prompt engineering, train_api date parsing changes

api/main.py

@@ -6,17 +6,20 @@ from temporalio.api.enums.v1 import WorkflowExecutionStatus
 
 from workflows.tool_workflow import ToolWorkflow
 from models.data_types import CombinedInput, ToolWorkflowParams
-from tools.goal_registry import goal_event_flight_invoice
+from tools.goal_registry import goal_match_train_invoice
 from fastapi.middleware.cors import CORSMiddleware
 from shared.config import get_temporal_client, TEMPORAL_TASK_QUEUE
+
 app = FastAPI()
 temporal_client: Optional[Client] = None
 
+
 @app.on_event("startup")
 async def startup_event():
     global temporal_client
     temporal_client = await get_temporal_client()
 
+
 app.add_middleware(
     CORSMiddleware,
     allow_origins=["http://localhost:5173"],
@@ -62,13 +65,13 @@ async def get_conversation_history():
         status_names = {
             WorkflowExecutionStatus.WORKFLOW_EXECUTION_STATUS_TERMINATED: "WORKFLOW_EXECUTION_STATUS_TERMINATED",
             WorkflowExecutionStatus.WORKFLOW_EXECUTION_STATUS_CANCELED: "WORKFLOW_EXECUTION_STATUS_CANCELED",
-            WorkflowExecutionStatus.WORKFLOW_EXECUTION_STATUS_FAILED: "WORKFLOW_EXECUTION_STATUS_FAILED"
+            WorkflowExecutionStatus.WORKFLOW_EXECUTION_STATUS_FAILED: "WORKFLOW_EXECUTION_STATUS_FAILED",
         }
 
         failed_states = [
             WorkflowExecutionStatus.WORKFLOW_EXECUTION_STATUS_TERMINATED,
             WorkflowExecutionStatus.WORKFLOW_EXECUTION_STATUS_CANCELED,
-            WorkflowExecutionStatus.WORKFLOW_EXECUTION_STATUS_FAILED
+            WorkflowExecutionStatus.WORKFLOW_EXECUTION_STATUS_FAILED,
         ]
 
         # Check workflow status first
@@ -92,7 +95,7 @@ async def send_prompt(prompt: str):
     # Create combined input
     combined_input = CombinedInput(
         tool_params=ToolWorkflowParams(None, None),
-        agent_goal=goal_event_flight_invoice,
+        agent_goal=goal_match_train_invoice,
     )
 
     workflow_id = "agent-workflow"
@@ -139,7 +142,7 @@ async def start_workflow():
     # Create combined input
     combined_input = CombinedInput(
         tool_params=ToolWorkflowParams(None, None),
-        agent_goal=goal_event_flight_invoice,
+        agent_goal=goal_match_train_invoice,
     )
 
     workflow_id = "agent-workflow"
@@ -151,7 +154,9 @@ async def start_workflow():
         id=workflow_id,
         task_queue=TEMPORAL_TASK_QUEUE,
         start_signal="user_prompt",
-        start_signal_args=["### " + goal_event_flight_invoice.starter_prompt],
+        start_signal_args=["### " + goal_match_train_invoice.starter_prompt],
     )
 
-    return {"message": f"Workflow started with goal's starter prompt: {goal_event_flight_invoice.starter_prompt}."}
+    return {
+        "message": f"Workflow started with goal's starter prompt: {goal_match_train_invoice.starter_prompt}."
+    }

thirdparty/train_api.py

@@ -15,14 +15,29 @@ import string
 
 
 def parse_datetime(datetime_str):
-    # Parse YYYY-MM-DDTHH:MM format
+    # Remove trailing 'Z' if present
-    try:
+    if datetime_str.endswith("Z"):
-        date_part, time_part = datetime_str.split('T')
+        datetime_str = datetime_str[:-1]
-        year, month, day = map(int, date_part.split('-'))
+
-        hour, minute = map(int, time_part.split(':'))
+    formats = [
-        return year, month, day, hour, minute
+        "%Y-%m-%dT%H:%M",  # e.g. "2025-04-18T09:00"
-    except:
+        "%Y-%m-%dT%H:%M:%S",  # e.g. "2025-04-18T09:00:00"
-        return None, None, None, None, None
+        "%Y-%m-%d %H:%M:%S",  # e.g. "2025-04-18 09:00:00"
+    ]
+
+    for fmt in formats:
+        try:
+            parsed = time.strptime(datetime_str, fmt)
+            return (
+                parsed.tm_year,
+                parsed.tm_mon,
+                parsed.tm_mday,
+                parsed.tm_hour,
+                parsed.tm_min,
+            )
+        except ValueError:
+            continue
+    return None, None, None, None, None
 
 
 class TrainServer(BaseHTTPRequestHandler):
@@ -47,7 +62,7 @@ class TrainServer(BaseHTTPRequestHandler):
     def write_response(self, response):
         try:
             # Python 3
-            self.wfile.write(response.encode('utf-8'))
+            self.wfile.write(response.encode("utf-8"))
         except AttributeError:
             # Python 1.5.2
             self.wfile.write(response)
@@ -73,7 +88,7 @@ class TrainServer(BaseHTTPRequestHandler):
 
             # Journey takes 1-2 hours
             duration = 60 + random.randint(0, 60)
-            arr_hour = (adj_hour + (duration // 60))
+            arr_hour = adj_hour + (duration // 60)
             arr_minute = (adj_minute + (duration % 60)) % 60
             arr_day = adj_day + (arr_hour // 24)
             arr_hour = arr_hour % 24
@@ -83,10 +98,14 @@ class TrainServer(BaseHTTPRequestHandler):
                 "type": "outbound",
                 "departure": origin,
                 "arrival": destination,
-                "departure_time": format_datetime(year, month, adj_day, adj_hour, adj_minute),
+                "departure_time": format_datetime(
-                "arrival_time": format_datetime(year, month, arr_day, arr_hour, arr_minute),
+                    year, month, adj_day, adj_hour, adj_minute
+                ),
+                "arrival_time": format_datetime(
+                    year, month, arr_day, arr_hour, arr_minute
+                ),
                 "platform": str(random.randint(1, 8)),
-                "price": round(30 + random.random() * 50, 2)
+                "price": round(30 + random.random() * 50, 2),
             }
             journeys.append(journey)
 
@@ -102,7 +121,7 @@ class TrainServer(BaseHTTPRequestHandler):
                 adj_hour = adj_hour % 24
 
                 duration = 60 + random.randint(0, 60)
-                arr_hour = (adj_hour + (duration // 60))
+                arr_hour = adj_hour + (duration // 60)
                 arr_minute = (adj_minute + (duration % 60)) % 60
                 arr_day = adj_day + (arr_hour // 24)
                 arr_hour = arr_hour % 24
@@ -112,10 +131,14 @@ class TrainServer(BaseHTTPRequestHandler):
                     "type": "return",
                     "departure": destination,
                     "arrival": origin,
-                    "departure_time": format_datetime(year, month, adj_day, adj_hour, adj_minute),
+                    "departure_time": format_datetime(
-                    "arrival_time": format_datetime(year, month, arr_day, arr_hour, arr_minute),
+                        year, month, adj_day, adj_hour, adj_minute
+                    ),
+                    "arrival_time": format_datetime(
+                        year, month, arr_day, arr_hour, arr_minute
+                    ),
                     "platform": str(random.randint(1, 8)),
-                    "price": round(30 + random.random() * 50, 2)
+                    "price": round(30 + random.random() * 50, 2),
                 }
                 journeys.append(journey)
 
@@ -124,49 +147,57 @@ class TrainServer(BaseHTTPRequestHandler):
     def do_GET(self):
         parsed_url = urlparse(self.path)
 
-        if parsed_url.path == '/api/journeys':
+        if parsed_url.path == "/api/journeys":
             try:
                 params = parse_qs(parsed_url.query)
-                origin = params.get('from', [''])[0]
+                origin = params.get("from", [""])[0]
-                destination = params.get('to', [''])[0]
+                destination = params.get("to", [""])[0]
-                outbound_datetime = params.get('outbound_time', [''])[0]
+                outbound_datetime = params.get("outbound_time", [""])[0]
-                return_datetime = params.get('return_time', [''])[0]
+                return_datetime = params.get("return_time", [""])[0]
 
                 if not origin or not destination or not outbound_datetime:
                     self.send_response(400)
-                    self.send_header('Content-Type', 'application/json')
+                    self.send_header("Content-Type", "application/json")
                     self.end_headers()
-                    self.write_response(self.format_json({
+                    self.write_response(
-                        "error": "Required parameters: 'from', 'to', and 'outbound_time'"
+                        self.format_json(
-                    }))
+                            {
+                                "error": "Required parameters: 'from', 'to', and 'outbound_time'"
+                            }
+                        )
+                    )
                     return
 
                 # Parse datetimes
                 out_dt = parse_datetime(outbound_datetime)
-                ret_dt = parse_datetime(return_datetime) if return_datetime else (
+                ret_dt = (
-                    None, None, None, None, None)
+                    parse_datetime(return_datetime)
+                    if return_datetime
+                    else (None, None, None, None, None)
+                )
 
                 if out_dt[0] is None:
                     self.send_response(400)
-                    self.send_header('Content-Type', 'application/json')
+                    self.send_header("Content-Type", "application/json")
                     self.end_headers()
-                    self.write_response(self.format_json({
+                    self.write_response(
-                        "error": "Invalid datetime format. Use YYYY-MM-DDTHH:MM"
+                        self.format_json(
-                    }))
+                            {"error": "Invalid datetime format. Use YYYY-MM-DDTHH:MM"}
+                        )
+                    )
                     return
 
                 self.send_response(200)
-                self.send_header('Content-Type', 'application/json')
+                self.send_header("Content-Type", "application/json")
                 self.end_headers()
 
-                journeys = self.generate_journeys(
+                journeys = self.generate_journeys(origin, destination, out_dt, ret_dt)
-                    origin, destination, out_dt, ret_dt)
                 response = self.format_json({"journeys": journeys})
                 self.write_response(response)
 
             except Exception as e:
                 self.send_response(500)
-                self.send_header('Content-Type', 'application/json')
+                self.send_header("Content-Type", "application/json")
                 self.end_headers()
                 self.write_response(self.format_json({"error": str(e)}))
         else:
@@ -176,20 +207,23 @@ class TrainServer(BaseHTTPRequestHandler):
     def do_POST(self):
         parsed_url = urlparse(self.path)
 
-        if parsed_url.path.startswith('/api/book/'):
+        if parsed_url.path.startswith("/api/book/"):
-            journey_id = parsed_url.path.split('/')[-1]
+            journey_id = parsed_url.path.split("/")[-1]
             self.send_response(200)
-            self.send_header('Content-Type', 'application/json')
+            self.send_header("Content-Type", "application/json")
             self.end_headers()
 
-            booking_ref = "BR" + \
+            booking_ref = "BR" + "".join(
-                "".join([random.choice(string.digits) for _ in range(5)])
+                [random.choice(string.digits) for _ in range(5)]
+            )
 
-            response = self.format_json({
+            response = self.format_json(
-                "booking_reference": booking_ref,
+                {
-                "journey_id": journey_id,
+                    "booking_reference": booking_ref,
-                "status": "confirmed"
+                    "journey_id": journey_id,
-            })
+                    "status": "confirmed",
+                }
+            )
             self.write_response(response)
 
         else:
@@ -198,10 +232,10 @@ class TrainServer(BaseHTTPRequestHandler):
 
 
 def run_server():
-    server = HTTPServer(('', 8080), TrainServer)
+    server = HTTPServer(("", 8080), TrainServer)
     print("Train booking server starting on port 8080...")
     server.serve_forever()
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     run_server()

tools/create_invoice.py

@@ -43,7 +43,7 @@ def create_invoice(args: dict) -> dict:
         customer=customer_id,
         amount=amount_cents,
         currency="usd",
-        description=args.get("flightDetails", "Service Invoice"),
+        description=args.get("tripDetails", "Service Invoice"),
     )
 
     # Create and finalize the invoice

tools/goal_registry.py

@@ -7,8 +7,49 @@ from tools.tool_registry import (
     create_invoice_tool,
 )
 
+goal_match_train_invoice = AgentGoal(
+    tools=[
+        search_fixtures_tool,
+        search_trains_tool,
+        book_train_tool,
+        create_invoice_tool,
+    ],
+    description="Help the user book trains to a premier league match. The user lives in London. Gather args for these tools in order: "
+    "1. SearchFixtures: Search for fixtures for a team in a given month"
+    "2. SearchTrains: Search for trains to visit somewhere before or after the match"
+    "3. BookTrain: Book the train tickets"
+    "4. CreateInvoice: Create a simple invoice for the cost of the flights and train tickets",
+    starter_prompt="Welcome me, give me a description of what you can do, then ask me for the details you need to do your job",
+    example_conversation_history="\n ".join(
+        [
+            "user: I'd like to travel to a premier league match",
+            "agent: Sure! Let's start by finding an match you'd like to attend. I know about Premier League fixtures in the UK. Could you tell me which team and month you're interested in?",
+            "user: Wolves in May please",
+            "agent: Great! Let's find a match for Wolverhampton Wanderers FC in May.",
+            "user_confirmed_tool_run: <user clicks confirm on SearchFixtures tool, passing the full team name as an input>",
+            'tool_result: results including {"homeTeam": "Wolverhampton Wanderers FC", "awayTeam": "Manchester United", "date": "2025-05-04"}',
+            "agent: Found a match! There's an away game against Manchester United on May 4 2025. Would you like to plan train travel from London for around this date?",
+            "user_confirmed_tool_run: <user clicks confirm on SearchTrains tool>",
+            "tool_result: results including train dates and times, origin and depature stations",
+            "agent: Found some trains! The best option is leaving <origin> on <date> <time> and arriving in <destination> at <date> <time>. The return trip is leaving <origin> on <date> <time> and arriving in <destination> at <date> <time>. Would you like to book this train?",
+            "user_confirmed_tool_run: <user clicks confirm on BookTrain tool>",
+            'tool_result: results including {"status": "success"}',
+            "agent: Train tickets booked! Now let's create an invoice for your train tickets",
+            "user_confirmed_tool_run: <user clicks confirm on CreateInvoice tool which includes details of the train journey, the match, and the total cost>",
+            "tool_result: contains an invoiceURL",
+            "agent: Great! I've generated your invoice for your trains to the <match>. You can view and pay your invoice at this link: https://invoice.stripe.com/i/acct_1NBOLuKVZbzw7QA5/test_YWNjdF8xTkJPTHVLVlpienc3UUE1LF9SaHlBTU9GYnFibEJ4VlpNaThkWkhrcUR6a1dwTmNULDEyOTE2MjkwNA0200CCUNvTox?s=ap",
+        ]
+    ),
+)
+
+# unused
 goal_event_flight_invoice = AgentGoal(
-    tools=[search_fixtures_tool, search_flights_tool, search_trains_tool, create_invoice_tool],
+    tools=[
+        search_fixtures_tool,
+        search_flights_tool,
+        search_trains_tool,
+        create_invoice_tool,
+    ],
     description="Help the user gather args for these tools in order: "
     "1. SearchFixtures: Search for fixtures for a team in a given month"
     "2. SearchFlights: Search for a flight around the match dates"

tools/tool_registry.py

@@ -76,7 +76,7 @@ create_invoice_tool = ToolDefinition(
             description="The total cost to be invoiced",
         ),
         ToolArgument(
-            name="flightDetails",
+            name="tripDetails",
             type="string",
             description="A description of the item details to be invoiced",
         ),