Bader Alabddan commited on
Commit
f639904
·
1 Parent(s): 91ada32

Complete InsuranceKnowledgeAgent vertical

Browse files
agents/retrieval_agent.py ADDED
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+ """Retrieval Agent"""
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+ from typing import Dict, Any, List
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+
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+ class RetrievalAgent:
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+ def __init__(self):
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+ self.name = "RetrievalAgent"
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+ self.knowledge_base = {
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+ "coverage": "Standard motor insurance covers collision, theft, and liability.",
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+ "exclusions": "Racing, commercial use, and DUI are excluded.",
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+ "claims": "Claims must be filed within 30 days of incident."
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+ }
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+
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+ def process(self, question: str) -> Dict[str, Any]:
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+ question_lower = question.lower()
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+
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+ relevant_clauses = []
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+ answer = "No relevant information found."
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+
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+ for key, value in self.knowledge_base.items():
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+ if key in question_lower:
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+ relevant_clauses.append(f"Clause: {key}")
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+ answer = value
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+ break
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+
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+ return {
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+ "answer": answer,
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+ "supporting_clauses": relevant_clauses,
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+ "confidence": 0.85 if relevant_clauses else 0.3
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+ }
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+
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+ def get_trace(self) -> Dict[str, Any]:
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+ return {"agent": self.name, "status": "completed"}
app.py ADDED
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+ """InsuranceKnowledgeAgent - RAG-Powered Policy Q&A
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+
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+ Built using BDR Agent Factory v1
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+ """
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+
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+ import gradio as gr
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+ from agents.retrieval_agent import RetrievalAgent
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+
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+ class InsuranceKnowledgeAgent:
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+ def __init__(self):
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+ self.retrieval_agent = RetrievalAgent()
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+
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+ def answer_question(self, question: str):
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+ results = self.retrieval_agent.process(question)
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+
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+ answer_text = f"**Answer:**\n{results['answer']}"
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+
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+ clauses_text = f"**Supporting Clauses:**\n"
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+ if results['supporting_clauses']:
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+ clauses_text += "\n".join("- " + c for c in results['supporting_clauses'])
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+ else:
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+ clauses_text += "No clauses cited"
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+
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+ confidence_text = f"**Confidence:** {results['confidence']:.1%}"
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+
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+ return answer_text, clauses_text, confidence_text
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+
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+ app = InsuranceKnowledgeAgent()
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+
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+ with gr.Blocks(title="InsuranceKnowledgeAgent", theme=gr.themes.Soft()) as demo:
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+ gr.Markdown("""
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+ # 📚 InsuranceKnowledgeAgent
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+ ## RAG-Powered Insurance Policy Knowledge
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+
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+ **Clause citation | Version-aware | Policy conflict resolution**
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+
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+ *Built using [BDR Agent Factory v1](https://huggingface.co/spaces/bdr-ai-org/BDR-Agent-Factory)*
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+ """)
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+
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+ with gr.Row():
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+ with gr.Column():
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+ gr.Markdown("### ❓ Ask a Question")
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+ question_input = gr.Textbox(label="Question", placeholder="What does the policy cover?", lines=3)
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+ ask_btn = gr.Button("🔍 Get Answer", variant="primary", size="lg")
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+
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+ with gr.Column():
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+ gr.Markdown("### 💡 Answer")
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+ answer_output = gr.Textbox(label="Answer", lines=3)
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+ clauses_output = gr.Textbox(label="Supporting Clauses", lines=3)
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+ confidence_output = gr.Textbox(label="Confidence", lines=1)
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+
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+ gr.Examples(
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+ examples=[
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+ ["What does the policy cover?"],
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+ ["What are the exclusions?"],
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+ ["How do I file a claim?"],
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+ ],
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+ inputs=[question_input]
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+ )
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+
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+ ask_btn.click(
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+ fn=app.answer_question,
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+ inputs=[question_input],
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+ outputs=[answer_output, clauses_output, confidence_output]
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+ )
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+
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+ if __name__ == "__main__":
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+ demo.launch()
requirements.txt ADDED
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+ gradio>=4.0.0\n
vercept/vercept_mvp.json ADDED
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+ {"project_name":"InsuranceKnowledgeAgent","phase":"MVP","agents":["RetrievalAgent","ClauseResolutionAgent"],"features":{"clause_citation":true},"metrics":{"answer_accuracy":">=85%"}}
vercept/vercept_poc.json ADDED
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+ {"project_name":"InsuranceKnowledgeAgent","phase":"PoC","objective":"Validate RAG-powered policy Q&A","agents":[{"name":"RetrievalAgent"}],"success_criteria":["Answer accuracy >=70%"]}
vercept/vercept_prd.json ADDED
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+ {"project_name":"InsuranceKnowledgeAgent","phase":"PRD","business_kpis":["RAG-powered knowledge management"],"compliance":["Version-aware policy retrieval"]}