; font-size: 10px; font-weight: 500; line-height: 1.6; font-variant-numeric: tabular-nums; white-space: nowrap; flex: none; letter-spacing: 0.02em; }
-.tag-chip { display: inline-block; padding: 1px 6px; border-radius: 4px; font-size: 10px; font-weight: 500; line-height: 1.5; color: #d6b34a; background: rgba(214,179,74,0.10); border: 1px solid rgba(214,179,74,0.30); white-space: nowrap; flex: none; letter-spacing: 0.01em; font-family: inherit; pointer-events: none; user-select: none; }
+.tag-chip { display: inline-block; padding: 0 4px; border-radius: 3px; font-size: 8.5px; font-weight: 500; line-height: 1.4; color: #d6b34a; background: rgba(214,179,74,0.10); border: 1px solid rgba(214,179,74,0.30); white-space: nowrap; flex: none; letter-spacing: 0.01em; font-family: inherit; pointer-events: none; user-select: none; }
 .tag-chip.tag-leader { color: #ff6b78; background: rgba(255,77,94,0.12); border-color: rgba(255,77,94,0.42); font-weight: 600; }
 .btn-add-tag { display: inline-block; padding: 1px 6px; border-radius: 4px; font-size: 10px; font-weight: 500; line-height: 1.5; color: #5a5f6c; background: transparent; border: 1px dashed rgba(120,124,135,0.30); white-space: nowrap; flex: none; cursor: pointer; font-family: inherit; }
 .btn-add-tag:hover { color: #d6b34a; border-color: rgba(214,179,74,0.45); }