diff --git a/backend/services/ai_analyzer.py b/backend/services/ai_analyzer.py
index 2702342..59c888b 100644
--- a/backend/services/ai_analyzer.py
+++ b/backend/services/ai_analyzer.py
@@ -1480,6 +1480,11 @@ Additional rules:
     portfolio_section = f"\n{portfolio_context_block}\n" if portfolio_context_block else ""
     convergence_section = f"\n{convergence_block}\n" if convergence_block else ""
 
+    # Inject all specialist desks — helps AI generate patterns across all asset classes
+    _all_desks = {"forex", "metals", "agri", "energy", "indices", "crypto", "bonds"}
+    specialist_block_suggest = _build_specialist_context_block(_all_desks)
+    specialist_section = f"\n{specialist_block_suggest}\n" if specialist_block_suggest else ""
+
     _sg_budget  = _cycle_meta.get("trade_budget_eur", 5000)
     _sg_h_min   = _cycle_meta.get("preferred_horizon_min", 30)
     _sg_h_max   = _cycle_meta.get("preferred_horizon_max", 180)
@@ -1494,7 +1499,7 @@ Additional rules:
 
     user = f"""You are a senior geopolitical and financial strategist, expert in options.
 {_suggest_mandate}
-{macro_block}{geo_block}{lessons_block}{reliability_block}{iv_block}
+{macro_block}{geo_block}{lessons_block}{reliability_block}{iv_block}{specialist_section}
 {temporal_news_block}
 ## Market prices (D-1 change)
 {market_block}