diff --git a/samples/loan-validation-agent/.env.example b/samples/loan-validation-agent/.env.example
new file mode 100644
index 00000000..2495d634
--- /dev/null
+++ b/samples/loan-validation-agent/.env.example
@@ -0,0 +1,4 @@
+UIPATH_URL=https://alpha.uipath.com/<organization>/<tenant>
+UIPATH_ACCESS_TOKEN=YOUR TOKEN HERE
+ANTHROPIC_API_KEY=your_anthropic_api_key
+TAVILY_API_KEY=your_tavily_api_key
diff --git a/samples/loan-validation-agent/.vscode/settings.json b/samples/loan-validation-agent/.vscode/settings.json
new file mode 100644
index 00000000..65d939f9
--- /dev/null
+++ b/samples/loan-validation-agent/.vscode/settings.json
@@ -0,0 +1,11 @@
+{
+    "python.testing.unittestArgs": [
+        "-v",
+        "-s",
+        ".",
+        "-p",
+        "*test.py"
+    ],
+    "python.testing.pytestEnabled": false,
+    "python.testing.unittestEnabled": true
+}
\ No newline at end of file
diff --git a/samples/loan-validation-agent/agent.mermaid b/samples/loan-validation-agent/agent.mermaid
new file mode 100644
index 00000000..2900d529
--- /dev/null
+++ b/samples/loan-validation-agent/agent.mermaid
@@ -0,0 +1,23 @@
+---
+config:
+  flowchart:
+    curve: linear
+---
+graph TD;
+	__start__([<p>__start__</p>]):::first
+	__end__([<p>__end__</p>]):::last
+	__start__ --> researcher___start__;
+	researcher___end__ --> __end__;
+	subgraph researcher
+	researcher___start__(<p>__start__</p>)
+	researcher_agent(agent)
+	researcher_tools(tools)
+	researcher___end__(<p>__end__</p>)
+	researcher___start__ --> researcher_agent;
+	researcher_tools --> researcher_agent;
+	researcher_agent -.-> researcher_tools;
+	researcher_agent -.-> researcher___end__;
+	end
+	classDef default fill:#f2f0ff,line-height:1.2
+	classDef first fill-opacity:0
+	classDef last fill:#bfb6fc
diff --git a/samples/loan-validation-agent/graph.py b/samples/loan-validation-agent/graph.py
new file mode 100644
index 00000000..5e92e968
--- /dev/null
+++ b/samples/loan-validation-agent/graph.py
@@ -0,0 +1,223 @@
+from langchain_anthropic import ChatAnthropic
+from langchain_community.tools.tavily_search import TavilySearchResults
+from langgraph.graph import END, START, MessagesState, StateGraph
+from langgraph.prebuilt import create_react_agent
+from pydantic import BaseModel
+from typing import List, Dict, Any, Optional
+import json
+import re
+# Set up the Tavily search tool
+tavily_tool = TavilySearchResults(max_results=5)
+
+# Define system prompt
+with open("state-specific-validation.py", "r") as file:
+  state_specific_rules = file.read()
+
+system_prompt = f"""You are an advanced Loan Validation Agent designed to perform thorough checks on loan applications across all U.S. states. Your primary function is to validate information provided in JSON format and ensure consistency, going beyond basic automated form checks.
+
+For each loan application, you will:
+
+1. Parse the provided JSON input, which contains all necessary information about the applicant and their documents.
+
+2. Identify the applicant's state of residence from the JSON data.
+
+3. Perform the following general checks for all states:
+  - Verify that the name on all documents matches the applicant's name exactly, including any suffixes or middle initials.
+  - Confirm that pay stubs, bank statements, or W-2 forms are recent (typically within the last 60-90 days, or from the current/previous year for W-2s).
+  - Cross-verify the annual or monthly income stated in documents against the typed income in the portal.
+  - Ensure that the address on documents matches the portal-entered address.
+  - Check that all required documents are present and their metadata indicates they are complete and legible.
+  - Verify that signatures on documents match the applicant's name (if available).
+  - Confirm that employer information on documents is consistent with the portal data.
+  - Validate that document metadata and capture dates are recent and within acceptable ranges (usually 60-90 days).
+
+4. Apply state-specific validation rules based on the applicant's state:
+{state_specific_rules}
+
+5. Handle discrepancies and inconsistencies:
+  - Flag any mismatches between document information and portal-entered data.
+  - Identify inconsistencies across different documents.
+  - Report any missing or incomplete information required for the specific state.
+  - Highlight potential red flags or unusual patterns in the application data.
+
+6. Error handling and incomplete information:
+  - If critical information is missing from the JSON input, clearly state what is needed to complete the validation.
+  - For inconsistent information, provide details on the conflicting data points.
+  - Suggest additional documentation or clarification needed from the applicant when necessary.
+
+7. Provide a detailed validation report in the following format:
+  {{
+  "validation_report": {{
+   "is_valid": boolean,
+   "general_checks": {{
+    // Results of general validation checks
+   }},
+   "state_specific_checks": {{
+    // Results of state-specific validation checks
+   }},
+   "discrepancies": [
+    // List of found discrepancies or issues
+   ],
+   "recommendations": [
+    // List of recommendations for further action
+   ]
+  }},
+  "explanation": "Detailed explanation of the validation process and findings"
+  }}
+
+Remember, your role is crucial in ensuring the accuracy and legitimacy of loan applications. Be thorough, detail-oriented, and always adhere to the specific guidelines for each state.
+
+When you receive a loan application JSON, analyze the provided information to perform these checks. Then, proceed with your validation process and provide a comprehensive report.
+
+To accomplish these tasks, follow these steps:
+1. Use the TavilySearchResults tool to find recent and relevant information about the company.
+2. Analyze the collected data to form insights about the company's structure, key decision-makers, and potential outreach strategies.
+
+When using the search tool:
+- Clearly state the purpose of each search.
+- Formulate effective search queries to find specific information about different aspects of the company.
+- If a search doesn't provide the expected information, try refining your query.
+
+When responding, structure your output as a comprehensive analysis. Use clear section headers to organize the information. Provide concise, actionable insights. If you need more information to complete any part of your analysis, clearly state what additional details would be helpful.
+
+Always maintain a professional and objective tone in your research and recommendations. Your goal is to provide accurate, valuable information that can be used to inform business decisions and outreach efforts.
+
+DO NOT do any math as specified in your instructions.
+"""
+
+llm = ChatAnthropic(model="claude-3-5-sonnet-latest")
+
+research_agent = create_react_agent(llm, tools=[tavily_tool], prompt=system_prompt)
+
+
+
+class Address(BaseModel):
+    street: str
+    city: str
+    state: str
+    zip_code: str
+
+class TypedInfo(BaseModel):
+    name: str
+    address: Address
+    email: str
+    phone: str
+    employment_status: str
+    employer_name: str
+    annual_income: int
+    monthly_income: int
+    credit_score: int
+    residency_duration_years: int
+    portal_document_status: str
+
+class DocumentMetadata(BaseModel):
+    issue_state: Optional[str] = None
+    name_on_doc: Optional[str] = None
+    expiration_date: Optional[str] = None
+    signature_sample: Optional[str] = None
+    doc_quality: Optional[str] = None
+    capture_date: Optional[str] = None
+    pay_period_end: Optional[str] = None
+    net_pay: Optional[int] = None
+    employer_address: Optional[str] = None
+    doc_date: Optional[str] = None
+    account_holder: Optional[str] = None
+    statement_date: Optional[str] = None
+    address_on_statement: Optional[str] = None
+    pages_scanned: Optional[int] = None
+    insured_property_address: Optional[str] = None
+    policy_expiration: Optional[str] = None
+    coverage_amount: Optional[int] = None
+
+class UploadedDocument(BaseModel):
+    doc_type: str
+    doc_name: str
+    doc_metadata: DocumentMetadata
+
+class ApplicantData(BaseModel):
+    typed_info: TypedInfo
+    uploaded_documents: List[UploadedDocument]
+
+class LoanRequest(BaseModel):
+    amount_requested: int
+    purpose: str
+    term_years: int
+    interest_rate: float
+
+class ReviewDisplay(BaseModel):
+    summary: str
+    additional_metadata: str
+
+class GraphInput(BaseModel):
+    application_id: str
+    submission_timestamp: str
+    applicant: ApplicantData
+    loan_request: LoanRequest
+    review_display: ReviewDisplay
+
+
+class Report(BaseModel):
+    is_valid: bool
+    general_checks: Dict[str, Any]
+    state_specific_checks: Dict[str, Any]
+    discrepancies: List[str]
+    recommendations: List[str]
+
+class GraphOutput(BaseModel):
+    response: Report
+
+
+def research_node(state: GraphInput) -> GraphOutput:
+    # Format the user message with the company name
+    user_message = f"""Please validate the following loan application using the provided input data: {state}     
+
+        Please perform all necessary general and state-specific validation checks as per your guidelines. Pay special attention to the state-specific requirements for {{state}}. Provide a detailed report of your findings, including any discrepancies or issues found, and recommendations for further action if needed.
+
+        If any critical information is missing or inconsistent, please highlight it in your report and suggest what additional information or clarification is needed from the applicant.
+    """
+
+    new_state = MessagesState(messages=[{"role": "user", "content": user_message}])
+
+    result = research_agent.invoke(new_state)
+    print("=======================result==============================")
+    print(result)
+    print("=======================result==============================")
+    print("=====================content================================")
+    print(result["messages"][-1].content)
+    print("======================content===============================")
+
+    try:
+      ai_message_content = result["messages"][-1].content
+      json_match = re.search(r'\{.*\}', ai_message_content, re.DOTALL)
+      json_content = json_match.group(0)  # Extract the JSON string
+      parsed_json = json.loads(json_content)  # Parse the JSON      
+      # Parse the AI's response into GraphOutput
+      # Assuming the AI's response is in JSON format, we can parse it
+      # This will raise an exception if the format is incorrect
+      # Note: Ensure the AI's response is in the expected format before parsing
+      validation_report = parsed_json["validation_report"]
+      print("======================validation_report===============================")
+      print(validation_report)
+      print("=====================validation_report================================")
+      return GraphOutput(response=validation_report)
+    except Exception as e:
+        # Handle the case where the result cannot be parsed into GraphOutput
+        print(f"Error processing research node: {e}")
+        return GraphOutput(response=Report(
+            is_valid=False,
+            general_checks={},
+            state_specific_checks={},
+            discrepancies=["Failed to generate report"],
+            recommendations=[]
+        ))
+
+
+# Build the state graph
+builder = StateGraph(input=GraphInput, output=GraphOutput)
+builder.add_node("researcher", research_node)
+
+builder.add_edge(START, "researcher")
+builder.add_edge("researcher", END)
+
+# Compile the graph
+graph = builder.compile()
diff --git a/samples/loan-validation-agent/langgraph.json b/samples/loan-validation-agent/langgraph.json
new file mode 100644
index 00000000..c465a881
--- /dev/null
+++ b/samples/loan-validation-agent/langgraph.json
@@ -0,0 +1,7 @@
+{
+  "dependencies": ["."],
+  "graphs": {
+    "agent": "./graph.py:graph"
+  },
+  "env": ".env"
+}
diff --git a/samples/loan-validation-agent/pyproject.toml b/samples/loan-validation-agent/pyproject.toml
new file mode 100644
index 00000000..3482d1a9
--- /dev/null
+++ b/samples/loan-validation-agent/pyproject.toml
@@ -0,0 +1,47 @@
+[project]
+name = "loan-validation-agent"
+version = "0.0.14"
+description = "Loan validation agent with Tavily web search"
+authors = [
+    { name = "John Doe" }
+]
+requires-python = ">=3.9"
+dependencies = [
+    "langgraph>=0.2.55",
+    "langchain-community>=0.3.9",
+    "langchain-anthropic>=0.3.8",
+    "tavily-python>=0.5.0",
+    "uipath-sdk==0.0.110",
+    "uipath-langchain==0.0.81"
+]
+
+[project.optional-dependencies]
+dev = ["mypy>=1.11.1", "ruff>=0.6.1"]
+
+[build-system]
+requires = ["setuptools>=73.0.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[tool.setuptools.package-data]
+"*" = ["py.typed"]
+
+[tool.ruff]
+lint.select = [
+    "E",    # pycodestyle
+    "F",    # pyflakes
+    "I",    # isort
+    "D",    # pydocstyle
+    "D401", # First line should be in imperative mood
+    "T201",
+    "UP",
+]
+lint.ignore = [
+    "UP006",
+    "UP007",
+    "UP035",
+    "D417",
+    "E501",
+]
+
+[tool.ruff.lint.per-file-ignores]
+"tests/*" = ["D", "UP"]
diff --git a/samples/loan-validation-agent/state-specific-validation.py b/samples/loan-validation-agent/state-specific-validation.py
new file mode 100644
index 00000000..e5a6b191
--- /dev/null
+++ b/samples/loan-validation-agent/state-specific-validation.py
@@ -0,0 +1,478 @@
+Alabama:
+- Verify the name on the drivers license exactly matches the typed name.
+- Confirm the address on a scanned utility bill matches the portal address.
+- Ensure the attached pay stub is dated within the last 60 days.
+- Validate that bank statement documents show the applicant’s name without third‑party anomalies.
+- Check that scanned documents are complete and legible.
+- Confirm that the document metadata includes an Alabama reference if the address is in AL.
+- Ensure signatures on documents match the typed name (if available).
+- Cross‑verify the annual income stated in documents against the typed income.
+Alaska:
+- Verify that remote-area residency documents list the same region as the portal address.
+- Confirm the name on the attached ID matches the typed name exactly (including any middle initials).
+- Check that the pay stub date is within 60 days.
+- Validate that bank statements show an address consistent with Alaska.
+- Ensure all pages of multi-page documents are present and clear.
+- Cross-check secondary address documents against the portal entry.
+- Compare document-listed monthly income with the typed monthly income.
+- Flag any mismatches between document names and the typed name.
+Arizona:
+- Confirm that the employment verification letter includes a signature matching the employer’s name provided in the portal.
+- Ensure that pay stub details (including employer address) align with portal data.
+- Verify the ID name matches exactly with the typed name.
+- Check that the document capture dates are recent (within two months).
+- Validate that lease or mortgage statements match the typed address.
+- Ensure documents reference “AZ” or a known Arizona city if applicable.
+- Verify that the attached ID is not expired.
+- Compare the net pay shown on the pay stub to the portal’s monthly income entry.
+Arkansas:
+- Confirm that the name on the uploaded ID exactly matches the typed name, including suffixes (e.g., Jr., Sr.).
+- Check that the attached W‑2 or pay stub is from the current or previous year.
+- Validate that any property ownership document includes an address that matches the portal entry.
+- Ensure bank statements list the applicant’s name, not a joint account without proper identification.
+- Verify that attached documents are recent (no older than 90 days).
+- Compare the annual income from documents with the portal’s entry.
+- Confirm document clarity and completeness.
+- Flag any discrepancies in document location references.
+California:
+- Verify that a state‑approved residency document clearly indicates a California address.
+- Confirm that the name on the driver’s license or ID matches the typed name precisely.
+- Ensure pay stubs include employer details that match portal information.
+- Cross‑check document‑listed monthly income against the portal’s income entry (flag differences over $500).
+- Validate that any lease or property tax statement references the same address as entered.
+- Confirm signatures on documents appear consistent with the applicant’s name.
+- Ensure document dates are within a 60–90‑day window.
+- Check that no conflicting addresses appear across multiple attachments.
+Colorado:
+- Validate that the ID or driver’s license shows a name identical to the portal entry.
+- Ensure pay stubs or bank statements are from the last two months.
+- Confirm that any attached property documents reference a Colorado address when applicable.
+- Check that letterheads or disclaimers do not reference out‑of‑state information.
+- Validate that mortgage statements match the property address entered in the portal.
+- Confirm that signatures or document fonts are consistent with the typed name.
+- Cross‑verify annual income details from documents with portal data.
+- Ensure that scanned documents are complete and clear.
+Connecticut:
+- Verify that the name on government-issued ID or passport matches the typed name exactly.
+- Cross‑check that a utility bill’s address aligns with the portal’s city and ZIP code.
+- Confirm that the document date is within 90 days.
+- Compare the net pay indicated on documents with the portal’s monthly income.
+- Ensure scanned signatures (if present) correspond to the applicant’s name.
+- Validate that multiple attached documents do not have conflicting addresses.
+- Confirm that the employer’s name on pay stubs or employment letters matches the portal entry.
+- Check that the document images are clear and legible.
+Delaware:
+- Ensure the name on the uploaded ID or license matches the typed name exactly.
+- Confirm that any attached address document clearly indicates a Delaware address.
+- Validate that bank statements or pay stubs show the applicant’s name correctly.
+- Verify that document dates are within a two‑month window.
+- Compare the income figures on documents with the portal’s figures.
+- Check that property-related documents match the portal‑entered address.
+- Confirm that signatures on documents are consistent.
+- Ensure no essential pages are missing from scanned documents.
+Florida:
+- Verify that the name on the driver’s license matches the typed name (allowing for minor variations such as “John” vs. “Johnathan”).
+- Confirm that a scanned pay stub is dated within the last 60 days.
+- Validate that a bank statement includes an address matching the portal‑entered address.
+- Ensure that any uploaded flood or homeowner’s insurance document lists the same property address as in the portal.
+- Check that document images are clear, with no cut‑off text.
+- Cross‑verify the employer’s name on pay stubs with what’s entered in the portal.
+- Confirm that the document capture dates are recent (under 90 days).
+- Validate that signatures or notarizations on documents match the applicant’s name.
+Georgia:
+- Confirm that the name on the attached ID matches the portal‑entered name precisely.
+- Verify that any employment letter attached has an employer address matching portal data.
+- Cross‑check the net pay on attached pay stubs with the monthly income provided.
+- Ensure that document dates are recent (less than 90 days old).
+- Validate that any attached utility or lease documents match the portal‑entered address.
+- Check for consistency in the applicant’s name across all uploaded documents.
+- Confirm that scanned signatures (if available) align with the typed name.
+- Validate that contact information formats (phone/email) in documents are correct.
+Hawaii:
+- Verify that the uploaded ID or license clearly shows a Hawaii address if applicable.
+- Confirm that pay stubs or bank statements are dated within the past 60 days.
+- Ensure that the employer’s details on documents match the portal information.
+- Check that any property document references a Hawaii address if the portal indicates so.
+- Validate that document scans are complete and legible.
+- Cross‑verify the applicant’s name is consistent across all documents.
+- Confirm that any uploaded signatures match the applicant’s typed name.
+- Validate that the document dates are recent (within 2 months).
+Idaho: 
+- Confirm that the name on the uploaded ID or license matches the portal entry exactly.
+- Verify that bank statements or pay stubs are from within the last 60 days.
+- Cross‑check the net pay on the pay stub with the portal’s monthly income.
+- Ensure that there are no conflicting addresses between documents.
+- Validate that any attached employment letter shows the correct employer as entered.
+- Confirm that all documents are fully scanned with no missing parts.
+- Check that document metadata does not indicate another state’s residency.
+- Validate proper formatting in contact fields from documents.
+Illinois:
+- Verify that the name on the ID or passport matches the typed name exactly (including middle initials).
+- Ensure that any pay stub or W‑2 form is dated within the current or previous year.
+- Cross‑check that the address on the bank statement matches the portal‑entered address (especially for Chicago applicants).
+- Validate that document images are clear with no truncated information.
+- Confirm that the employer’s information on attached documents matches the portal data.
+- Check that the document capture dates are within 90 days.
+- Validate that any scanned signatures align with the typed name.
+- Ensure that no conflicting document details (e.g., multiple addresses) are present.
+Indiana:  
+- Confirm that the name on the uploaded ID matches the typed name exactly.
+- Verify that attached employment letters have employer details matching the portal entry.
+- Ensure that pay stubs are dated within the last 60 days.
+- Cross‑compare the net pay on documents with the monthly income entered.
+- Validate that the complete address is present in attached documents.
+- Check that all scanned documents are complete and legible.
+- Confirm that document metadata (like date) falls within acceptable ranges.
+- Validate consistency in contact information across documents.
+Iowa:
+- Verify that the name on all documents (ID, pay stub) matches the typed name, including suffixes.
+- Ensure that bank statements are recent (within 60 days).
+- Cross‑check the income figures from documents with the portal’s entry.
+- Confirm that attached documents, such as utility bills, have addresses matching the portal.
+- Validate that pay stub dates are current.
+- Ensure that signatures on documents are consistent with the typed name.
+- Check that all required document pages are present.
+- Validate that no contradictory address information exists.
+Kansas:
+- Confirm that the name on the driver’s license exactly matches the typed name.
+- Verify that bank statements or pay stubs are from within the last 60 days.
+- Compare the net pay on documents with the portal‑entered monthly income.
+- Ensure that all scanned documents are complete and clear.
+- Check that no documents indicate a different state or address.
+- Validate that property-related documents (if any) match the typed address.
+- Confirm that signatures or notarizations are consistent with the applicant’s name.
+- Validate that contact details are properly formatted across documents.
+Kentucky:
+- Verify that the name on the attached ID matches the typed name exactly.
+- Confirm that pay stubs or W‑2 forms are from the current or previous year.
+- Check that any uploaded property documents align with the portal‑entered address.
+- Compare the income figures from documents with those in the portal.
+- Ensure that the attached documents are dated within 90 days.
+- Validate that all document pages are intact and legible.
+- Confirm that document signatures match the typed applicant name.
+- Validate that employer information on documents is consistent with the portal data.
+Louisiana:
+- Confirm that the name on the uploaded ID matches the typed name exactly.
+- For coastal regions, verify that any flood insurance document clearly lists the correct property address.
+- Ensure that pay stubs are dated within the last 60 days.
+- Compare the net pay on the pay stub with the portal’s monthly income.
+- Validate that all document scans are clear and complete.
+- Check that the attached documents do not reference another state.
+- Confirm that signatures on documents align with the typed name.
+- Validate that employer information is consistent across all documents.
+Maine:
+- Verify that the applicant’s name on the uploaded ID matches the typed name exactly.
+- Ensure that pay stubs or statements are recent (within 60 days).
+- Cross‑check that the income listed on documents aligns with the portal entry.
+- Confirm that property documents (if any) reference a Maine address.
+- Validate that all scanned documents are complete and legible.
+- Check that no document pages are missing or truncated.
+- Confirm that signatures on documents match the typed name.
+- Validate that contact details are consistent across documents.  
+Maryland:
+- Confirm that the name on the uploaded government-issued ID matches the typed name exactly.
+- Ensure that bank statements or pay stubs are dated within the last 60 days.
+- Cross‑check the income figures on documents with the portal’s monthly income.
+- Validate that the address on the attached documents matches the portal‑entered address.
+- Verify that the scanned documents are complete and high resolution.
+- Confirm that employer details on the documents match what’s entered in the portal.
+- Check that signatures or notarizations are consistent with the applicant’s name.
+- Validate that all document dates are within the acceptable range.
+
+Massachusetts:
+- Verify that the name on the driver’s license matches the typed name exactly.
+- Ensure that employment documents and pay stubs are from the last 60 days.
+- Compare the income figures from documents with those in the portal for discrepancies.
+- Confirm that any property document references a Massachusetts address when applicable.
+- Validate that all uploaded documents are complete and legible.
+- Check that document letterheads and signatures are consistent with portal data.
+- Confirm that no documents have missing pages or cut-off text.
+- Validate that contact information in documents is properly formatted.
+
+Michigan:
+- Confirm that the applicant’s name on the uploaded ID matches the typed name exactly.
+- Ensure that pay stubs and bank statements are from the last 60 days.
+- Cross‑verify that the income in documents matches the portal’s data.
+- Validate that the address on all documents is complete and consistent.
+- Check that all scanned documents are clear and without missing pages.
+- Confirm that signatures on documents align with the typed name.
+- Validate that employer details in documents match the portal entry.
+- Ensure that document dates are within the acceptable time frame.
+
+Minnesota:
+- Verify that the name on the uploaded ID matches the typed name, including middle initials.
+- Ensure that bank statements and pay stubs are recent (within 60 days).
+- Cross‑check that the income figures on documents are consistent with portal data.
+- Confirm that any attached property documents reflect the same address as entered.
+- Validate that all document scans are complete and of high quality.
+- Check that the employer information on documents matches the portal.
+- Ensure that any digital signatures or stamps align with the applicant’s name.
+- Validate that contact information (phone/email) is correctly formatted in documents.
+
+Mississippi:
+- Confirm that the name on the uploaded ID matches the typed name without significant spelling differences.
+- Ensure that pay stubs are dated within the last 60 days.
+- Cross‑verify that the income figures from documents align with the portal entry.
+- Validate that all documents are scanned completely and legibly.
+- Check that there are no conflicting addresses among the attachments.
+- Confirm that signatures on documents are consistent with the applicant’s name.
+- Validate that bank statements show the correct applicant’s name.
+- Ensure document dates are within the required period (under 90 days).
+
+Missouri:
+- Verify that the name on the uploaded ID matches the typed name exactly.
+- Ensure that pay stubs or bank statements are from within the last 60 days.
+- Cross‑compare the income on documents with the portal entry for large discrepancies.
+- Validate that all document pages are present and clearly scanned.
+- Check that property documents (if any) match the typed address.
+- Confirm that any employer information on documents matches the portal data.
+- Verify that digital signatures are consistent with the applicant’s name.
+- Validate that document capture dates are recent.
+
+Montana:
+- Confirm that the name on the uploaded ID matches the typed name exactly.
+- Ensure that bank statements or pay stubs are from within the last 60 days.
+- Cross‑check that the net pay on pay stubs aligns with the portal’s income entry.
+- Validate that all scanned documents are complete and legible.
+- Check that any attached property document references the correct address.
+- Confirm that document letterheads and signatures match the typed name.
+- Validate that there are no discrepancies in document dates.
+- Ensure that any additional remarks on documents align with portal data.
+Nebraska:
+- Verify that the name on the uploaded ID exactly matches the typed name.
+- Ensure that pay stubs or W‑2 forms are from the current or previous year.
+- Compare the annual income on documents with the portal entry.
+- Validate that all uploaded documents are fully scanned and legible.
+- Check that property documents (if provided) match the portal‑entered address.
+- Confirm that employer details on documents are consistent with portal data.
+- Verify that digital signatures or stamps match the applicant’s name.
+- Validate that document dates are recent and within acceptable ranges.
+
+Nevada:
+- Confirm that the name on the uploaded ID matches the typed name exactly.
+- Ensure that pay stubs or bank statements are from within the last 60 days.
+- Compare the net pay on documents with the portal’s monthly income.
+- If the applicant is in Las Vegas, verify that documents reference the correct urban region.
+- Validate that all documents are clear, with no missing sections.
+- Check that disclaimers do not indicate an out-of‑state residency.
+- Confirm that employer details in documents match those in the portal.
+- Validate that document capture dates are within 90 days.
+
+New Hampshire:
+- Verify that the name on the uploaded ID matches the typed name exactly.
+- Ensure that bank statements or pay stubs are recent (within 60 days).
+- Compare the income figures on documents with the portal data for large mismatches.
+- Validate that all pages of scanned documents are present.
+- Check that property documents (if any) reflect the typed address.
+- Confirm that employer information on documents is consistent with portal info.
+- Verify that digital signatures match the typed applicant name.
+- Validate that document dates are within the acceptable timeframe.
+
+New Jersey:
+- Confirm that the name on the uploaded ID matches the typed name exactly (including suffixes).
+- Ensure that pay stubs or bank statements are from the last 60 days.
+- Compare the net pay shown on documents with the portal’s entry for any major differences.
+- Validate that for urban addresses (e.g., Newark), attached documents reference the correct city.
+- Check that all documents are fully scanned and clear.
+- Verify that no document references an out-of‑state address.
+- Confirm that employer information on documents is consistent with portal data.
+- Validate that digital signatures or letterheads match the applicant’s name.
+
+New Mexico:
+- Verify that the name on the uploaded ID matches the typed name exactly.
+- Ensure that pay stubs or bank statements are dated within the last 60 days.
+- Compare the annual income on documents with the portal data.
+- Validate that all uploaded documents are complete and legible.
+- Check that any property documents match the typed address.
+- Confirm that employer details on documents align with the portal entry.
+- Verify that digital signatures match the applicant’s typed name.
+- Validate that document dates are current.
+
+New York:
+- For NYC addresses, confirm that attached documents reference the same borough/city.
+- Verify that the name on the uploaded ID or passport matches the typed name exactly.
+- Ensure that pay stubs or W‑2 forms are from the current or previous year.
+- Compare the net pay on documents with the portal’s monthly income for discrepancies.
+- Validate that all documents are complete and legible.
+- Check that no document shows conflicting addresses.
+- Confirm that employer information on documents matches the portal data.
+- Validate that digital signatures or notarizations are consistent.
+
+North Carolina:
+- Confirm that the name on the uploaded ID matches the typed name exactly.
+- Ensure that pay stubs or statements are from within the last 60 days.
+- Compare annual income figures on documents with the portal’s data for consistency.
+- Validate that all scanned documents are complete and clear.
+- Check that property documents (if attached) match the portal‑entered address.
+- Confirm that employer details on documents are consistent with portal info.
+- Verify that digital signatures match the applicant’s typed name.
+- Validate that document capture dates are within acceptable limits.
+
+North Dakota:
+- Verify that the name on the uploaded ID matches the typed name exactly.
+- Ensure that bank statements or pay stubs are recent (within 60 days).
+- Compare net pay on documents with the portal’s monthly income.
+- Validate that all document pages are present and legible.
+- Check that no attached document indicates an out‑of‑state address.
+- Confirm that employer information on documents matches the portal data.
+- Verify that digital signatures are consistent with the applicant’s name.
+- Ensure that document dates are current (under 3 months).
+Ohio:
+- Confirm that the name on the uploaded ID matches the typed name exactly.
+- Ensure that bank statements or pay stubs are from the last 60 days.
+- Compare annual income figures from documents with the portal entry.
+- Validate that all uploaded documents are complete.
+- Check that addresses on documents match the portal‑entered address.
+- Confirm that employer information in documents is consistent with portal data.
+- Verify that digital signatures or letterheads match the typed name.
+- Validate that document dates fall within acceptable ranges.
+
+Oklahoma:
+- Verify that the name on the uploaded ID exactly matches the typed name.
+- Ensure that pay stubs or W‑2 forms are from the current or previous year.
+- Compare the monthly net pay from documents with the portal entry.
+- Validate that all document scans are complete and legible.
+- Check that any property document matches the portal‑entered address.
+- Confirm that employer details on documents are consistent with the portal data.
+- Verify that digital signatures match the typed name.
+- Validate that document dates are recent.
+
+Oregon:
+- Confirm that the name on the uploaded ID matches the typed name exactly.
+- Ensure that pay stubs or bank statements are from the last 60 days.
+- Compare the annual income figures from documents with the portal’s data.
+- Validate that all document pages are present and clear.
+- Check that the attached documents do not reference conflicting addresses.
+- Confirm that employer information on documents is consistent with the portal.
+- Verify that digital signatures or letterheads match the typed name.
+- Ensure that any property document reflects the typed address accurately.
+
+Pennsylvania:
+- Verify that the name on the uploaded ID matches the typed name exactly.
+- Ensure that pay stubs or statements are from the last 60 days.
+- Compare the net pay on documents with the portal’s monthly income.
+- Validate that all document pages are intact and legible.
+- For Philadelphia applicants, confirm that any attached documents reference the correct urban area.
+- Check that employer details on documents match the portal entry.
+- Verify that digital signatures or letterheads are consistent with the typed name.
+- Validate that document dates are recent.
+
+Rhode Island:
+- Confirm that the name on the uploaded ID matches the typed name exactly, including any middle initials.
+- Ensure that pay stubs or bank statements are recent (within 60 days).
+- Compare annual income figures on documents with the portal entry.
+- Validate that all scanned pages are present and clear.
+- Check that the attached documents do not reference conflicting addresses.
+- Confirm that employer information on documents matches the portal data.
+- Verify that digital signatures or letterheads are consistent.
+- Ensure that document dates are within the last 90 days.
+
+South Carolina:
+- Verify that the name on the uploaded ID exactly matches the typed name.
+- Ensure that pay stubs or statements are from the last 60 days.
+- Compare the net pay on documents with the portal’s monthly income for discrepancies.
+- Validate that all document scans are complete and clear.
+- Check that there are no conflicting addresses among attached documents.
+- Confirm that employer information on documents is consistent with the portal.
+- Verify that digital signatures match the typed name.
+- Ensure that document dates are recent (within 3 months).
+
+South Dakota:
+- Confirm that the name on the uploaded ID matches the typed name exactly.
+- Ensure that bank statements or pay stubs are recent (within 60 days).
+- Compare annual income figures from documents with the portal data.
+- Validate that all pages of scanned documents are present.
+- Check that attached documents do not reference conflicting addresses.
+- Confirm that employer information in documents matches the portal entry.
+- Verify that digital signatures or stamps are consistent with the typed name.
+- Ensure that document dates are recent.
+
+Tennessee:
+- Verify that the name on the uploaded ID matches the typed name exactly.
+- Ensure that pay stubs or W‑2 forms are from the current or previous year.
+- Compare the net pay on documents with the portal’s monthly income for large discrepancies.
+- Validate that all document scans are complete and clear.
+- Check that any attached documents do not include conflicting addresses.
+- Confirm that employer information on documents is consistent with the portal.
+- Verify that digital signatures match the typed name.
+- Ensure that document dates are within the last 60–90 days.
+
+Texas:
+- Confirm that the name on the uploaded ID exactly matches the typed name (taking note of suffixes).
+- Ensure that pay stubs or bank statements are from the last 60 days.
+- Compare the annual income on documents with the portal entry for major discrepancies.
+- Validate that all document pages are complete and legible.
+- Check that no document references an address conflicting with the portal‑entered address.
+- Confirm that employer information on documents matches the portal data.
+- Verify that digital signatures or notarizations are consistent with the typed name.
+- Ensure that document dates are within the last 90 days.
+
+Utah:
+- Verify that the name on the uploaded ID exactly matches the typed name.
+- Ensure that pay stubs or statements are recent (within 60 days).
+- Compare the net pay on documents with the portal’s monthly income.
+- Validate that all uploaded documents are complete and clear.
+- Check that no document includes conflicting state references.
+- Confirm that employer information on documents is consistent with the portal.
+- Verify that digital signatures match the typed applicant name.
+- Ensure that document dates are recent (under 90 days).
+
+Vermont:
+- Confirm that the name on the uploaded ID matches the typed name exactly.
+- Ensure that bank statements or pay stubs are from within the last 60 days.
+- Compare the annual income on documents with the portal entry for discrepancies.
+- Validate that all pages of the scanned documents are present.
+- Check that any attached document does not include conflicting addresses.
+- Confirm that employer information on documents matches the portal.
+- Verify that digital signatures or letterheads match the typed name.
+- Ensure that document dates are recent (within 90 days).
+
+Virginia:
+- Verify that the name on the uploaded ID exactly matches the typed name.
+- Ensure that pay stubs or W‑2 forms are from the current or previous year.
+- Compare the net pay on documents with the portal’s monthly income for consistency.
+- Validate that all uploaded documents are clear and complete.
+- Check that any attached property document matches the portal‑entered address.
+- Confirm that employer details on documents are consistent with the portal data.
+- Verify that digital signatures or notarizations match the typed name.
+- Ensure that document dates fall within acceptable ranges.
+
+Washington:
+- Confirm that the name on the uploaded ID matches the typed name exactly.
+- Ensure that pay stubs or bank statements are recent (within 60 days).
+- Compare the annual income on documents with the portal data for any major discrepancies.
+- If the address is in Seattle, verify that attached documents reference Seattle.
+- Validate that all scanned documents are complete and clear.
+- Check that no document references an out‑of‑state address.
+- Confirm that employer information on documents matches the portal.
+- Verify that digital signatures or letterheads match the typed name.
+
+West Virginia:
+- Verify that the name on the uploaded ID exactly matches the typed name.
+- Ensure that pay stubs or bank statements are from the last 60 days.
+- Compare the net pay on documents with the portal’s monthly income for discrepancies.
+- Validate that all document pages are complete and legible.
+- Check that attached documents do not contain conflicting address details.
+- Confirm that employer information on documents is consistent with the portal data.
+- Verify that digital signatures or stamps are consistent with the typed name.
+- Ensure that document dates are within the acceptable period (under 90 days).
+
+Wisconsin:
+- Confirm that the name on the uploaded ID matches the typed name exactly (including any middle initial if provided).
+- Ensure that bank statements or pay stubs are from the last 60 days.
+- Compare the annual income on documents with the portal entry for significant differences.
+- Validate that all scanned pages are complete and of high quality.
+- Check that no document shows conflicting address information.
+- Confirm that employer details on documents match the portal.
+- Verify that digital signatures or letterheads are consistent with the typed name.
+- Ensure that document dates are recent (within 90 days).
+
+Wyoming:
+- Verify that the name on the uploaded ID matches the typed name exactly.
+- Ensure that pay stubs or bank statements are from within the last 60 days.
+- Compare the net pay on documents with the portal’s monthly income for discrepancies.
+- Validate that all scanned documents are complete and legible.
+- Check that no attached document references an address conflicting with the portal.
+- Confirm that employer information on documents matches the portal data.
+- Verify that digital signatures or letterheads are consistent with the typed name.
+- Ensure that document dates are recent (under 90 days).
\ No newline at end of file
diff --git a/samples/loan-validation-agent/uv.lock b/samples/loan-validation-agent/uv.lock
new file mode 100644
index 00000000..7daa3f98
--- /dev/null
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