pipeline overhaul

.env.example

@@ -80,6 +80,14 @@ AI_SIMILARITY_THRESHOLD=0.3
 AI_EMBEDDING_SELECTION_LIMIT=30
 AI_EMBEDDING_CONCEPTS_LIMIT=15
 
+# === METHOD/TOOL BALANCE CONFIGURATION ===
+# Controls the ratio of methods vs software tools sent to AI
+# Methods = procedural guidance, best practices, workflows
+# Software = actual tools and applications
+# Values should sum to less than 1.0 (remainder is buffer)
+AI_METHOD_SELECTION_RATIO=0.4    # 40% methods (increase for more procedural guidance)
+AI_SOFTWARE_SELECTION_RATIO=0.5  # 50% software tools (increase for more tool recommendations)
+
 # AI selection limits
 AI_MAX_SELECTED_ITEMS=25
 AI_MAX_TOOLS_TO_ANALYZE=20
@@ -155,6 +163,14 @@ CONFIDENCE_HIGH_THRESHOLD=80
 # AI_MAX_TOOLS_TO_ANALYZE=10
 # AI_EMBEDDINGS_ENABLED=false
 
+# 🔬 METHOD-FOCUSED (more procedural guidance, less tools):
+# AI_METHOD_SELECTION_RATIO=0.6
+# AI_SOFTWARE_SELECTION_RATIO=0.3
+
+# 🛠️ TOOL-FOCUSED (more software recommendations, less methods):
+# AI_METHOD_SELECTION_RATIO=0.2
+# AI_SOFTWARE_SELECTION_RATIO=0.7
+
 # ============================================================================
 # 🌐 AI SERVICE EXAMPLES
 # ============================================================================