feat: ✨ AI Powered enhanced queries to get better results

config.yaml

@@ -8,11 +8,13 @@ models:
   enrich: "lm_studio/qwen-" # will have an identifier, based on amount of active LLMs see ./load_ingestion_llms.sh
   embedding: "text-embedding-qwen3-embedding-8b"
   retrieval: "lm_studio/qwen/qwen3-30b-a3b-2507"
+  expansion: "lm_studio/qwen/qwen3-30b-a3b-2507"
 
 # --- Ingestion Settings ---
 ingestion:
-  data_dir: "/home/cosmic/DnD"
-  db_path: "./data/dmv.db"
+  data_dir: "/home/jake/DnD"
+  db_path: "./data/"
+  db_name: "dmv.db"
   active_llms: 2
   parallel_requests_per_llm: 2
   chunk_size: 800
@@ -21,7 +23,7 @@ ingestion:
   time_file_location: "./data/time_file.txt"
 
 # ---- Agent Settings ----
-ingestion_agent: 
+ingestion_agent:
   ingestion_signature: |
     You are an expert Dungeon Master's assistant.
     Analyze the provided notes and extract a concise synopsis and relevant metadata.
@@ -36,3 +38,10 @@ retrieval_agent:
     Given the context and the question, answer the question.
     Do not make things up, base all of your answers on the context.
     Always site the file location of your source of information.
+
+expansion_agent:
+  expansion_signature: |
+    You are a query expansion expert, specialised in Dungeons and Dragons.
+    Given a user's question, generate 3-5 similar but enhanced search queries that would help find more relevant information.
+    Each expanded query should be distinct and add different perspective to the original question.
+    Return only the queries as a JSON list with key "queries"."""