Merge pull request #8 from joshmsmith/financial-services-demo-scenarios

Financial services demo scenarios
This commit is contained in:
Joshua Smith
2025-04-15 16:40:40 -04:00
committed by GitHub
8 changed files with 185 additions and 8 deletions

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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
It may be helpful to review the [architecture](./architecture.md) for a guide and definition of goals, tools, etc. It may be helpful to review the [architecture](./architecture.md) for a guide and definition of goals, tools, etc.
## Adding a New Goal Category ## Adding a New Goal Category
Goal Categories lets you pick which groups of goals to show. Set via an .env setting, GOAL_CATEGORIES. Goal Categories lets you pick which groups of goals to show. Set via an .env setting, `GOAL_CATEGORIES`.
Even if you don't intend to use the goal in a multi-goal scenario, goal categories are useful for others.
1. Pick a unique one that has some business meaning 1. Pick a unique one that has some business meaning
2. Use it in your .env file 2. Use it in your [.env](./.env) file
3. Add to [.env.example](./.env.example) 3. Add to [.env.example](./.env.example)
4. Use it in your Goal definition, see below. 4. Use it in your Goal definition, see below.
@@ -35,7 +36,7 @@ tools=[
## Adding Tools ## Adding Tools
### Optional Tools ### Note on Optional Tools
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: 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:
``` ```
@@ -84,4 +85,15 @@ There are three ways to manage confirmation of tool runs:
), ),
``` ```
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. 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.
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. 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.
## Add a Goal & Tools Checklist
[ ] Add goal in [/tools/goal_registry.py](tools/goal_registry.py) <br />
- [ ] If a new category, add Goal Category to [.env](./.env) and [.env.example](./.env.example) <br />
- [ ] don't forget the goal list at the bottom of the [goal_registry.py](tools/goal_registry.py) <br />
[ ] Add Tools listed in the Goal Registry to the [tool_registry.py](tools/tool_registry.py) <br />
[ ] Define your tools as Activities in `/tools` <br />
[ ] Add your tools to [tool list](tools/__init__.py) in the tool get_handler() <br />
And that's it! Happy AI Agent building!

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@@ -192,7 +192,7 @@ dotnet run
``` ```
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`. 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`.
#### Goals: FIN/Money Movement #### Goals: FIN - Money Movement and Loan Application
Make sure you have the mock users you want (such as yourself) in [the account mock data file](./tools/data/customer_account_data.json). Make sure you have the mock users you want (such as yourself) in [the account mock data file](./tools/data/customer_account_data.json).
- `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. - `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.
@@ -200,6 +200,11 @@ By default it will _not_ make a real workflow, it'll just fake it. If you get th
```bash ```bash
FIN_START_REAL_WORKFLOW=FALSE #set this to true to start a real workflow FIN_START_REAL_WORKFLOW=FALSE #set this to true to start a real workflow
``` ```
- `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.
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):
```bash
FIN_START_REAL_WORKFLOW=FALSE #set this to true to start a real workflow
#### Goals: HR/PTO #### Goals: HR/PTO
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). 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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@@ -7,6 +7,9 @@
- Portfolio Management and Rebalancing - The AI monitors a customers investment portfolio, rebalancing it automatically based on market trends, risk tolerance, and financial goals (e.g., shifting assets between stocks, bonds, or crypto).<br /> - Portfolio Management and Rebalancing - The AI monitors a customers investment portfolio, rebalancing it automatically based on market trends, risk tolerance, and financial goals (e.g., shifting assets between stocks, bonds, or crypto).<br />
[ ] new loan/fraud check/update with start <br /> [ ] new loan/fraud check/update with start <br />
[ ] financial advise - args being freeform customer input about their financial situation, goals
[ ] tool is maybe a new tool asking the LLM to advise
[ ] LLM failure->autoswitch: <br /> [ ] LLM failure->autoswitch: <br />
- detect failure in the activity using failurecount <br /> - detect failure in the activity using failurecount <br />
- activity switches to secondary LLM defined in .env - activity switches to secondary LLM defined in .env

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@@ -16,6 +16,7 @@ from .hr.checkpaybankstatus import checkpaybankstatus
from .fin.check_account_valid import check_account_valid from .fin.check_account_valid import check_account_valid
from .fin.get_account_balances import get_account_balance from .fin.get_account_balances import get_account_balance
from .fin.move_money import move_money from .fin.move_money import move_money
from .fin.submit_loan_application import submit_loan_application
from .give_hint import give_hint from .give_hint import give_hint
from .guess_location import guess_location from .guess_location import guess_location
@@ -53,7 +54,9 @@ def get_handler(tool_name: str):
if tool_name == "FinCheckAccountBalance": if tool_name == "FinCheckAccountBalance":
return get_account_balance return get_account_balance
if tool_name == "FinMoveMoneyOrder": if tool_name == "FinMoveMoneyOrder":
return move_money return move_money
if tool_name == "FinCheckAccountSubmitLoanApproval":
return submit_loan_application
if tool_name == "GiveHint": if tool_name == "GiveHint":
return give_hint return give_hint
if tool_name == "GuessLocation": if tool_name == "GuessLocation":

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@@ -31,7 +31,6 @@ class MoneyMovementWorkflowParameterObj:
# this assumes it's a valid account - use check_account_valid() to verify that first # this assumes it's a valid account - use check_account_valid() to verify that first
async def move_money(args: dict) -> dict: async def move_money(args: dict) -> dict:
print("in move_money")
account_key = args.get("accountkey") account_key = args.get("accountkey")
account_type: str = args.get("accounttype") account_type: str = args.get("accounttype")
amount = args.get("amount") amount = args.get("amount")

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@@ -0,0 +1,103 @@
from datetime import date, timedelta
import os
from pathlib import Path
import json
from temporalio.client import (
Client,
WithStartWorkflowOperation,
WorkflowHandle,
WorkflowUpdateFailedError,
)
from temporalio import common
from dataclasses import dataclass
from typing import Optional
import asyncio
from temporalio.exceptions import WorkflowAlreadyStartedError
from shared.config import get_temporal_client
# Define data structures to match the Java workflow's expected input/output
# see https://github.com/temporal-sa/temporal-latency-optimization-scenarios for more details
@dataclass
class TransactionRequest:
amount: float
sourceAccount: str
targetAccount: str
@dataclass
class TxResult:
transactionId: str
status: str
#demonstrate starting a workflow and early return pattern while the workflow continues
async def submit_loan_application(args: dict) -> dict:
account_key = args.get("accountkey")
amount = args.get("amount")
loan_status: dict = await start_workflow(amount=amount,account_name=account_key)
if loan_status.get("error") is None:
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")}
else:
print(loan_status)
return loan_status
# Async function to start workflow
async def start_workflow(amount: str, account_name: str, )-> dict:
# Connect to Temporal
client = await get_temporal_client()
start_real_workflow = os.getenv("FIN_START_REAL_WORKFLOW")
if start_real_workflow is not None and start_real_workflow.lower() == "false":
START_REAL_WORKFLOW = False
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", }
else:
START_REAL_WORKFLOW = True
# Define the workflow ID and task queue
workflow_id = "LOAN_APPLICATION-"+account_name+"-"+date.today().strftime('%Y-%m-%d')
task_queue = "LatencyOptimizationTEST"
# Create a TransactionRequest (matching the Java workflow's expected input)
tx_request = TransactionRequest(
amount=float(amount),
targetAccount=account_name,
sourceAccount=account_name,
)
start_op = WithStartWorkflowOperation(
"TransactionWorkflowLocalBeforeUpdate",
tx_request,
id=workflow_id,
id_conflict_policy=common.WorkflowIDConflictPolicy.USE_EXISTING,
task_queue=task_queue,
)
try:
print("trying update-with-start")
tx_result = TxResult(
await client.execute_update_with_start_workflow(
"returnInitResult",
start_workflow_operation=start_op,
)
)
except WorkflowUpdateFailedError:
print("aww man got exception WorkflowUpdateFailedError" )
tx_result = None
return_msg = "Loan could not be processed for " + account_name
return {"error": return_msg}
workflow_handle = await start_op.workflow_handle()
print(tx_result)
print(f"Update result: Transaction ID = {tx_result.transactionId}, Message = {tx_result.status}")
# Optionally, wait for the workflow to complete and get the final result
# final_result = await handle.result()
# print(f"Workflow completed with result: {final_result}")
# 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")}
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(
) )
# this tool checks account balances, and uses ./data/customer_account_data.json as dummy data # this tool checks account balances, and uses ./data/customer_account_data.json as dummy data
# it also uses a separate workflow/tool, see ./setup.md for details
goal_fin_move_money = AgentGoal( goal_fin_move_money = AgentGoal(
id = "goal_fin_move_money", id = "goal_fin_move_money",
category_tag="fin", category_tag="fin",
@@ -319,7 +320,7 @@ goal_fin_move_money = AgentGoal(
starter_prompt=starter_prompt_generic, starter_prompt=starter_prompt_generic,
example_conversation_history="\n ".join( example_conversation_history="\n ".join(
[ [
"user: I'd like transfer some money", "user: I'd like to transfer some money",
"agent: Sure! I can help you out with that. May I have account number and email address?", "agent: Sure! I can help you out with that. May I have account number and email address?",
"user: account number is 11235813", "user: account number is 11235813",
"user_confirmed_tool_run: <user clicks confirm on FincheckAccountIsValid tool>", "user_confirmed_tool_run: <user clicks confirm on FincheckAccountIsValid tool>",
@@ -340,6 +341,37 @@ goal_fin_move_money = AgentGoal(
), ),
) )
# this starts a loan approval process
# it also uses a separate workflow/tool, see ./setup.md for details #todo
goal_fin_loan_application = AgentGoal(
id = "goal_fin_loan_application",
category_tag="fin",
agent_name="Easy Loan Apply",
agent_friendly_description="Initiate loan application.",
tools=[
tool_registry.financial_check_account_is_valid,
tool_registry.financial_submit_loan_approval, #todo
],
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: "
"1. FinCheckAccountIsValid: validate the user's account is valid"
"2. FinCheckAccountSubmitLoanApproval: submit the loan for approval",
starter_prompt=starter_prompt_generic,
example_conversation_history="\n ".join(
[
"user: I'd like to apply for a loan",
"agent: Sure! I can help you out with that. May I have account number for confirmation?",
"user: account number is 11235813",
"user_confirmed_tool_run: <user clicks confirm on FincheckAccountIsValid tool>",
"tool_result: { 'status': account valid }",
"agent: Great! We've validated your account. What will the loan amount be?",
"user: I'd like a loan for $500",
"user_confirmed_tool_run: <user clicks confirm on FinCheckAccountSubmitLoanApproval tool>",
"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 }",
"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. "
]
),
)
#Add the goals to a list for more generic processing, like listing available agents #Add the goals to a list for more generic processing, like listing available agents
goal_list: List[AgentGoal] = [] goal_list: List[AgentGoal] = []
goal_list.append(goal_choose_agent_type) goal_list.append(goal_choose_agent_type)
@@ -351,6 +383,7 @@ goal_list.append(goal_hr_check_pto)
goal_list.append(goal_hr_check_paycheck_bank_integration_status) goal_list.append(goal_hr_check_paycheck_bank_integration_status)
goal_list.append(goal_fin_check_account_balances) goal_list.append(goal_fin_check_account_balances)
goal_list.append(goal_fin_move_money) goal_list.append(goal_fin_move_money)
goal_list.append(goal_fin_loan_application)

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@@ -316,4 +316,23 @@ financial_move_money = ToolDefinition(
description="account number to move the money to", description="account number to move the money to",
), ),
], ],
)
financial_submit_loan_approval = ToolDefinition(
name="FinCheckAccountSubmitLoanApproval",
description="Submit a loan application. "
"Returns the loan status. ",
arguments=[
ToolArgument(
name="accountkey",
type="string",
description="email address or account ID of user",
),
ToolArgument(
name="amount",
type="string",
description="amount requested for the loan",
),
],
) )