🍽️ Add Complex Location-Based Restaurant Discovery Sample

- Add algorithm_sample_1: sophisticated location-based services example
- Features 4 specialized agents: Location-Based Services Expert, Eateries Expert, Data Verification Expert, Computer Terminal
- Complex workflow: geographic proximity analysis → restaurant data collection → operating hours validation
- Real failure scenarios: execution errors in data verification, API limitations
- Multiple optimization opportunities: tool enhancement, workflow simplification, prompt refinement
- Demonstrates real-world constraints: time-based filtering, multi-source validation, API integration challenges
- Complexity level: expert (more advanced than simple arithmetic example)
- 10 entities, 9 relations, 2 failures, 3 optimizations

backend/database/samples/knowledge_graphs/kg_algorithm_sample_0.json

@@ -238,4 +238,4 @@
     "no_enhancement": true,
     "source": "multi_agent_knowledge_extractor.py"
   }
-}
+}

backend/database/samples/knowledge_graphs/kg_algorithm_sample_1.json

@@ -0,0 +1,374 @@
+{
+  "filename": "kg_algorithm_sample_1.json",
+  "trace_index": 0,
+  "graph_data": {
+    "system_name": "Location-Based Restaurant Discovery System",
+    "system_summary": "This sophisticated system helps users find nearby restaurants based on complex criteria including location proximity, operating hours, and day-specific availability. The process begins with a location-based query from the `User Restaurant Query` (input_001), which is processed by the `Location-Based Services Expert` (agent_001) who performs the `Geographic Proximity Analysis` (task_001). The `Eateries Expert` (agent_002) handles `Restaurant Data Collection` (task_002), while the `Data Verification Expert` (agent_003) performs `Operating Hours Validation` (task_003). The `Computer Terminal` (agent_004) provides computational support throughout the workflow. The system produces comprehensive `Restaurant Recommendations` (output_001) that are delivered to the `End User` (human_001).",
+    "entities": [
+      {
+        "id": "agent_001",
+        "type": "Agent",
+        "name": "Location-Based Services Expert",
+        "importance": "HIGH",
+        "raw_prompt": "Specialized in geographic information systems, spatial analysis, and location-based queries. Handles mapping services, distance calculations, and proximity analysis.",
+        "raw_prompt_ref": [
+          {
+            "line_start": 15,
+            "line_end": 25,
+            "confidence": 0.95
+          }
+        ]
+      },
+      {
+        "id": "agent_002", 
+        "type": "Agent",
+        "name": "Eateries Expert",
+        "importance": "HIGH",
+        "raw_prompt": "Expert in restaurant data, food service information, and dining establishment databases. Collects and analyzes restaurant information including cuisine types, ratings, and amenities.",
+        "raw_prompt_ref": [
+          {
+            "line_start": 35,
+            "line_end": 45,
+            "confidence": 0.92
+          }
+        ]
+      },
+      {
+        "id": "agent_003",
+        "type": "Agent",
+        "name": "Data Verification Expert",
+        "importance": "HIGH", 
+        "raw_prompt": "Responsible for validating data accuracy, cross-referencing information sources, and ensuring data quality. Specializes in verification of business hours, contact information, and operational status.",
+        "raw_prompt_ref": [
+          {
+            "line_start": 55,
+            "line_end": 65,
+            "confidence": 0.88
+          }
+        ]
+      },
+      {
+        "id": "agent_004",
+        "type": "Agent",
+        "name": "Computer Terminal",
+        "importance": "MEDIUM",
+        "raw_prompt": "Provides computational resources for code execution, API calls, and data processing tasks. Handles technical operations and system integration.",
+        "raw_prompt_ref": [
+          {
+            "line_start": 75,
+            "line_end": 80,
+            "confidence": 0.85
+          }
+        ]
+      },
+      {
+        "id": "task_001",
+        "type": "Task",
+        "name": "Geographic Proximity Analysis",
+        "importance": "HIGH",
+        "raw_prompt": "Analyze geographic proximity between Harkness Memorial State Park and nearby restaurants. Calculate distances and identify closest establishments.",
+        "raw_prompt_ref": [
+          {
+            "line_start": 5,
+            "line_end": 10,
+            "confidence": 0.98
+          }
+        ]
+      },
+      {
+        "id": "task_002",
+        "type": "Task", 
+        "name": "Restaurant Data Collection",
+        "importance": "HIGH",
+        "raw_prompt": "Collect comprehensive restaurant data including operating hours, contact information, cuisine types, and availability information for Wednesday evenings.",
+        "raw_prompt_ref": [
+          {
+            "line_start": 25,
+            "line_end": 35,
+            "confidence": 0.94
+          }
+        ]
+      },
+      {
+        "id": "task_003",
+        "type": "Task",
+        "name": "Operating Hours Validation",
+        "importance": "HIGH", 
+        "raw_prompt": "Verify restaurant operating hours for Wednesday nights, specifically checking 11pm availability and cross-referencing multiple data sources.",
+        "raw_prompt_ref": [
+          {
+            "line_start": 45,
+            "line_end": 55,
+            "confidence": 0.91
+          }
+        ]
+      },
+      {
+        "id": "input_001",
+        "type": "Input",
+        "name": "User Restaurant Query",
+        "importance": "HIGH",
+        "raw_prompt": "User request for closest eatery to Harkness Memorial State Park open at 11pm on Wednesdays",
+        "raw_prompt_ref": [
+          {
+            "line_start": 1,
+            "line_end": 3,
+            "confidence": 0.99
+          }
+        ]
+      },
+      {
+        "id": "output_001",
+        "type": "Output",
+        "name": "Restaurant Recommendations",
+        "importance": "HIGH",
+        "raw_prompt": "Comprehensive restaurant recommendations with verified operating hours and proximity information",
+        "raw_prompt_ref": [
+          {
+            "line_start": 90,
+            "line_end": 95,
+            "confidence": 0.93
+          }
+        ]
+      },
+      {
+        "id": "human_001",
+        "type": "Human",
+        "name": "End User",
+        "importance": "HIGH",
+        "raw_prompt": "User seeking restaurant recommendations near a specific location with time constraints",
+        "raw_prompt_ref": [
+          {
+            "line_start": 1,
+            "line_end": 1,
+            "confidence": 0.95
+          }
+        ]
+      }
+    ],
+    "relations": [
+      {
+        "id": "rel_001",
+        "source_id": "input_001",
+        "target_id": "agent_001",
+        "type": "CONSUMED_BY",
+        "importance": "HIGH",
+        "interaction_prompt": "Location-based query consumed by Location-Based Services Expert",
+        "interaction_prompt_ref": [
+          {
+            "line_start": 5,
+            "line_end": 8,
+            "confidence": 0.95
+          }
+        ]
+      },
+      {
+        "id": "rel_002",
+        "source_id": "agent_001",
+        "target_id": "task_001",
+        "type": "PERFORMS",
+        "importance": "HIGH",
+        "interaction_prompt": "Location-Based Services Expert performs geographic proximity analysis",
+        "interaction_prompt_ref": [
+          {
+            "line_start": 15,
+            "line_end": 25,
+            "confidence": 0.92
+          }
+        ]
+      },
+      {
+        "id": "rel_003",
+        "source_id": "agent_002",
+        "target_id": "task_002",
+        "type": "PERFORMS",
+        "importance": "HIGH",
+        "interaction_prompt": "Eateries Expert performs restaurant data collection",
+        "interaction_prompt_ref": [
+          {
+            "line_start": 35,
+            "line_end": 45,
+            "confidence": 0.89
+          }
+        ]
+      },
+      {
+        "id": "rel_004",
+        "source_id": "agent_003",
+        "target_id": "task_003",
+        "type": "PERFORMS",
+        "importance": "HIGH",
+        "interaction_prompt": "Data Verification Expert performs operating hours validation",
+        "interaction_prompt_ref": [
+          {
+            "line_start": 55,
+            "line_end": 65,
+            "confidence": 0.87
+          }
+        ]
+      },
+      {
+        "id": "rel_005",
+        "source_id": "task_001",
+        "target_id": "task_002",
+        "type": "NEXT",
+        "importance": "HIGH",
+        "interaction_prompt": "Geographic analysis leads to restaurant data collection",
+        "interaction_prompt_ref": [
+          {
+            "line_start": 25,
+            "line_end": 30,
+            "confidence": 0.88
+          }
+        ]
+      },
+      {
+        "id": "rel_006",
+        "source_id": "task_002",
+        "target_id": "task_003",
+        "type": "NEXT",
+        "importance": "HIGH",
+        "interaction_prompt": "Restaurant data collection followed by operating hours validation",
+        "interaction_prompt_ref": [
+          {
+            "line_start": 45,
+            "line_end": 50,
+            "confidence": 0.85
+          }
+        ]
+      },
+      {
+        "id": "rel_007",
+        "source_id": "task_003",
+        "target_id": "output_001",
+        "type": "PRODUCES",
+        "importance": "HIGH",
+        "interaction_prompt": "Validation task produces final restaurant recommendations",
+        "interaction_prompt_ref": [
+          {
+            "line_start": 90,
+            "line_end": 95,
+            "confidence": 0.92
+          }
+        ]
+      },
+      {
+        "id": "rel_008",
+        "source_id": "output_001",
+        "target_id": "human_001",
+        "type": "DELIVERS_TO",
+        "importance": "HIGH",
+        "interaction_prompt": "Restaurant recommendations delivered to end user",
+        "interaction_prompt_ref": [
+          {
+            "line_start": 95,
+            "line_end": 100,
+            "confidence": 0.93
+          }
+        ]
+      },
+      {
+        "id": "rel_009",
+        "source_id": "agent_004",
+        "target_id": "task_001",
+        "type": "USES",
+        "importance": "MEDIUM",
+        "interaction_prompt": "Computer Terminal provides computational support for geographic analysis",
+        "interaction_prompt_ref": [
+          {
+            "line_start": 20,
+            "line_end": 25,
+            "confidence": 0.8
+          }
+        ]
+      }
+    ],
+    "failures": [
+      {
+        "id": "failure_001",
+        "type": "EXECUTION_ERROR",
+        "severity": "HIGH",
+        "description": "Data Verification Expert failed to properly validate restaurant operating hours due to incorrect Python code implementation, leading to inaccurate 11pm availability data",
+        "raw_text": "",
+        "raw_text_ref": [
+          {
+            "line_start": 60,
+            "line_end": 65,
+            "confidence": 0.9
+          }
+        ],
+        "affected_id": "agent_003"
+      },
+      {
+        "id": "failure_002",
+        "type": "RETRIEVAL_ERROR",
+        "severity": "MEDIUM", 
+        "description": "Location-Based Services Expert encountered API limitations when accessing real-time restaurant data, resulting in incomplete proximity analysis",
+        "raw_text": "",
+        "raw_text_ref": [
+          {
+            "line_start": 18,
+            "line_end": 22,
+            "confidence": 0.85
+          }
+        ],
+        "affected_id": "agent_001"
+      }
+    ],
+    "optimizations": [
+      {
+        "id": "opt_001",
+        "type": "TOOL_ENHANCEMENT",
+        "priority": "HIGH",
+        "description": "Enhance location-based services with caching mechanisms and fallback data sources to improve reliability and reduce API dependency",
+        "raw_text": "Implement robust location service tools with redundancy",
+        "raw_text_ref": [
+          {
+            "line_start": 15,
+            "line_end": 25,
+            "confidence": 0.88
+          }
+        ],
+        "affected_ids": ["agent_001"]
+      },
+      {
+        "id": "opt_002",
+        "type": "WORKFLOW_SIMPLIFICATION",
+        "priority": "MEDIUM",
+        "description": "Combine restaurant data collection and operating hours validation into a single integrated task to reduce coordination overhead and improve data consistency",
+        "raw_text": "Merge data collection and validation workflows",
+        "raw_text_ref": [
+          {
+            "line_start": 35,
+            "line_end": 65,
+            "confidence": 0.82
+          }
+        ],
+        "affected_ids": ["agent_002", "agent_003", "task_002", "task_003"]
+      },
+      {
+        "id": "opt_003",
+        "type": "PROMPT_REFINEMENT",
+        "priority": "MEDIUM",
+        "description": "Refine Data Verification Expert prompts to include specific error handling and validation procedures for time-sensitive restaurant data",
+        "raw_text": "Improve validation prompts with error handling",
+        "raw_text_ref": [
+          {
+            "line_start": 55,
+            "line_end": 65,
+            "confidence": 0.85
+          }
+        ],
+        "affected_ids": ["agent_003"]
+      }
+    ]
+  },
+  "extraction_info": {
+    "method": "enhanced_mock_creation",
+    "model": "human_designed",
+    "timestamp": "2025-01-27",
+    "api_key_used": "[REDACTED]",
+    "no_enhancement": false,
+    "source": "manual_design_for_demo"
+  }
+}

backend/database/samples/samples_config.json

@@ -49,6 +49,36 @@
         "verification_patterns",
         "optimization_recommendations"
       ]
+    },
+    {
+      "id": "algorithm_sample_1",
+      "name": "Location-Based Restaurant Discovery System",
+      "description": "Complex location-based services example showcasing geographic analysis, time-based filtering, and data verification failures. Features Location-Based Services Expert, Eateries Expert, Data Verification Expert, and Computer Terminal collaborating on restaurant discovery near Harkness Memorial State Park with specific time constraints.",
+      "trace_file": "traces/algorithm_sample_1.json",
+      "knowledge_graph_file": "knowledge_graphs/kg_algorithm_sample_1.json",
+      "tags": [
+        "multi_agent",
+        "algorithm_generated",
+        "location_services",
+        "data_verification",
+        "real_failure",
+        "geographic_analysis",
+        "time_constraints",
+        "api_integration"
+      ],
+      "complexity": "expert",
+      "trace_type": "location_based_services",
+      "trace_source": "algorithm_generated",
+      "features": [
+        "geographic_proximity_analysis",
+        "time_based_filtering",
+        "data_verification_failures",
+        "api_integration_challenges",
+        "multi_source_validation",
+        "real_world_constraints",
+        "execution_error_analysis",
+        "tool_enhancement_recommendations"
+      ]
     }
   ],
   "metadata": {

backend/database/samples/traces/algorithm_sample_1.json

@@ -0,0 +1,42 @@
+{
+  "filename": "algorithm_sample_1.json",
+  "title": "Algorithm Sample 1: What is the closest eatery to Harkness Memorial State Park t...",
+  "description": "Complex location-based services sample with 4 specialized agents. Involves geographic queries, time-based filtering, and data verification.",
+  "trace_type": "location_based_services",
+  "trace_source": "algorithm_generated",
+  "tags": [
+    "multi_agent",
+    "algorithm_generated",
+    "location_services",
+    "data_verification",
+    "real_failure",
+    "Computer_terminal",
+    "DataVerification_Expert",
+    "Eateries_Expert",
+    "Location-Based_Services_Expert"
+  ],
+  "content": {
+    "id": "algorithm_trace_1",
+    "timestamp": "2025-01-27T00:00:00",
+    "metadata": {
+      "source": "algorithm-generated.jsonl",
+      "original_id": 1,
+      "mistake_step": 3,
+      "mistake_agent": "DataVerification_Expert",
+      "mistake_reason": "The Python code is incorrect.",
+      "ground_truth": "McDonald's",
+      "is_correct": false
+    },
+    "data": {
+      "question": "What is the closest eatery to Harkness Memorial State Park that is still open at 11pm on Wednesdays?",
+      "agents": [
+        "Computer_terminal",
+        "DataVerification_Expert",
+        "Eateries_Expert",
+        "Location-Based_Services_Expert"
+      ],
+      "total_observations": 26025
+    },
+    "observations": "[{\"content\": \"You are given: (1) a task and advises from your manager with a specific plan and (2) a general task.\\nCollect information from the general task, follow the suggestions from manager to solve the task.\\n\\n# General Task\\nWhat is the closest eatery to Harkness Memorial State Park that is still open at 11pm on Wednesdays? Please solve the task carefully.\\n\\n# Task and suggestions from manager\\n## Task description\\nFind the closest eatery to Harkness Memorial State Park that is still open at 11pm on Wednesdays.\\n\\n## Plan for solving the task\\n1. Identify the location of Harkness Memorial State Park.\\n2. Use location-based services and maps to search for eateries near the park.\\n3. Filter the results to find eateries that are open until at least 11pm on Wednesdays.\\n4. Determine the closest eatery from the filtered list.\\n\\n## Output format\\n- Name of the eatery\\n- Address of the eatery\\n- Distance from Harkness Memorial State Park\\n- Confirmation that it is open at 11pm on Wednesdays\\n\\n## Constraints and conditions for completion\\n- The eatery must be the closest one to Harkness Memorial State Park.\\n- The eatery must be open at 11pm on Wednesdays.\\n\\n## Results from last response\\nNone of the eateries identified near Harkness Memorial State Park meet the requirement of being open until 11 PM on Wednesdays. The eateries listed are all closed by 9 PM.\\n\\n## Reason for the results\\nThe initial search failed to locate any eateries near Harkness Memorial State Park that are open until 11 PM on Wednesdays. Additional searches were conducted in a broader radius to include neighboring towns like New London, East Lyme, and Groton, but these searches also did not yield any eateries meeting the criteria. \", \"name\": \"Eateries_Expert\", \"role\": \"assistant\"}, {\"content\": \"First, I will identify the exact location of Harkness Memorial State Park. Then, I will search for eateries near the park using location-based services and filter to find those open until at least 11pm on Wednesdays. Let's proceed step by step.\\n\\n### Step 1: Identify the Location of Harkness Memorial State Park\\nHarkness Memorial State Park is located in Waterford, Connecticut. The exact address is:\\n- **Address:** 275 Great Neck Rd, Waterford, CT 06385, USA\\n\\n### Step 2: Search for Eateries Near Harkness Memorial State Park\\nI'll use a map-based service to search for eateries within a reasonable distance from the park.\\n\\n### Step 3: Filter Results for Eateries Open Until 11 PM on Wednesdays\\nWe need to filter the results to make sure the eatery is open at 11 PM on Wednesdays.\\n\\nI'll now perform the search for eateries and filter the results. \\n\\n```python\\nfrom functions import perform_web_search\\n\\n# Search for eateries near Harkness Memorial State Park\\nquery = \\\"eateries near Harkness Memorial State Park Waterford CT open until 11 PM Wednesday\\\"\\nresults = perform_web_search(query, count=20)\\n\\n# Print results to analyze further\\nprint(results)\\n```\\n\\nLet me perform this search first.\", \"name\": \"Location-Based_Services_Expert\", \"role\": \"user\"}, {\"content\": \"exitcode: 0 (execution succeeded)\\nCode output: Search Result 1:\\nTHE 10 BEST Restaurants Near Harkness Memorial State Park - Tripadvisor\\nhttps://www.tripadvisor.com/RestaurantsNear-g33964-d270016-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveler reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. ... 275 Great Neck Rd, Waterford, CT 06385-3823. Read Reviews of Harkness Memorial State Park. Sponsored. Ballo Italian Kitchen & Bar. ... #11 of 67 Restaurants ...\\nSearch Result 2:\\nThe Best 10 Restaurants near Harkness Memorial State Park in Waterford ...\\nhttps://www.yelp.com/search?cflt=restaurants&find_near=harkness-memorial-state-park-waterford\\nBest Restaurants near Harkness Memorial State Park - On the Waterfront, 374 Kitchen & Cocktails, Captain Scott's Lobster Dock, Fat Tuna, The Blue Duck Bar & Kitchen, Cinnamon Grill, Skipper's Seafood Restaurant, Recovery Room, Lighthouse Inn, Caffe NV\\nSearch Result 3:\\nTHE 10 BEST Restaurants Near Harkness Memorial State Park - Tripadvisor\\nhttps://www.tripadvisor.com.au/RestaurantsNear-g33964-d270016-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveller reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. ... 275 Great Neck Rd, Waterford, CT 06385-3823. Read Reviews of Harkness Memorial State Park. ... #11 of 75 Restaurants in New London 96 reviews. 825 Montauk ...\\nSearch Result 4:\\nTHE 10 BEST Restaurants Near Harkness Memorial State Park - Tripadvisor\\nhttps://www.tripadvisor.com/RestaurantsNear-g33964-d270016-oa30-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveler reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. Waterford. Waterford Tourism Waterford Hotels Waterford Vacation Rentals Flights to Waterford\\nSearch Result 5:\\nRestaurants Near Harkness Memorial State Park, Waterford, CT - Tripadvisor\\nhttps://www.tripadvisor.ca/RestaurantsNear-g33964-d270016-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveller reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut.\\nSearch Result 6:\\nRestaurants Near Harkness Memorial State Park, Waterford, CT\\nhttps://www.tripadvisor.co.za/RestaurantsNear-g33964-d270016-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveller reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. Waterford. Waterford Tourism Waterford Hotels ... #11 of 67 Restaurants in New London 97 reviews.\\nSearch Result 7:\\nTHE 10 BEST Restaurants Near Harkness Memorial State Park - Tripadvisor\\nhttps://www.tripadvisor.com.ph/RestaurantsNear-g33964-d270016-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveller reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. Waterford. Waterford Tourism Waterford Hotels Waterford Bed and Breakfast Flights to Waterford\\nSearch Result 8:\\nRestaurants near Harkness Memorial State Park - OpenTable\\nhttps://www.opentable.com/landmark/restaurants-near-harkness-memorial-state-park\\nDiscover the best restaurants near Harkness Memorial State Park, Connecticut. Find available tables for your party size and preferred time and reserve your perfect spot. ... Discover the best restaurants near Harkness Memorial State Park, Connecticut. ... in our rustic dining room or at our full-service dining room bar. Tuscany will be open for ...\\nSearch Result 9:\\nRestaurants near Harkness Memorial State Park - ConcertHotels.com\\nhttps://www.concerthotels.com/venue-restaurants/harkness-memorial-state-park-restaurants/327961\\nConcertHotels.com lists 10 Harkness Memorial State Park Restaurants for you to choose from and reserve a table online, free of charge. ... FAQs; My Booking; Restaurants near Harkness Memorial State Park. Harkness Memorial State Park, 275 Great Neck Road, Waterford, 06385, CT. Hotels Reviews Dining. Hotels: ... 1-10 of 10 Restaurants near ...\\nSearch Result 10:\\nTHE 10 BEST Restaurants Near Harkness Memorial State Park - Tripadvisor\\nhttps://www.tripadvisor.co.uk/RestaurantsNear-g33964-d270016-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveller reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. Waterford. Waterford Tourism Waterford Hotels Waterford Holiday Rentals Flights to Waterford Waterford Restaurants Waterford Attractions Waterford Travel Forum ...\\nSearch Result 11:\\nTHE 10 BEST Restaurants in Waterford (Updated December 2024) - Tripadvisor\\nhttps://www.tripadvisor.in/Restaurants-g33964-Waterford_Mystic_Country_Connecticut.html\\nBest Restaurants in Waterford, CT. Restaurants in Waterford. View map. Establishment type. Restaurants. Quick Bites. ... Open now. Open now. Features. Seating. Wheelchair Accessible. Takeout. Table Service. ... Restaurants near Harkness Memorial State Park Restaurants near Waterford Beach Park Restaurants near Waterford Speedbowl.\\nSearch Result 12:\\nBest Restaurants Near Harkness Memorial State Park - Tripadvisor\\nhttps://www.tripadvisor.in/RestaurantsNear-g33964-d270016-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveller reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. Waterford. Waterford Tourism Waterford Hotels Waterford Guest House Waterford Holiday Homes Waterford Flights Waterford Restaurants Waterford Attractions\\nSearch Result 13:\\nTHE 10 BEST Restaurants Near Harkness Memorial State Park - Tripadvisor\\nhttps://www.tripadvisor.co.nz/RestaurantsNear-g33964-d270016-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveller reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. Waterford. Waterford Tourism Waterford Accommodation Waterford Holiday Rentals Waterford Flights\\nSearch Result 14:\\nTHE 10 BEST Restaurants Near Harkness Memorial State Park - Tripadvisor\\nhttps://www.tripadvisor.com/RestaurantsNear-g33964-d270016-oa60-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveler reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. Waterford. Waterford Tourism Waterford Hotels Waterford Vacation Rentals Flights to Waterford\\nSearch Result 15:\\nTHE 10 BEST Restaurants Near Waterford Beach Park - Tripadvisor\\nhttps://www.tripadvisor.com/RestaurantsNear-g33964-d5998703-Waterford_Beach_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Waterford Beach Park, Waterford on Tripadvisor: Find traveler reviews and candid photos of dining near Waterford Beach Park in Waterford, Connecticut. ... Restaurants near Harkness Memorial State Park; Restaurants near Ocean Beach Park; ... 305 Great Neck Rd, Waterford, CT 06385-3825. Read Reviews of Waterford Beach Park ...\\nSearch Result 16:\\nTHE 10 BEST Restaurants Near Harkness Memorial State Park - Tripadvisor\\nhttps://www.tripadvisor.com/RestaurantsNear-g33964-d270016-oa120-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveler reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. Waterford. Waterford Tourism Waterford Hotels Waterford Bed and Breakfast Waterford Vacation Rentals Flights to Waterford Waterford Restaurants Things to Do in ...\\nSearch Result 17:\\nTHE 10 BEST Restaurants Near Harkness Memorial State Park - Tripadvisor\\nhttps://www.tripadvisor.com.sg/RestaurantsNear-g33964-d270016-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveller reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. Waterford. Waterford Tourism Waterford Hotels Waterford Bed and Breakfast Waterford Holiday Rentals\\nSearch Result 18:\\nTHE 10 BEST Restaurants in Waterford - Tripadvisor\\nhttps://www.tripadvisor.com/Restaurants-g33964-Waterford_Mystic_Country_Connecticut.html\\nBest Dining in Waterford, Mystic Country: See 1,427 Tripadvisor traveler reviews of 50 Waterford restaurants and search by cuisine, price, location, and more.\\nSearch Result 19:\\nTHE 10 BEST Restaurants Near Harkness Memorial State Park - Tripadvisor\\nhttps://www.tripadvisor.ca/RestaurantsNear-g33964-d270016-oa120-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveller reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. Waterford. Waterford Tourism Waterford Hotels Waterford Bed and Breakfast Waterford Vacation Rentals Flights to Waterford Waterford Restaurants Waterford Attractions\\nSearch Result 20:\\nTHE 10 BEST Restaurants Near Harkness Memorial State Park - Tripadvisor\\nhttps://www.tripadvisor.co.uk/RestaurantsNear-g33964-d270016-oa30-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\nRestaurants near Harkness Memorial State Park, Waterford on Tripadvisor: Find traveller reviews and candid photos of dining near Harkness Memorial State Park in Waterford, Connecticut. Waterford. Waterford Tourism Waterford Hotels Waterford Holiday Rentals Flights to Waterford\\nNone\\n\", \"name\": \"Computer_terminal\", \"role\": \"user\"}, {\"content\": \"The search results provide several sources listing eateries near Harkness Memorial State Park. Next, I'll focus on extracting details about the restaurants and determining their operating hours on Wednesdays to identify those open until at least 11 PM. Here's a structured approach:\\n\\n1. Review the provided search results and extract the names and addresses of the closest eateries.\\n2. Verify the operational hours on Wednesdays for each eatery.\\n3. Identify which eateries are open until at least 11 PM.\\n4. Determine the closest eatery among those identified.\\n\\n### Step 1: Extract Eatery Details\\nBased on the search results, the following sources seem promising:\\n- [Tripadvisor](https://www.tripadvisor.com/RestaurantsNear-g33964-d270016-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html)\\n- [Yelp](https://www.yelp.com/search?cflt=restaurants&find_near=harkness-memorial-state-park-waterford)\\n- [OpenTable](https://www.opentable.com/landmark/restaurants-near-harkness-memorial-state-park)\\n\\nI will need to query these sources to extract specific eatery details and their operating hours.\\n\\n### Step 2: Verify Operational Hours\\nOnce we have the list of eateries, we will need to verify their operational hours for Wednesdays using a web search API or by visiting their individual pages.\\n\\n### Step 3: Identify Eateries Open Until 11 PM\\nFilter out those that do not meet the criteria of being open until at least 11 PM on Wednesdays.\\n\\n### Step 4: Determine Closest Eatery\\nCompare the distances of the remaining eateries from Harkness Memorial State Park to determine which one is the closest.\\n\\nI'll now proceed by writing code to extract and filter the data accordingly.\\n\\n### Code to Extract and Filter Data\\n```python\\nfrom functions import perform_web_search\\n\\n# Function to verify operating hours\\ndef check_operating_hours(eatery, day='Wednesday', closing_time='11:00 PM'):\\n    query = f\\\"{eatery} hours on {day}\\\"\\n    results = perform_web_search(query, count=1)\\n    for result in results:\\n        if closing_time in result:\\n            return True\\n    return False\\n\\n# Extracting eatery details from given links (only some of the top results)\\neatery_links = [\\n    \\\"https://www.tripadvisor.com/RestaurantsNear-g33964-d270016-Harkness_Memorial_State_Park-Waterford_Mystic_Country_Connecticut.html\\\",\\n    \\\"https://www.yelp.com/search?cflt=restaurants&find_near=harkness-memorial-state-park-waterford\\\",\\n    \\\"https://www.opentable.com/landmark/restaurants-near-harkness-memorial-state-park\\\"\\n]\\n\\n# Dummy list of eateries extracted manually (usually parsed from the websites above)\\neateries = [\\n    {\\\"name\\\": \\\"Ballo Italian Kitchen & Bar\\\", \\\"address\\\": \\\"Foxwoods Resort Casino, 350 Trolley Line Blvd, Ledyard, CT 06338\\\"},\\n    {\\\"name\\\": \\\"On the Waterfront\\\", \\\"address\\\": \\\"250 Pequot Ave, New London, CT 06320\\\"},\\n    {\\\"name\\\": \\\"374 Kitchen & Cocktails\\\", \\\"address\\\": \\\"374 Bank St, New London, CT 06320\\\"},\\n]\\n\\n# Filter eateries open until at least 11 PM on Wednesday\\nopen_eateries = []\\nfor eatery in eateries:\\n    if check_operating_hours(eatery['name']):\\n        open_eateries.append(eatery)\\n\\n# Print open eateries to verify\\nprint(open_eateries)\\n```\\n\\nExecuting this code will provide us with the eateries that are open until at least 11 PM on Wednesdays. Based on the result, we can further narrow down the closest eatery to Harkness Memorial State Park. Let's perform this verification.\", \"name\": \"DataVerification_Expert\", \"role\": \"user\"}, {\"content\": \"exitcode: 1 (execution failed)\\nCode output: Traceback (most recent call last):\\n  File \\\"/home/Assist/groupchat/tmp_code_92ba2efe6ce1d1566b3123f2c869ec84.py\\\", line 29, in <module>\\n    if check_operating_hours(eatery['name']):\\n  File \\\"/home/Assist/groupchat/tmp_code_92ba2efe6ce1d1566b3123f2c869ec84.py\\\", line 7, in check_operating_hours\\n    for result in results:\\nTypeError: 'NoneType' object is not iterable\\nSearch Result 1:\\nBallo Italian Restaurant\\nhttps://www.balloitalian.com/\\nBallo Italian Restaurant and Social Club will bring John Tunney’s same passion to the Italian experience with intense design combinations, exceptional service and a fresh, authentic menu of Italian favorites and new creations. ... KITCHEN HOURS. Please note the bar always stays open later! Monday-Thurs. 4pm-10pm. Friday. 4pm-11pm. Saturday ...\\n\", \"name\": \"Computer_terminal\", \"role\": \"user\"}, {\"content\": \"The error indicates that the `perform_web_search` function returned `None`, which caused a `TypeError` when attempting to iterate over the results. We need to ensure that the function properly returns search results and handle cases where results might be `None`.\\n\\n### Updated Plan:\\n1. Correct the `perform_web_search` function to handle potential `None` results.\\n2. Manually verify operating hours for eateries using the search results or directly through their websites.\\n\\n### Updated Code:\\nHere's the revised code to handle `None` values and print out search results for manual verification:\\n\\n```python\\nfrom functions import perform_web_search\\n\\n# Function to verify operating hours\\ndef check_operating_hours(eatery, day='Wednesday', closing_time='11:00 PM'):\\n    query = f\\\"{eatery} hours on {day}\\\"\\n    results = perform_web_search(query, count=1)\\n    if results is None:\\n        return False\\n    for result in results:\\n        if closing_time in result:\\n            return True\\n    return False\\n\\n# Dummy list of eateries extracted manually\\neateries = [\\n    {\\\"name\\\": \\\"Ballo Italian Kitchen & Bar\\\", \\\"address\\\": \\\"Foxwoods Resort Casino, 350 Trolley Line Blvd, Ledyard, CT 06338\\\"},\\n    {\\\"name\\\": \\\"On the Waterfront\\\", \\\"address\\\": \\\"250 Pequot Ave, New London, CT 06320\\\"},\\n    {\\\"name\\\": \\\"374 Kitchen & Cocktails\\\", \\\"address\\\": \\\"374 Bank St, New London, CT 06320\\\"},\\n]\\n\\n# Filter eateries open until at least 11 PM on Wednesday\\nopen_eateries = []\\nfor eatery in eateries:\\n    open_status = check_operating_hours(eatery['name'])\\n    print(f\\\"Checking {eatery['name']} - Open status: {open_status}\\\")\\n    if open_status:\\n        open_eateries.append(eatery)\\n\\n# Print open eateries to verify\\nprint(open_eateries)\\n```\\n\\nLet's execute the above code to filter out eateries based on their operating hours. This will help us manually verify and proceed further.\", \"name\": \"DataVerification_Expert\", \"role\": \"user\"}, {\"content\": \"exitcode: 0 (execution succeeded)\\nCode output: Search Result 1:\\nBallo Italian Restaurant\\nhttps://www.balloitalian.com/\\nBallo Italian Restaurant and Social Club will bring John Tunney’s same passion to the Italian experience with intense design combinations, exceptional service and a fresh, authentic menu of Italian favorites and new creations. ... KITCHEN HOURS. Please note the bar always stays open later! Monday-Thurs. 4pm-10pm. Friday. 4pm-11pm. Saturday ...\\nChecking Ballo Italian Kitchen & Bar - Open status: False\\nSearch Result 1:\\nOn The Waterfront | 1 Harding St, Washington, NC 27889, USA\\nhttps://usarestaurants.info/explore/united-states/north-carolina/beaufort-county/washington/on-the-waterfront-252-946-3463.htm\\nGet address, phone number, hours, reviews, photos and more for On The Waterfront | 1 Harding St, Washington, NC 27889, USA on usarestaurants.info. USA Restaurants. Search. United states » North carolina » Beaufort county » Washington 2024-10-21. On The Waterfront (5 Reviews)\\nChecking On the Waterfront - Open status: False\\nSearch Result 1:\\nMenu - 374\\nhttps://www.374kitchenandcocktails.com/menu\\nAll of our craft cocktails are made with fresh, housemade ingredients. ... Cheers, Niantic. cappy hospitality LOCATIONS. NIANTIC. 374. 374 Main Street, Niantic, CT (860) 850-5107. Sunday-Wednesday 10:30am - 9pm. Thursday-Saturday 10:30am - 11pm. EAST LYME. Flanders Fish Market. 122 Chesterfield Road East Lyme, CT (860) 739-0306. Monday - Sunday ...\\nChecking 374 Kitchen & Cocktails - Open status: False\\n[]\\n\", \"name\": \"Computer_terminal\", \"role\": \"user\"}, {\"content\": \"None of the eateries we checked so far meet the criteria of being open until at least 11 PM on Wednesdays. Let's expand our search to include a broader range of eateries and verify their operating hours. \\n\\nSince the specific eateries from the initial search results are not open until 11 PM, we'll need to identify other options by exploring a larger dataset of eateries and manually checking their operational hours.\\n\\n### Step-by-Step Plan:\\n1. Expand the list of eateries around Harkness Memorial State Park.\\n2. Manually verify operational hours for additional eateries.\\n3. Identify the closest eatery that meets the criteria.\\n\\n### Updated List of Eateries for Further Exploration:\\n- **Captain Scott's Lobster Dock**\\n- **Fat Tuna**\\n- **The Blue Duck Bar & Kitchen**\\n- **Cinnamon Grill**\\n- **Skipper's Seafood Restaurant**\\n- **Recovery Room**\\n- **Lighthouse Inn**\\n- **Caffe NV**\\n\\nWe'll focus on manually checking the operating hours for the additional eateries listed above.\\n\\n### Manual Verification Process:\\n1. **Captain Scott's Lobster Dock**\\n   - Location: 80 Hamilton St, New London, CT 06320\\n   - Check operating hours on Wednesdays.\\n\\n2. **Fat Tuna**\\n   - Location: 248 Bank St, New London, CT 06320\\n   - Check operating hours on Wednesdays.\\n\\n3. **The Blue Duck Bar & Kitchen**\\n   - Location: 52 Bank St, New London, CT 06320\\n   - Check operating hours on Wednesdays.\\n\\n4. **Cinnamon Grill**\\n   - Location: 422 Forester Ave, New London, CT 06320\\n   - Check operating hours on Wednesdays.\\n\\n5. **Skipper's Seafood Restaurant**\\n   - Location: 167 Main St, Niantic, CT 06357\\n   - Check operating hours on Wednesdays.\\n\\n6. **Recovery Room**\\n   - Location: 445 Ocean Ave, New London, CT 06320\\n   - Check operating hours on Wednesdays.\\n\\n7. **Lighthouse Inn**\\n   - Location: 6 Guthrie Pl, New London, CT 06320\\n   - Check operating hours on Wednesdays.\\n\\n8. **Caffe NV**\\n   - Location: 43 Boston Post Rd, Waterford, CT 06385\\n   - Check operating hours on Wednesdays.\\n\\n### Manual Check for Operating Hours\\nWe'll manually verify the operating hours for these eateries on Wednesdays to determine if any are open until at least 11 PM. I will initiate the process by checking one eatery as an example and then proceed to check the others accordingly.\\n\\n### Example Verification for Captain Scott's Lobster Dock\\n```python\\nfrom functions import perform_web_search\\n\\n# Function to verify operating hours\\ndef check_operating_hours(eatery, day='Wednesday', closing_time='11:00 PM'):\\n    query = f\\\"{eatery} hours on {day}\\\"\\n    results = perform_web_search(query, count=1)\\n    if results is None:\\n        return False\\n    for result in results:\\n        if closing_time in result:\\n            return True\\n    return False\\n\\n# Verify operating hours for Captain Scott's Lobster Dock\\neatery_name = \\\"Captain Scott's Lobster Dock\\\"\\nopen_status = check_operating_hours(eatery_name)\\nprint(f\\\"{eatery_name} - Open status: {open_status}\\\")\\n```\\n\\nOnce we verify the operating hours for the first eatery, we'll continue with the others and update our findings. Let's proceed with this step.\", \"name\": \"Eateries_Expert\", \"role\": \"assistant\"}, {\"content\": \"exitcode: 0 (execution succeeded)\\nCode output: Search Result 1:\\nCaptain Scott's Lobster Dock - Yelp\\nhttps://www.yelp.com/biz/captain-scotts-lobster-dock-new-london\\nCAPTAIN SCOTT'S LOBSTER DOCK, 80 Hamilton St, New London, CT 06320, 1057 Photos, Mon - 11:00 am - 7:30 pm, Tue - 11:00 am - 7:30 pm, Wed - 11:00 am - 7:30 pm, Thu - 11:00 am - 7:30 pm, Fri - 11:00 am - 7:30 pm, Sat - 11:00 am - 7:30 pm, Sun - 11:00 am - 7:30 pm ... See hours. See all 1.1k photos Write a review. Add photo. Share. Save. Menu ...\\nCaptain Scott's Lobster Dock - Open status: False\\n\", \"name\": \"Computer_terminal\", \"role\": \"user\"}, {\"content\": \"Based on the verification, Captain Scott's Lobster Dock is not open until 11 PM on Wednesdays. Let's proceed with checking the operating hours for the next eatery on the list.\\n\\n### Next Eatery: Fat Tuna\\nLet's verify the operating hours for \\\"Fat Tuna\\\".\\n\\n```python\\nfrom functions import perform_web_search\\n\\n# Verify operating hours for Fat Tuna\\neatery_name = \\\"Fat Tuna\\\"\\nopen_status = check_operating_hours(eatery_name)\\nprint(f\\\"{eatery_name} - Open status: {open_status}\\\")\\n```\\n\\nWe'll continue this process for all the eateries on the list until we find one that meets the criteria of being open until at least 11 PM on Wednesdays.\", \"name\": \"DataVerification_Expert\", \"role\": \"user\"}]"
+  }
+}