feat: ver 2.0

LiteratureAgent.py

@@ -43,7 +43,7 @@ ALWAYS maintain valid XML structure with properly closed tags. Here are the arti
 
 
 class RoofCoverChatbot:
-    def __init__(self, model: str = "gpt-4o", temperature: float = 0.1):
+    def __init__(self, model: str = "gpt-4.1", temperature: float = 0.1):
         """
         Initialize the RoofCoverChatbot by setting up the retrieval chain,
         which uses scientific literature documents to generate an XML-formatted answer.
@@ -72,7 +72,7 @@ class RoofCoverChatbot:
         self.vectordb = Chroma(
             collection_name="roofs_collection",
             embedding_function=embeddings,
-            persist_directory="./chroma_langchain_db",
+            persist_directory="./chroma_db",
         )
         # Use similarity search to retrieve the top-K documents.
         self.retriever = self.vectordb.as_retriever(

Refiner.py

@@ -16,7 +16,7 @@ class Answer(BaseModel):
 
 
 class RefinementPipeline:
-    def __init__(self, model: str = "gpt-4o", temperature: float = 0.1):
+    def __init__(self, model: str = "gpt-4.1", temperature: float = 0.1):
         self.llm = ChatOpenAI(model=model, temperature=temperature)
         self.parser = JsonOutputParser(pydantic_object=Answer)
         self.prompt = PromptTemplate(

articles_db.csv

@@ -64,3 +64,6 @@ id,title,file_name,link
 64,IBHS Website,Transcript.pdf,https://ibhs.org/events/
 65,2025 FORTIFIED Home Standards,2025_fortified_home_standard.pdf,https://fortifiedhome.org/technical-documents/
 66,FORTIFIED Website,roofing_roadmaps_roof_101.pdf,https://fortifiedhome.org/roof/
+67,Claims Analysis and Damage Investigation of a Significant Hail Event in Rock Hill SC,claims_analysis_and_damage_investigation_of_a_significant_hail_event_in_rock_hill_sc.pdf,https://ibhs.org/?a=download&err=none&key=2d0eae667b0003d2edcd3faa1e4fbd86
+68,2024 Residential Wind-Loss Mitigation Study,2024_residential_wind_loss_mitigation_study.pdf,https://floir.com/docs-sf/default-source/property-and-casualty/other-property-casualty-reports/005480_fl_oir_report_final_240628.pdf?sfvrsn=bfaf26d9_3
+69,Performance of IBHS FORTIFIED Home Construction in Hurricane Sally,performance_of_ibhs_fortified_home_construction_in_hurricane_sally.pdf,https://www.aldoi.gov/PDF/News/PerformanceIBHSFortifiedHomeConstructionHurricaneSally.pdf