diff --git a/app/server/ChatbotAgent/core/stylist_agent_server.py b/app/server/ChatbotAgent/core/stylist_agent_server.py
index 3bbf5d8..b8fc352 100644
--- a/app/server/ChatbotAgent/core/stylist_agent_server.py
+++ b/app/server/ChatbotAgent/core/stylist_agent_server.py
@@ -250,9 +250,20 @@ class AsyncStylistAgent:
         if occasion == "Bridal / Wedding":
             request_summary += "IMPORTANT: Strictly only recommend colorful or white items (clothing, shoes, and bags)."
         elif occasion == "Evening":
-            request_summary += " **EVENING STYLE MANDATE:** Prioritize high textural contrast. Avoid flat/matte monochrome or total black looks. Ensure visual depth through layering (e.g., varying lengths or sheer panels). Use statement accessories to break simple silhouettes."
+            request_summary += (" **EVENING STYLE MANDATE:** Prioritize high textural contrast. Avoid flat/matte monochrome or total black looks. Ensure visual depth through layering "
+                                "(e.g., varying lengths or sheer panels). Use statement accessories to break simple silhouettes.")
         elif occasion == "Business / workwear":
-            request_summary += " **WORKWEAR STYLE MANDATE:** Focus on 'Power Dressing' silhouettes—prioritize sharp, oversized blazers paired with floor-length wide-leg trousers. Use tonal dressing (different shades of the same color) to create a sophisticated, elongated look. Balance masculine tailoring with polished, feminine textures. Select structured, architectural bags and pointed-toe or sleek loafers to maintain professional sharpness."
+            request_summary += (" **WORKWEAR STYLE MANDATE:** Focus on 'Power Dressing' silhouettes—prioritize sharp, oversized blazers paired with floor-length wide-leg trousers. "
+                                "Use tonal dressing to create a sophisticated, elongated look. Balance masculine tailoring with polished, feminine textures. "
+                                "Select structured, architectural bags and pointed-toe or sleek loafers. MANDATORY: Include a complete gold or silver jewelry set "
+                                "(earrings, necklaces, bracelets, and rings).")
+        elif occasion == "Outdoor":
+            request_summary += " **OUTDOOR STYLE MANDATE:** No jeans allowed. Focus on functional yet polished alternatives like chinos, technical fabrics, or tailored shorts."
+        elif occasion == "Festival / Concert":
+            request_summary += " **FESTIVAL STYLE MANDATE:** No maxi dresses or maxi skirts. Prioritize shorter hemlines, sets, or trousers to ensure ease of movement."
+        elif occasion == "Beach / Swim":
+            request_summary += " **BEACH STYLE MANDATE:** No denim allowed. Focus on breathable, lightweight fabrics like linen, silk, or crochet."
+
         sys_template = template.format(
             gender=self.gender,
             current_category=current_category.upper(),
diff --git a/app/taxonomy.py b/app/taxonomy.py
index 902f8da..bb010a8 100644
--- a/app/taxonomy.py
+++ b/app/taxonomy.py
@@ -163,7 +163,7 @@ OCCASION_CATEGORY_MAP = {
         "accessories": ["earrings", "necklaces", "bracelets", "rings"]
     },
     "Outdoor": {
-        "clothing": ["jackets", "jeans", "sweaters"],
+        "clothing": ["jackets", "sweaters", "pants", "joggers", "leggings", "shorts"],
         "shoes": ["boots"],
         "bags": ["backpacks", "travel bags"],
         "accessories": []