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Merge pull request #8 from joshmsmith/financial-services-demo-scenarios
Financial services demo scenarios
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@@ -4,9 +4,10 @@ The agent is set up to allow for multiple goals and to switch back to choosing a
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It may be helpful to review the [architecture](./architecture.md) for a guide and definition of goals, tools, etc.
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## Adding a New Goal Category
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Goal Categories lets you pick which groups of goals to show. Set via an .env setting, GOAL_CATEGORIES.
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Goal Categories lets you pick which groups of goals to show. Set via an .env setting, `GOAL_CATEGORIES`.
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Even if you don't intend to use the goal in a multi-goal scenario, goal categories are useful for others.
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1. Pick a unique one that has some business meaning
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2. Use it in your .env file
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2. Use it in your [.env](./.env) file
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3. Add to [.env.example](./.env.example)
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4. Use it in your Goal definition, see below.
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@@ -35,7 +36,7 @@ tools=[
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## Adding Tools
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### Optional Tools
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### Note on Optional Tools
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Tools can be optional - you can indicate this in the tool listing of goal description (see above section re: goal registry) by adding something like, "This step is optional and can be skipped by moving to the next tool." Here is an example from an older iteration of the `goal_hr_schedule_pto` goal, when it was going to have an optional step to check for existing calendar conflicts:
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```
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@@ -84,4 +85,15 @@ There are three ways to manage confirmation of tool runs:
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),
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```
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If you really want to wait for user confirmation, record it on the workflow (as a Signal) and not rely on the LLM to probably get it, use option #3.
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I recommend exploring all three. For a demo, I would decide if you want the Arguments confirmation in the UI, and if not I'd generally go with option #2 but use #3 for tools that make business sense to confirm, e.g. those tools that take action/write data.
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I recommend exploring all three. For a demo, I would decide if you want the Arguments confirmation in the UI, and if not I'd generally go with option #2 but use #3 for tools that make business sense to confirm, e.g. those tools that take action/write data.
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## Add a Goal & Tools Checklist
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[ ] Add goal in [/tools/goal_registry.py](tools/goal_registry.py) <br />
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- [ ] If a new category, add Goal Category to [.env](./.env) and [.env.example](./.env.example) <br />
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- [ ] don't forget the goal list at the bottom of the [goal_registry.py](tools/goal_registry.py) <br />
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[ ] Add Tools listed in the Goal Registry to the [tool_registry.py](tools/tool_registry.py) <br />
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[ ] Define your tools as Activities in `/tools` <br />
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[ ] Add your tools to [tool list](tools/__init__.py) in the tool get_handler() <br />
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And that's it! Happy AI Agent building!
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7
setup.md
7
setup.md
@@ -192,7 +192,7 @@ dotnet run
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```
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If you're running your train API above on a different host/port then change the API URL in `Program.cs`. Otherwise, be sure to run it using `python thirdparty/train_api.py`.
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#### Goals: FIN/Money Movement
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#### Goals: FIN - Money Movement and Loan Application
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Make sure you have the mock users you want (such as yourself) in [the account mock data file](./tools/data/customer_account_data.json).
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- `AGENT_GOAL=goal_fin_move_money` - This scenario _can_ initiate a secondary workflow to move money. Check out [this repo](https://github.com/temporal-sa/temporal-money-transfer-java) - you'll need to get the worker running and connected to the same account as the agentic worker.
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@@ -200,6 +200,11 @@ By default it will _not_ make a real workflow, it'll just fake it. If you get th
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```bash
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FIN_START_REAL_WORKFLOW=FALSE #set this to true to start a real workflow
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```
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- `AGENT_GOAL=goal_fin_loan_application` - This scenario _can_ initiate a secondary workflow to apply for a loan. Check out [this repo](https://github.com/temporal-sa/temporal-latency-optimization-scenarios) - you'll need to get the worker running and connected to the same account as the agentic worker.
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By default it will _not_ make a real workflow, it'll just fake it. If you get the worker running and want to start a workflow, in your [.env](./.env):
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```bash
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FIN_START_REAL_WORKFLOW=FALSE #set this to true to start a real workflow
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#### Goals: HR/PTO
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Make sure you have the mock users you want in (such as yourself) in [the PTO mock data file](./tools/data/employee_pto_data.json).
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3
todo.md
3
todo.md
@@ -7,6 +7,9 @@
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- Portfolio Management and Rebalancing - The AI monitors a customer’s investment portfolio, rebalancing it automatically based on market trends, risk tolerance, and financial goals (e.g., shifting assets between stocks, bonds, or crypto).<br />
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[ ] new loan/fraud check/update with start <br />
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[ ] financial advise - args being freeform customer input about their financial situation, goals
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[ ] tool is maybe a new tool asking the LLM to advise
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[ ] LLM failure->autoswitch: <br />
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- detect failure in the activity using failurecount <br />
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- activity switches to secondary LLM defined in .env
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@@ -16,6 +16,7 @@ from .hr.checkpaybankstatus import checkpaybankstatus
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from .fin.check_account_valid import check_account_valid
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from .fin.get_account_balances import get_account_balance
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from .fin.move_money import move_money
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from .fin.submit_loan_application import submit_loan_application
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from .give_hint import give_hint
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from .guess_location import guess_location
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@@ -53,7 +54,9 @@ def get_handler(tool_name: str):
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if tool_name == "FinCheckAccountBalance":
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return get_account_balance
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if tool_name == "FinMoveMoneyOrder":
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return move_money
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return move_money
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if tool_name == "FinCheckAccountSubmitLoanApproval":
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return submit_loan_application
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if tool_name == "GiveHint":
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return give_hint
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if tool_name == "GuessLocation":
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@@ -31,7 +31,6 @@ class MoneyMovementWorkflowParameterObj:
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# this assumes it's a valid account - use check_account_valid() to verify that first
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async def move_money(args: dict) -> dict:
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print("in move_money")
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account_key = args.get("accountkey")
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account_type: str = args.get("accounttype")
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amount = args.get("amount")
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103
tools/fin/submit_loan_application.py
Normal file
103
tools/fin/submit_loan_application.py
Normal file
@@ -0,0 +1,103 @@
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from datetime import date, timedelta
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import os
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from pathlib import Path
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import json
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from temporalio.client import (
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Client,
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WithStartWorkflowOperation,
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WorkflowHandle,
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WorkflowUpdateFailedError,
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)
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from temporalio import common
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from dataclasses import dataclass
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from typing import Optional
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import asyncio
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from temporalio.exceptions import WorkflowAlreadyStartedError
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from shared.config import get_temporal_client
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# Define data structures to match the Java workflow's expected input/output
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# see https://github.com/temporal-sa/temporal-latency-optimization-scenarios for more details
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@dataclass
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class TransactionRequest:
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amount: float
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sourceAccount: str
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targetAccount: str
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@dataclass
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class TxResult:
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transactionId: str
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status: str
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#demonstrate starting a workflow and early return pattern while the workflow continues
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async def submit_loan_application(args: dict) -> dict:
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account_key = args.get("accountkey")
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amount = args.get("amount")
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loan_status: dict = await start_workflow(amount=amount,account_name=account_key)
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if loan_status.get("error") is None:
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return {'status': loan_status.get("loan_application_status"), 'detailed_status': loan_status.get("application_details"), 'next_step': loan_status.get("advisement"), 'confirmation_id': loan_status.get("transaction_id")}
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else:
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print(loan_status)
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return loan_status
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# Async function to start workflow
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async def start_workflow(amount: str, account_name: str, )-> dict:
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# Connect to Temporal
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client = await get_temporal_client()
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start_real_workflow = os.getenv("FIN_START_REAL_WORKFLOW")
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if start_real_workflow is not None and start_real_workflow.lower() == "false":
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START_REAL_WORKFLOW = False
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return {'loan_application_status': "applied", 'application_details': "loan application is submitted and initial validation is complete",'transaction_id': "APPLICATION"+account_name, 'advisement': "You'll receive a confirmation for final approval in three business days", }
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else:
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START_REAL_WORKFLOW = True
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# Define the workflow ID and task queue
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workflow_id = "LOAN_APPLICATION-"+account_name+"-"+date.today().strftime('%Y-%m-%d')
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task_queue = "LatencyOptimizationTEST"
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# Create a TransactionRequest (matching the Java workflow's expected input)
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tx_request = TransactionRequest(
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amount=float(amount),
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targetAccount=account_name,
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sourceAccount=account_name,
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)
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start_op = WithStartWorkflowOperation(
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"TransactionWorkflowLocalBeforeUpdate",
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tx_request,
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id=workflow_id,
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id_conflict_policy=common.WorkflowIDConflictPolicy.USE_EXISTING,
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task_queue=task_queue,
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)
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try:
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print("trying update-with-start")
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tx_result = TxResult(
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await client.execute_update_with_start_workflow(
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"returnInitResult",
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start_workflow_operation=start_op,
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)
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)
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except WorkflowUpdateFailedError:
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print("aww man got exception WorkflowUpdateFailedError" )
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tx_result = None
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return_msg = "Loan could not be processed for " + account_name
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return {"error": return_msg}
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workflow_handle = await start_op.workflow_handle()
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print(tx_result)
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print(f"Update result: Transaction ID = {tx_result.transactionId}, Message = {tx_result.status}")
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# Optionally, wait for the workflow to complete and get the final result
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# final_result = await handle.result()
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# print(f"Workflow completed with result: {final_result}")
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# return {'status': loan_status.get("loan_status"), 'detailed_status': loan_status.get("results"), 'next_step': loan_status.get("advisement"), 'confirmation_id': loan_status.get("workflowID")}
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return {'loan_application_status': "applied", 'application_details': "loan application is submitted and initial validation is complete",'transaction_id': tx_result.transactionId, 'advisement': "You'll receive a confirmation for final approval in three business days", }
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@@ -302,6 +302,7 @@ goal_fin_check_account_balances = AgentGoal(
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)
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# this tool checks account balances, and uses ./data/customer_account_data.json as dummy data
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# it also uses a separate workflow/tool, see ./setup.md for details
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goal_fin_move_money = AgentGoal(
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id = "goal_fin_move_money",
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category_tag="fin",
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@@ -319,7 +320,7 @@ goal_fin_move_money = AgentGoal(
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starter_prompt=starter_prompt_generic,
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example_conversation_history="\n ".join(
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[
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"user: I'd like transfer some money",
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"user: I'd like to transfer some money",
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"agent: Sure! I can help you out with that. May I have account number and email address?",
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"user: account number is 11235813",
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"user_confirmed_tool_run: <user clicks confirm on FincheckAccountIsValid tool>",
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@@ -340,6 +341,37 @@ goal_fin_move_money = AgentGoal(
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),
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)
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# this starts a loan approval process
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# it also uses a separate workflow/tool, see ./setup.md for details #todo
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goal_fin_loan_application = AgentGoal(
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id = "goal_fin_loan_application",
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category_tag="fin",
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agent_name="Easy Loan Apply",
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agent_friendly_description="Initiate loan application.",
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tools=[
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tool_registry.financial_check_account_is_valid,
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tool_registry.financial_submit_loan_approval, #todo
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],
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description="The user wants to apply for a loan at the financial institution. To assist with that goal, help the user gather args for these tools in order: "
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"1. FinCheckAccountIsValid: validate the user's account is valid"
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"2. FinCheckAccountSubmitLoanApproval: submit the loan for approval",
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starter_prompt=starter_prompt_generic,
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example_conversation_history="\n ".join(
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[
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"user: I'd like to apply for a loan",
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"agent: Sure! I can help you out with that. May I have account number for confirmation?",
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"user: account number is 11235813",
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"user_confirmed_tool_run: <user clicks confirm on FincheckAccountIsValid tool>",
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"tool_result: { 'status': account valid }",
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"agent: Great! We've validated your account. What will the loan amount be?",
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"user: I'd like a loan for $500",
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"user_confirmed_tool_run: <user clicks confirm on FinCheckAccountSubmitLoanApproval tool>",
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"tool_result: { 'status': submitted, 'detailed_status': loan application is submitted and initial validation is complete, 'confirmation id': 333421, 'next_step': You'll receive a confirmation for final approval in three business days }",
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"agent: I have submitted your loan application process and the initial validation is successful. Your application ID is 333421. You'll receive a notification for final approval from us in three business days. "
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]
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),
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)
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#Add the goals to a list for more generic processing, like listing available agents
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goal_list: List[AgentGoal] = []
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goal_list.append(goal_choose_agent_type)
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@@ -351,6 +383,7 @@ goal_list.append(goal_hr_check_pto)
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goal_list.append(goal_hr_check_paycheck_bank_integration_status)
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goal_list.append(goal_fin_check_account_balances)
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goal_list.append(goal_fin_move_money)
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goal_list.append(goal_fin_loan_application)
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@@ -316,4 +316,23 @@ financial_move_money = ToolDefinition(
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description="account number to move the money to",
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),
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],
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)
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financial_submit_loan_approval = ToolDefinition(
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name="FinCheckAccountSubmitLoanApproval",
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description="Submit a loan application. "
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"Returns the loan status. ",
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arguments=[
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ToolArgument(
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name="accountkey",
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type="string",
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description="email address or account ID of user",
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),
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ToolArgument(
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name="amount",
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type="string",
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description="amount requested for the loan",
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),
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],
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)
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