fixes

examples/ai_testing/my_games/ai_logs/session_20260104_020405/agent_memories.json

@@ -1,5 +0,0 @@
-{
-  "C": "The 'target' parameter is not explicitly defined in the schema, but I infer from 'from' and 'to' in example. I will use 'from' and 'to' as per the schema's example parameter for clarity.",
-  "A": "Target Wheat/Ore for second settlement. Node 45 (O2, Wh9, Wh6) is a strong contender.",
-  "B": "Wait for C's placement before planning my second settlement road and location."
-}

examples/ai_testing/my_games/ai_logs/session_20260104_020405/chat_history.json

@@ -1,39 +0,0 @@
-{
-  "messages": [
-    {
-      "msg": 1,
-      "player": "A",
-      "message": "I'm starting strong with Wood, Brick, and Sheep! Ready to build some roads."
-    },
-    {
-      "msg": 2,
-      "player": "B",
-      "message": "I'm looking for a good starting spot."
-    },
-    {
-      "msg": 3,
-      "player": "B",
-      "message": "I'm settling on the Wheat 8, Wood 4, and Brick 10. Let's get building!"
-    },
-    {
-      "msg": 4,
-      "player": "B",
-      "message": "Alright, road laid! Good luck everyone!"
-    },
-    {
-      "msg": 5,
-      "player": "B",
-      "message": "No current message."
-    },
-    {
-      "msg": 6,
-      "player": "C",
-      "message": "I'm building my road."
-    },
-    {
-      "msg": 7,
-      "player": "B",
-      "message": "C, looking good with that settlement! What's next for your road?"
-    }
-  ]
-}

examples/ai_testing/my_games/ai_logs/session_20260104_020405/player_A.md

@@ -1,732 +0,0 @@
-# 🤖 AI Agent Log - Player A
-
----
-
-**Session:** `session_20260104_020405`
-
-**Model:** `models/gemini-2.5-flash`
-
-**Started:** 2026-01-04 02:04:20
-
----
-
-
-## 🔄 Request #1
-
-**Timestamp:** 2026-01-04 02:04:20
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking",
-    "action"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Private strategy. What's your plan and why?",
-      "minLength": 50
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-      "maxLength": 100
-    },
-    "action": {
-      "type": "object",
-      "required": [
-        "type",
-        "parameters"
-      ],
-      "properties": {
-        "type": {
-          "type": "string",
-          "description": "The action type (must match one from allowed_actions in constraints)"
-        },
-        "parameters": {
-          "type": "object",
-          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-          "properties": {
-            "target": {
-              "type": "string",
-              "description": "The target of the action (if applicable)"
-            },
-            "amount": {
-              "type": "number",
-              "description": "The amount (if applicable)"
-            },
-            "location": {
-              "type": "string",
-              "description": "The location (if applicable)"
-            }
-          },
-          "propertyOrdering": [
-            "target",
-            "amount",
-            "location"
-          ]
-        }
-      },
-      "propertyOrdering": [
-        "type",
-        "parameters"
-      ]
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud",
-    "action"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "A",
-    "role": "You are player 'A'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"A\":{\"vp\":0,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "constraints": {
-    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-    "allowed_actions": [
-      {
-        "action": "place_settlement",
-        "description": "Place your starting settlement on an available node",
-        "example_parameters": {
-          "location": "20"
-        }
-      },
-      {
-        "action": "wait_for_response",
-        "description": "Do nothing on the board, just chat or wait for other players",
-        "example_parameters": {}
-      }
-    ]
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 19.05s
-- **Tokens:** 1023 (prompt: 825, completion: 198)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "As player 'A' in the setup phase, my priority is to establish a strong resource base for early game development and future expansion. I analyzed the available nodes, focusing on those with a good diversity of resources and high-probability production numbers (6, 8, 5, 9, 10).Node 20 (W11, B6, S8) stands out. It provides Wood, Brick, and Sheep, which are essential resources for building roads and additional settlements in the early game. The production numbers (6, 8, 11) are solid, with 6 and 8 being high-probability rolls. This location will enable me to quickly expand and secure more territory.", "action": {"type": "place_settlement", "parameters": {"location": "20"}}, "say_outloud": "I'm starting strong with Wood, Brick, and Sheep! Ready to build some roads."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> As player 'A' in the setup phase, my priority is to establish a strong resource base for early game development and future expansion. I analyzed the available nodes, focusing on those with a good diversity of resources and high-probability production numbers (6, 8, 5, 9, 10).Node 20 (W11, B6, S8) stands out. It provides Wood, Brick, and Sheep, which are essential resources for building roads and additional settlements in the early game. The production numbers (6, 8, 11) are solid, with 6 and 8 being high-probability rolls. This location will enable me to quickly expand and secure more territory.
-
-#### 💬 Says Out Loud
-
-**"I'm starting strong with Wood, Brick, and Sheep! Ready to build some roads."**
-
-#### 🎮 Action
-
-- **Type:** `place_settlement`
-
-- **Parameters:** `{'location': '20'}`
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "As player 'A' in the setup phase, my priority is to establish a strong resource base for early game development and future expansion. I analyzed the available nodes, focusing on those with a good diversity of resources and high-probability production numbers (6, 8, 5, 9, 10).Node 20 (W11, B6, S8) stands out. It provides Wood, Brick, and Sheep, which are essential resources for building roads and additional settlements in the early game. The production numbers (6, 8, 11) are solid, with 6 and 8 being high-probability rolls. This location will enable me to quickly expand and secure more territory.",
-  "action": {
-    "type": "place_settlement",
-    "parameters": {
-      "location": "20"
-    }
-  },
-  "say_outloud": "I'm starting strong with Wood, Brick, and Sheep! Ready to build some roads."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:06:19
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking",
-    "action"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Private strategy. What's your plan and why?",
-      "minLength": 50
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-      "maxLength": 100
-    },
-    "action": {
-      "type": "object",
-      "required": [
-        "type",
-        "parameters"
-      ],
-      "properties": {
-        "type": {
-          "type": "string",
-          "description": "The action type (must match one from allowed_actions in constraints)"
-        },
-        "parameters": {
-          "type": "object",
-          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-          "properties": {
-            "target": {
-              "type": "string",
-              "description": "The target of the action (if applicable)"
-            },
-            "amount": {
-              "type": "number",
-              "description": "The amount (if applicable)"
-            },
-            "location": {
-              "type": "string",
-              "description": "The location (if applicable)"
-            }
-          },
-          "propertyOrdering": [
-            "target",
-            "amount",
-            "location"
-          ]
-        }
-      },
-      "propertyOrdering": [
-        "type",
-        "parameters"
-      ]
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud",
-    "action"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "A",
-    "role": "You are player 'A'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "You placed your first settlement at node 20. Now place a road connecting to it.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "constraints": {
-    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-    "allowed_actions": [
-      {
-        "action": "build_road",
-        "description": "Place your starting road connecting to your settlement",
-        "example_parameters": {
-          "from": "20",
-          "to": "21"
-        }
-      },
-      {
-        "action": "wait_for_response",
-        "description": "Do nothing on the board, just chat or wait for other players",
-        "example_parameters": {}
-      }
-    ]
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 10.54s
-- **Tokens:** 1008 (prompt: 829, completion: 179)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "My first settlement is at node 20, providing Wood (11), Brick (6), and Sheep (8). I need to place a road. I have two main strategic options: connecting to node 19 or node 10. Node 19 offers W11, B10, S8. Node 10 offers B6, S8, W12. Both are good for core resources. However, placing the road to node 10 opens up a path towards node 9, which is a very strong potential second settlement location (S8, W12, W12) and also hosts a 3:1 port. This port will be crucial for trading my abundant wood, brick, and sheep for wheat and ore, which I currently lack. Therefore, extending towards node 10 is the best strategic move.", "action": {"type": "build_road", "parameters": {"target": "A-road-20-10"}}}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> My first settlement is at node 20, providing Wood (11), Brick (6), and Sheep (8). I need to place a road. I have two main strategic options: connecting to node 19 or node 10. Node 19 offers W11, B10, S8. Node 10 offers B6, S8, W12. Both are good for core resources. However, placing the road to node 10 opens up a path towards node 9, which is a very strong potential second settlement location (S8, W12, W12) and also hosts a 3:1 port. This port will be crucial for trading my abundant wood, brick, and sheep for wheat and ore, which I currently lack. Therefore, extending towards node 10 is the best strategic move.
-
-#### 🎮 Action
-
-- **Type:** `build_road`
-
-- **Parameters:** `{'target': 'A-road-20-10'}`
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "My first settlement is at node 20, providing Wood (11), Brick (6), and Sheep (8). I need to place a road. I have two main strategic options: connecting to node 19 or node 10. Node 19 offers W11, B10, S8. Node 10 offers B6, S8, W12. Both are good for core resources. However, placing the road to node 10 opens up a path towards node 9, which is a very strong potential second settlement location (S8, W12, W12) and also hosts a 3:1 port. This port will be crucial for trading my abundant wood, brick, and sheep for wheat and ore, which I currently lack. Therefore, extending towards node 10 is the best strategic move.",
-  "action": {
-    "type": "build_road",
-    "parameters": {
-      "target": "A-road-20-10"
-    }
-  }
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:07:28
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "A",
-    "role": "You are player 'A'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player B is placing their first settlement.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"B\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 9.79s
-- **Tokens:** 866 (prompt: 689, completion: 177)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "It is Player B's turn to place their first settlement. My first settlement is at Node 20, giving me access to Wood (11), Brick (6), and Sheep (8). For my second settlement, I will need to prioritize Wheat and Ore. I will observe where B places their settlement and road, as they will likely target good Wheat/Ore spots or high-probability numbers. Possible good spots for my second settlement to get Wheat and Ore include Node 25 (S4, O3, Wh8), Node 43 (Wh9, O5, Wh9), or Node 45 (O2, Wh9, Wh6). Node 45 looks particularly strong with a 6, Ore, and two Wheats.", "note_to_self": "Target Wheat/Ore for second settlement. Node 45 (O2, Wh9, Wh6) is a strong contender.", "say_outloud": ""}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> It is Player B's turn to place their first settlement. My first settlement is at Node 20, giving me access to Wood (11), Brick (6), and Sheep (8). For my second settlement, I will need to prioritize Wheat and Ore. I will observe where B places their settlement and road, as they will likely target good Wheat/Ore spots or high-probability numbers. Possible good spots for my second settlement to get Wheat and Ore include Node 25 (S4, O3, Wh8), Node 43 (Wh9, O5, Wh9), or Node 45 (O2, Wh9, Wh6). Node 45 looks particularly strong with a 6, Ore, and two Wheats.
-
-#### 📝 Note to Self
-
-*"Target Wheat/Ore for second settlement. Node 45 (O2, Wh9, Wh6) is a strong contender."*
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "It is Player B's turn to place their first settlement. My first settlement is at Node 20, giving me access to Wood (11), Brick (6), and Sheep (8). For my second settlement, I will need to prioritize Wheat and Ore. I will observe where B places their settlement and road, as they will likely target good Wheat/Ore spots or high-probability numbers. Possible good spots for my second settlement to get Wheat and Ore include Node 25 (S4, O3, Wh8), Node 43 (Wh9, O5, Wh9), or Node 45 (O2, Wh9, Wh6). Node 45 looks particularly strong with a 6, Ore, and two Wheats.",
-  "note_to_self": "Target Wheat/Ore for second settlement. Node 45 (O2, Wh9, Wh6) is a strong contender.",
-  "say_outloud": ""
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:08:17
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "A",
-    "role": "You are player 'A'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player B placed their first settlement at node 15 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"B\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 15.32s
-- **Tokens:** 853 (prompt: 708, completion: 145)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player B just placed their first settlement at node 15 (B2, W4). I predict B will place their first road from 15 to 7 to gain immediate access to the Brick 2:1 port, as they produce Brick. This doesn't directly block my preferred second settlement spots. My current settlement at 20 (W11, B6, S8, W12) provides ample Wood, Brick, and Sheep. My strategy for my second settlement will be to secure Wheat and Ore, aiming for spots like Node 23 (O3, Wh10, S11) or Node 33 (O3, Wh10, B10) to diversify my resource income. I will observe C's placements carefully."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player B just placed their first settlement at node 15 (B2, W4). I predict B will place their first road from 15 to 7 to gain immediate access to the Brick 2:1 port, as they produce Brick. This doesn't directly block my preferred second settlement spots. My current settlement at 20 (W11, B6, S8, W12) provides ample Wood, Brick, and Sheep. My strategy for my second settlement will be to secure Wheat and Ore, aiming for spots like Node 23 (O3, Wh10, S11) or Node 33 (O3, Wh10, B10) to diversify my resource income. I will observe C's placements carefully.
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player B just placed their first settlement at node 15 (B2, W4). I predict B will place their first road from 15 to 7 to gain immediate access to the Brick 2:1 port, as they produce Brick. This doesn't directly block my preferred second settlement spots. My current settlement at 20 (W11, B6, S8, W12) provides ample Wood, Brick, and Sheep. My strategy for my second settlement will be to secure Wheat and Ore, aiming for spots like Node 23 (O3, Wh10, S11) or Node 33 (O3, Wh10, B10) to diversify my resource income. I will observe C's placements carefully."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:09:11
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "A",
-    "role": "You are player 'A'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player C is placing their first settlement.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"C\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"],[[16,15],\"B\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 25.84s
-- **Tokens:** 874 (prompt: 697, completion: 177)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking":"Player C is placing their first settlement. My first settlement is at Node 20 (W11, B6, S8), giving me Wood, Brick, and Sheep. My primary goal for my second settlement (which I will place last in the first round) is to secure Wheat and Ore production. I am observing C's placement to see which high-value Ore/Wheat spots become unavailable. Key potential nodes for my second settlement that offer Ore and Wheat include Node 41 (O5, Wh9, B10), Node 31 (Wh9, B10, W11), Node 50 (Wh9, O5, ?3:1), Node 42 (Wh9, O5, Wh9), and Node 24/25 (O3, Wh8, W3). I will prioritize securing a balanced O/Wh spot with good numbers, potentially with a useful port, after C and B have made their choices."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player C is placing their first settlement. My first settlement is at Node 20 (W11, B6, S8), giving me Wood, Brick, and Sheep. My primary goal for my second settlement (which I will place last in the first round) is to secure Wheat and Ore production. I am observing C's placement to see which high-value Ore/Wheat spots become unavailable. Key potential nodes for my second settlement that offer Ore and Wheat include Node 41 (O5, Wh9, B10), Node 31 (Wh9, B10, W11), Node 50 (Wh9, O5, ?3:1), Node 42 (Wh9, O5, Wh9), and Node 24/25 (O3, Wh8, W3). I will prioritize securing a balanced O/Wh spot with good numbers, potentially with a useful port, after C and B have made their choices.
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player C is placing their first settlement. My first settlement is at Node 20 (W11, B6, S8), giving me Wood, Brick, and Sheep. My primary goal for my second settlement (which I will place last in the first round) is to secure Wheat and Ore production. I am observing C's placement to see which high-value Ore/Wheat spots become unavailable. Key potential nodes for my second settlement that offer Ore and Wheat include Node 41 (O5, Wh9, B10), Node 31 (Wh9, B10, W11), Node 50 (Wh9, O5, ?3:1), Node 42 (Wh9, O5, Wh9), and Node 24/25 (O3, Wh8, W3). I will prioritize securing a balanced O/Wh spot with good numbers, potentially with a useful port, after C and B have made their choices."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:13:33
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "A",
-    "role": "You are player 'A'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player C placed their first settlement at node 12 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"C\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"C\",\"S\"],[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"],[[16,15],\"B\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":1,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 14.86s
-- **Tokens:** 902 (prompt: 717, completion: 185)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking":"C placed their first settlement at node 12, giving them Wood 3, Brick 6, and Sheep 5. These are strong starting resources and numbers. For their road, I predict C will choose [12,22] to connect to Node 22, which gives them access to Ore 3. This would be a very strong move for C, securing early Ore production. My current settlement at Node 20 gives me Wood 11, Brick 10, and Sheep 8. For my second settlement, my priority will be to acquire Wheat and Ore. Nodes 32 (Wh9, W11, O3) and 43 (Wh9, W11, O5) look like excellent targets to secure both desired resources with good numbers. I will observe B's and C's next moves closely to see which of these spots remain available for me.","note_to_self":"","say_outloud":""}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> C placed their first settlement at node 12, giving them Wood 3, Brick 6, and Sheep 5. These are strong starting resources and numbers. For their road, I predict C will choose [12,22] to connect to Node 22, which gives them access to Ore 3. This would be a very strong move for C, securing early Ore production. My current settlement at Node 20 gives me Wood 11, Brick 10, and Sheep 8. For my second settlement, my priority will be to acquire Wheat and Ore. Nodes 32 (Wh9, W11, O3) and 43 (Wh9, W11, O5) look like excellent targets to secure both desired resources with good numbers. I will observe B's and C's next moves closely to see which of these spots remain available for me.
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "C placed their first settlement at node 12, giving them Wood 3, Brick 6, and Sheep 5. These are strong starting resources and numbers. For their road, I predict C will choose [12,22] to connect to Node 22, which gives them access to Ore 3. This would be a very strong move for C, securing early Ore production. My current settlement at Node 20 gives me Wood 11, Brick 10, and Sheep 8. For my second settlement, my priority will be to acquire Wheat and Ore. Nodes 32 (Wh9, W11, O3) and 43 (Wh9, W11, O5) look like excellent targets to secure both desired resources with good numbers. I will observe B's and C's next moves closely to see which of these spots remain available for me.",
-  "note_to_self": "",
-  "say_outloud": ""
-}
-```
-</details>
-

examples/ai_testing/my_games/ai_logs/session_20260104_020405/player_B.md

@@ -1,760 +0,0 @@
-# 🤖 AI Agent Log - Player B
-
----
-
-**Session:** `session_20260104_020405`
-
-**Model:** `models/gemini-2.5-flash`
-
-**Started:** 2026-01-04 02:04:20
-
----
-
-
-## 🔄 Request #1
-
-**Timestamp:** 2026-01-04 02:04:20
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A is placing their first settlement.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"A\":{\"vp\":0,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 18.52s
-- **Tokens:** 927 (prompt: 681, completion: 246)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A is placing their first settlement. I need to observe their choice and then select the best available spot for my own first settlement and road. My strategy is to prioritize high-yield nodes with diverse resources, focusing on Wheat and Ore for future city building, alongside Wood/Brick for expansion. I've identified several strong nodes: Node 15 (Wh8, S8, W4) with double 8s, Node 42 (Wh9, Wh9, B10) with double 9s, Node 41 (Wh9, O5, B10) with Wheat, Ore, Brick on 9, 5, 10, and Node 21 (W11, B6, S8) with Wood, Brick, Sheep on 11, 6, 8. I anticipate A will take one of the highest production spots like Node 15 or 42. If A takes Node 15, I will aim for Node 41 for its excellent resource diversity (Wheat, Ore, Brick) on good numbers, providing a strong foundation for city development. If A takes Node 41 or 42, I will prioritize Node 15 if available, or the next best production spot with a good resource mix.", "note_to_self": "", "say_outloud": ""}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A is placing their first settlement. I need to observe their choice and then select the best available spot for my own first settlement and road. My strategy is to prioritize high-yield nodes with diverse resources, focusing on Wheat and Ore for future city building, alongside Wood/Brick for expansion. I've identified several strong nodes: Node 15 (Wh8, S8, W4) with double 8s, Node 42 (Wh9, Wh9, B10) with double 9s, Node 41 (Wh9, O5, B10) with Wheat, Ore, Brick on 9, 5, 10, and Node 21 (W11, B6, S8) with Wood, Brick, Sheep on 11, 6, 8. I anticipate A will take one of the highest production spots like Node 15 or 42. If A takes Node 15, I will aim for Node 41 for its excellent resource diversity (Wheat, Ore, Brick) on good numbers, providing a strong foundation for city development. If A takes Node 41 or 42, I will prioritize Node 15 if available, or the next best production spot with a good resource mix.
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A is placing their first settlement. I need to observe their choice and then select the best available spot for my own first settlement and road. My strategy is to prioritize high-yield nodes with diverse resources, focusing on Wheat and Ore for future city building, alongside Wood/Brick for expansion. I've identified several strong nodes: Node 15 (Wh8, S8, W4) with double 8s, Node 42 (Wh9, Wh9, B10) with double 9s, Node 41 (Wh9, O5, B10) with Wheat, Ore, Brick on 9, 5, 10, and Node 21 (W11, B6, S8) with Wood, Brick, Sheep on 11, 6, 8. I anticipate A will take one of the highest production spots like Node 15 or 42. If A takes Node 15, I will aim for Node 41 for its excellent resource diversity (Wheat, Ore, Brick) on good numbers, providing a strong foundation for city development. If A takes Node 41 or 42, I will prioritize Node 15 if available, or the next best production spot with a good resource mix.",
-  "note_to_self": "",
-  "say_outloud": ""
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:06:19
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 20 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 20.11s
-- **Tokens:** 852 (prompt: 700, completion: 152)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A placed settlement at 20 (W11, B6, S8). My goal is to secure a balanced resource production for my first settlement. Node 36 (S4, O3, Wh8) offers a good mix of Sheep, Ore, and Wheat, which are crucial for development cards and cities. The numbers 4, 3, 8 are decent. Placing a road from 36 to 25 will connect me to Hex 6 (W3), adding Wood to my resource production. This gives me S4, O3, Wh8, W3, covering 4 out of 5 resources and providing a strong, flexible start. This choice doesn't conflict with A's current position.", "say_outloud": "I'm looking for a good starting spot."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A placed settlement at 20 (W11, B6, S8). My goal is to secure a balanced resource production for my first settlement. Node 36 (S4, O3, Wh8) offers a good mix of Sheep, Ore, and Wheat, which are crucial for development cards and cities. The numbers 4, 3, 8 are decent. Placing a road from 36 to 25 will connect me to Hex 6 (W3), adding Wood to my resource production. This gives me S4, O3, Wh8, W3, covering 4 out of 5 resources and providing a strong, flexible start. This choice doesn't conflict with A's current position.
-
-#### 💬 Says Out Loud
-
-**"I'm looking for a good starting spot."**
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A placed settlement at 20 (W11, B6, S8). My goal is to secure a balanced resource production for my first settlement. Node 36 (S4, O3, Wh8) offers a good mix of Sheep, Ore, and Wheat, which are crucial for development cards and cities. The numbers 4, 3, 8 are decent. Placing a road from 36 to 25 will connect me to Hex 6 (W3), adding Wood to my resource production. This gives me S4, O3, Wh8, W3, covering 4 out of 5 resources and providing a strong, flexible start. This choice doesn't conflict with A's current position.",
-  "say_outloud": "I'm looking for a good starting spot."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:07:28
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking",
-    "action"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Private strategy. What's your plan and why?",
-      "minLength": 50
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-      "maxLength": 100
-    },
-    "action": {
-      "type": "object",
-      "required": [
-        "type",
-        "parameters"
-      ],
-      "properties": {
-        "type": {
-          "type": "string",
-          "description": "The action type (must match one from allowed_actions in constraints)"
-        },
-        "parameters": {
-          "type": "object",
-          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-          "properties": {
-            "target": {
-              "type": "string",
-              "description": "The target of the action (if applicable)"
-            },
-            "amount": {
-              "type": "number",
-              "description": "The amount (if applicable)"
-            },
-            "location": {
-              "type": "string",
-              "description": "The location (if applicable)"
-            }
-          },
-          "propertyOrdering": [
-            "target",
-            "amount",
-            "location"
-          ]
-        }
-      },
-      "propertyOrdering": [
-        "type",
-        "parameters"
-      ]
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud",
-    "action"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"B\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "constraints": {
-    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-    "allowed_actions": [
-      {
-        "action": "place_settlement",
-        "description": "Place your starting settlement on an available node",
-        "example_parameters": {
-          "location": "20"
-        }
-      },
-      {
-        "action": "wait_for_response",
-        "description": "Do nothing on the board, just chat or wait for other players",
-        "example_parameters": {}
-      }
-    ]
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 41.48s
-- **Tokens:** 1279 (prompt: 833, completion: 446)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "I am player B and it's my first turn to place a settlement. My goal is to maximize resource production, especially for essential early-game resources like Wood, Brick, and Wheat, while also considering future expansion and resource diversity.Player A has settled on Node 20. This means nodes 10, 19, and 21 are blocked for my settlement placement due to the 'two nodes away' rule.I will evaluate candidate nodes based on their resource types, production numbers (pips), and potential for future growth.1.  Node 12 (W3, B6, S5): Production pips = 3+6+5 = 14. Good diversity (Wood, Brick, Sheep). '6' is a high number.2.  Node 15 (Wh8, W4, B10): Production pips = 8+4+10 = 22. Excellent diversity (Wheat, Wood, Brick) and very high production numbers, including an '8' and a '10'. This provides all basic resources for early development (roads, settlements) and Wheat for cities.3.  Node 25 (S4, O3, Wh8): Production pips = 4+3+8 = 15. Good diversity (Sheep, Ore, Wheat) and an '8'. Strong for future cities but '3' and '4' are lower numbers for early production.Comparing these, Node 15 offers the best combination of resource diversity and high production numbers (8, 4, 10). It provides the core resources needed to expand quickly.For the road, I will place it towards Node 16. Node 16 connects to Hexes H[7]=Wh8, H[12]=S4 and has an O2 port. This road choice will give me access to Sheep (S4), adding more diversity to my resource pool (now Wh, W, B, S), and positions me for a valuable Ore port later if I can get Ore. Road to Node 7 (B2 port) would provide more wood/brick but less diversity.", "action": {"type": "place_settlement", "parameters": {"location": "15"}}, "say_outloud": "I'm settling on the Wheat 8, Wood 4, and Brick 10. Let's get building!"}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> I am player B and it's my first turn to place a settlement. My goal is to maximize resource production, especially for essential early-game resources like Wood, Brick, and Wheat, while also considering future expansion and resource diversity.Player A has settled on Node 20. This means nodes 10, 19, and 21 are blocked for my settlement placement due to the 'two nodes away' rule.I will evaluate candidate nodes based on their resource types, production numbers (pips), and potential for future growth.1.  Node 12 (W3, B6, S5): Production pips = 3+6+5 = 14. Good diversity (Wood, Brick, Sheep). '6' is a high number.2.  Node 15 (Wh8, W4, B10): Production pips = 8+4+10 = 22. Excellent diversity (Wheat, Wood, Brick) and very high production numbers, including an '8' and a '10'. This provides all basic resources for early development (roads, settlements) and Wheat for cities.3.  Node 25 (S4, O3, Wh8): Production pips = 4+3+8 = 15. Good diversity (Sheep, Ore, Wheat) and an '8'. Strong for future cities but '3' and '4' are lower numbers for early production.Comparing these, Node 15 offers the best combination of resource diversity and high production numbers (8, 4, 10). It provides the core resources needed to expand quickly.For the road, I will place it towards Node 16. Node 16 connects to Hexes H[7]=Wh8, H[12]=S4 and has an O2 port. This road choice will give me access to Sheep (S4), adding more diversity to my resource pool (now Wh, W, B, S), and positions me for a valuable Ore port later if I can get Ore. Road to Node 7 (B2 port) would provide more wood/brick but less diversity.
-
-#### 💬 Says Out Loud
-
-**"I'm settling on the Wheat 8, Wood 4, and Brick 10. Let's get building!"**
-
-#### 🎮 Action
-
-- **Type:** `place_settlement`
-
-- **Parameters:** `{'location': '15'}`
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "I am player B and it's my first turn to place a settlement. My goal is to maximize resource production, especially for essential early-game resources like Wood, Brick, and Wheat, while also considering future expansion and resource diversity.Player A has settled on Node 20. This means nodes 10, 19, and 21 are blocked for my settlement placement due to the 'two nodes away' rule.I will evaluate candidate nodes based on their resource types, production numbers (pips), and potential for future growth.1.  Node 12 (W3, B6, S5): Production pips = 3+6+5 = 14. Good diversity (Wood, Brick, Sheep). '6' is a high number.2.  Node 15 (Wh8, W4, B10): Production pips = 8+4+10 = 22. Excellent diversity (Wheat, Wood, Brick) and very high production numbers, including an '8' and a '10'. This provides all basic resources for early development (roads, settlements) and Wheat for cities.3.  Node 25 (S4, O3, Wh8): Production pips = 4+3+8 = 15. Good diversity (Sheep, Ore, Wheat) and an '8'. Strong for future cities but '3' and '4' are lower numbers for early production.Comparing these, Node 15 offers the best combination of resource diversity and high production numbers (8, 4, 10). It provides the core resources needed to expand quickly.For the road, I will place it towards Node 16. Node 16 connects to Hexes H[7]=Wh8, H[12]=S4 and has an O2 port. This road choice will give me access to Sheep (S4), adding more diversity to my resource pool (now Wh, W, B, S), and positions me for a valuable Ore port later if I can get Ore. Road to Node 7 (B2 port) would provide more wood/brick but less diversity.",
-  "action": {
-    "type": "place_settlement",
-    "parameters": {
-      "location": "15"
-    }
-  },
-  "say_outloud": "I'm settling on the Wheat 8, Wood 4, and Brick 10. Let's get building!"
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:08:17
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking",
-    "action"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Private strategy. What's your plan and why?",
-      "minLength": 50
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-      "maxLength": 100
-    },
-    "action": {
-      "type": "object",
-      "required": [
-        "type",
-        "parameters"
-      ],
-      "properties": {
-        "type": {
-          "type": "string",
-          "description": "The action type (must match one from allowed_actions in constraints)"
-        },
-        "parameters": {
-          "type": "object",
-          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-          "properties": {
-            "target": {
-              "type": "string",
-              "description": "The target of the action (if applicable)"
-            },
-            "amount": {
-              "type": "number",
-              "description": "The amount (if applicable)"
-            },
-            "location": {
-              "type": "string",
-              "description": "The location (if applicable)"
-            }
-          },
-          "propertyOrdering": [
-            "target",
-            "amount",
-            "location"
-          ]
-        }
-      },
-      "propertyOrdering": [
-        "type",
-        "parameters"
-      ]
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud",
-    "action"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "You placed your first settlement at node 15. Now place a road connecting to it.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"B\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "constraints": {
-    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-    "allowed_actions": [
-      {
-        "action": "build_road",
-        "description": "Place your starting road connecting to your settlement",
-        "example_parameters": {
-          "from": "20",
-          "to": "21"
-        }
-      },
-      {
-        "action": "wait_for_response",
-        "description": "Do nothing on the board, just chat or wait for other players",
-        "example_parameters": {}
-      }
-    ]
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 11.10s
-- **Tokens:** 1041 (prompt: 837, completion: 204)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{
-  "internal_thinking": "My first settlement is at node 15, which yields Brick (B2) and Sheep (S8). I need to place a road connecting to this settlement. Node 15 connects to nodes 14, 16, and 7. Node 16 has an ORE 2:1 port, and node 7 has a BRICK 2:1 port. While a BRICK port would allow me to trade my abundant brick efficiently, an ORE port is generally more strategically valuable in the long run for building cities and development cards. Acquiring ore is crucial, and having a 2:1 port for it will be very beneficial, even if I don't produce it directly from this settlement. Therefore, I will build a road from 15 to 16 to secure access to the ORE port.",
-  "action": {
-    "type": "build_road",
-    "parameters": {
-      "target": "16-15"
-    }
-  },
-  "say_outloud": "Alright, road laid! Good luck everyone!"
-}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> My first settlement is at node 15, which yields Brick (B2) and Sheep (S8). I need to place a road connecting to this settlement. Node 15 connects to nodes 14, 16, and 7. Node 16 has an ORE 2:1 port, and node 7 has a BRICK 2:1 port. While a BRICK port would allow me to trade my abundant brick efficiently, an ORE port is generally more strategically valuable in the long run for building cities and development cards. Acquiring ore is crucial, and having a 2:1 port for it will be very beneficial, even if I don't produce it directly from this settlement. Therefore, I will build a road from 15 to 16 to secure access to the ORE port.
-
-#### 💬 Says Out Loud
-
-**"Alright, road laid! Good luck everyone!"**
-
-#### 🎮 Action
-
-- **Type:** `build_road`
-
-- **Parameters:** `{'target': '16-15'}`
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "My first settlement is at node 15, which yields Brick (B2) and Sheep (S8). I need to place a road connecting to this settlement. Node 15 connects to nodes 14, 16, and 7. Node 16 has an ORE 2:1 port, and node 7 has a BRICK 2:1 port. While a BRICK port would allow me to trade my abundant brick efficiently, an ORE port is generally more strategically valuable in the long run for building cities and development cards. Acquiring ore is crucial, and having a 2:1 port for it will be very beneficial, even if I don't produce it directly from this settlement. Therefore, I will build a road from 15 to 16 to secure access to the ORE port.",
-  "action": {
-    "type": "build_road",
-    "parameters": {
-      "target": "16-15"
-    }
-  },
-  "say_outloud": "Alright, road laid! Good luck everyone!"
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:09:11
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player C is placing their first settlement.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"C\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"],[[16,15],\"B\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 15.65s
-- **Tokens:** 861 (prompt: 697, completion: 164)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player C is placing their first settlement. My current settlement at Node 15 gives me Wood (3,4) and Wheat (8). For my second settlement, I need to prioritize Brick, Sheep, and Ore. I'm observing C's placement to see which good spots are taken. Potential high-value nodes for my second settlement include Node 5 (B6, S8, W4), Node 13 (B6, S5, W12), Node 14 (B10, S5, W12), and nodes with Ore like Node 33 (O3, W11, Wh8) or Node 42 (O5, W12). I will adapt my strategy based on C's and A's choices.", "note_to_self": "Wait for C's placement before planning my second settlement road and location.", "say_outloud": "No current message."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player C is placing their first settlement. My current settlement at Node 15 gives me Wood (3,4) and Wheat (8). For my second settlement, I need to prioritize Brick, Sheep, and Ore. I'm observing C's placement to see which good spots are taken. Potential high-value nodes for my second settlement include Node 5 (B6, S8, W4), Node 13 (B6, S5, W12), Node 14 (B10, S5, W12), and nodes with Ore like Node 33 (O3, W11, Wh8) or Node 42 (O5, W12). I will adapt my strategy based on C's and A's choices.
-
-#### 📝 Note to Self
-
-*"Wait for C's placement before planning my second settlement road and location."*
-
-#### 💬 Says Out Loud
-
-**"No current message."**
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player C is placing their first settlement. My current settlement at Node 15 gives me Wood (3,4) and Wheat (8). For my second settlement, I need to prioritize Brick, Sheep, and Ore. I'm observing C's placement to see which good spots are taken. Potential high-value nodes for my second settlement include Node 5 (B6, S8, W4), Node 13 (B6, S5, W12), Node 14 (B10, S5, W12), and nodes with Ore like Node 33 (O3, W11, Wh8) or Node 42 (O5, W12). I will adapt my strategy based on C's and A's choices.",
-  "note_to_self": "Wait for C's placement before planning my second settlement road and location.",
-  "say_outloud": "No current message."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:13:33
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player C placed their first settlement at node 12 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"C\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"C\",\"S\"],[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"],[[16,15],\"B\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":1,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 11.88s
-- **Tokens:** 903 (prompt: 717, completion: 186)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "C has placed their first settlement at Node 12, securing W3, B6, S5. This is a good start for common resources. C will now place their road from node 12. Potential road placements are [12,11] (accessing W12, S5, B6), [12,13] (accessing S5, W4, W3), or [12,22] (accessing D, W3, B6). [12,22] is unlikely due to the desert. Both [12,11] and [12,13] provide good resource expansion. My own position (B) at Node 15 (Wh8, W3, W4) with a road to the ORE PORT at Node 16 is strong. My strategy for the second settlement will be to focus on getting ore and brick/sheep to complete my resource set. I am currently waiting for C to place their road.", "say_outloud": "C, looking good with that settlement! What's next for your road?"}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> C has placed their first settlement at Node 12, securing W3, B6, S5. This is a good start for common resources. C will now place their road from node 12. Potential road placements are [12,11] (accessing W12, S5, B6), [12,13] (accessing S5, W4, W3), or [12,22] (accessing D, W3, B6). [12,22] is unlikely due to the desert. Both [12,11] and [12,13] provide good resource expansion. My own position (B) at Node 15 (Wh8, W3, W4) with a road to the ORE PORT at Node 16 is strong. My strategy for the second settlement will be to focus on getting ore and brick/sheep to complete my resource set. I am currently waiting for C to place their road.
-
-#### 💬 Says Out Loud
-
-**"C, looking good with that settlement! What's next for your road?"**
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "C has placed their first settlement at Node 12, securing W3, B6, S5. This is a good start for common resources. C will now place their road from node 12. Potential road placements are [12,11] (accessing W12, S5, B6), [12,13] (accessing S5, W4, W3), or [12,22] (accessing D, W3, B6). [12,22] is unlikely due to the desert. Both [12,11] and [12,13] provide good resource expansion. My own position (B) at Node 15 (Wh8, W3, W4) with a road to the ORE PORT at Node 16 is strong. My strategy for the second settlement will be to focus on getting ore and brick/sheep to complete my resource set. I am currently waiting for C to place their road.",
-  "say_outloud": "C, looking good with that settlement! What's next for your road?"
-}
-```
-</details>
-

examples/ai_testing/my_games/ai_logs/session_20260104_020405/player_C.md

@@ -1,739 +0,0 @@
-# 🤖 AI Agent Log - Player C
-
----
-
-**Session:** `session_20260104_020405`
-
-**Model:** `models/gemini-2.5-flash`
-
-**Started:** 2026-01-04 02:04:20
-
----
-
-
-## 🔄 Request #1
-
-**Timestamp:** 2026-01-04 02:04:20
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A is placing their first settlement.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"A\":{\"vp\":0,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 32.90s
-- **Tokens:** 924 (prompt: 681, completion: 243)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A is making their first settlement. I need to observe their choice and Player B's choice to determine my optimal first settlement location. My primary goal is to secure a diverse set of high-yield resources. My top potential spots, in order of preference, are: 1. Node 20 (W11, B6, S8 - Wood, Brick, Sheep, Pips 12) for its excellent early game resource balance. 2. Node 42 (O5, Wh6, Wh9 - Ore, Wheat, Wheat, Pips 13) for very high production, especially Wheat and Ore for cities. 3. Node 43 (Wh9, O5, Wh9 - Wheat, Ore, Wheat, Pips 12) similar to N42, high production. 4. Node 41 (O5, Wh9, B10 - Ore, Wheat, Brick, Pips 11) for good diversity including Ore, Wheat, and Brick. 5. Node 10 (B6, S8, W12 - Brick, Sheep, Wood, Pips 11) for strong early game resources. I will prioritize a spot that gives strong early game resources (W,B,S,Wh) and good numbers, aiming to cover all 5 resources over my two settlements. I am waiting for A's action."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A is making their first settlement. I need to observe their choice and Player B's choice to determine my optimal first settlement location. My primary goal is to secure a diverse set of high-yield resources. My top potential spots, in order of preference, are: 1. Node 20 (W11, B6, S8 - Wood, Brick, Sheep, Pips 12) for its excellent early game resource balance. 2. Node 42 (O5, Wh6, Wh9 - Ore, Wheat, Wheat, Pips 13) for very high production, especially Wheat and Ore for cities. 3. Node 43 (Wh9, O5, Wh9 - Wheat, Ore, Wheat, Pips 12) similar to N42, high production. 4. Node 41 (O5, Wh9, B10 - Ore, Wheat, Brick, Pips 11) for good diversity including Ore, Wheat, and Brick. 5. Node 10 (B6, S8, W12 - Brick, Sheep, Wood, Pips 11) for strong early game resources. I will prioritize a spot that gives strong early game resources (W,B,S,Wh) and good numbers, aiming to cover all 5 resources over my two settlements. I am waiting for A's action.
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A is making their first settlement. I need to observe their choice and Player B's choice to determine my optimal first settlement location. My primary goal is to secure a diverse set of high-yield resources. My top potential spots, in order of preference, are: 1. Node 20 (W11, B6, S8 - Wood, Brick, Sheep, Pips 12) for its excellent early game resource balance. 2. Node 42 (O5, Wh6, Wh9 - Ore, Wheat, Wheat, Pips 13) for very high production, especially Wheat and Ore for cities. 3. Node 43 (Wh9, O5, Wh9 - Wheat, Ore, Wheat, Pips 12) similar to N42, high production. 4. Node 41 (O5, Wh9, B10 - Ore, Wheat, Brick, Pips 11) for good diversity including Ore, Wheat, and Brick. 5. Node 10 (B6, S8, W12 - Brick, Sheep, Wood, Pips 11) for strong early game resources. I will prioritize a spot that gives strong early game resources (W,B,S,Wh) and good numbers, aiming to cover all 5 resources over my two settlements. I am waiting for A's action."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:06:19
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 20 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 22.52s
-- **Tokens:** 917 (prompt: 700, completion: 217)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A placed their first settlement at N20 (W11, B6, S8). Now A is placing their first road. I predict A will place their road from N20 to N10. N10 (B6, S8, W12) is the strongest adjacent node and blocking it would prevent other players from taking it. If A blocks N10, then Player B will likely take N11 (B6, Wh8, W12) for their first settlement. This would leave C (me) to take N12 (W3, B6, Wh8) or a symmetrical node like N13 or N14. If A does not block N10, then B will likely take N10, and I will aim for N11. In either scenario, I anticipate getting B6, Wh8, and a Wood (either W12 or W3), giving me good starting resources including Wheat. My second settlement will need to focus on acquiring Ore.", "note_to_self": "My first settlement should prioritize N11 if available, otherwise N12/N13/N14. Aim for Ore with the second settlement."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A placed their first settlement at N20 (W11, B6, S8). Now A is placing their first road. I predict A will place their road from N20 to N10. N10 (B6, S8, W12) is the strongest adjacent node and blocking it would prevent other players from taking it. If A blocks N10, then Player B will likely take N11 (B6, Wh8, W12) for their first settlement. This would leave C (me) to take N12 (W3, B6, Wh8) or a symmetrical node like N13 or N14. If A does not block N10, then B will likely take N10, and I will aim for N11. In either scenario, I anticipate getting B6, Wh8, and a Wood (either W12 or W3), giving me good starting resources including Wheat. My second settlement will need to focus on acquiring Ore.
-
-#### 📝 Note to Self
-
-*"My first settlement should prioritize N11 if available, otherwise N12/N13/N14. Aim for Ore with the second settlement."*
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A placed their first settlement at N20 (W11, B6, S8). Now A is placing their first road. I predict A will place their road from N20 to N10. N10 (B6, S8, W12) is the strongest adjacent node and blocking it would prevent other players from taking it. If A blocks N10, then Player B will likely take N11 (B6, Wh8, W12) for their first settlement. This would leave C (me) to take N12 (W3, B6, Wh8) or a symmetrical node like N13 or N14. If A does not block N10, then B will likely take N10, and I will aim for N11. In either scenario, I anticipate getting B6, Wh8, and a Wood (either W12 or W3), giving me good starting resources including Wheat. My second settlement will need to focus on acquiring Ore.",
-  "note_to_self": "My first settlement should prioritize N11 if available, otherwise N12/N13/N14. Aim for Ore with the second settlement."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:07:28
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player B is placing their first settlement.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"B\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 13.88s
-- **Tokens:** 818 (prompt: 689, completion: 129)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "It's Player B's turn to place their first settlement. I need to observe their choice to inform my own first settlement placement. My top priorities for a first settlement are Node 42 (Wh9, O5, Wh9) for its ore and wheat, or Node 30 (B10, Wh9, W11) for its strong numbers and resource diversity (including wheat). Both are excellent for long-term development. If both are taken, I will re-evaluate, potentially looking at Node 21 (W11, B6, S8) which is similar to A's strong starting position."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> It's Player B's turn to place their first settlement. I need to observe their choice to inform my own first settlement placement. My top priorities for a first settlement are Node 42 (Wh9, O5, Wh9) for its ore and wheat, or Node 30 (B10, Wh9, W11) for its strong numbers and resource diversity (including wheat). Both are excellent for long-term development. If both are taken, I will re-evaluate, potentially looking at Node 21 (W11, B6, S8) which is similar to A's strong starting position.
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "It's Player B's turn to place their first settlement. I need to observe their choice to inform my own first settlement placement. My top priorities for a first settlement are Node 42 (Wh9, O5, Wh9) for its ore and wheat, or Node 30 (B10, Wh9, W11) for its strong numbers and resource diversity (including wheat). Both are excellent for long-term development. If both are taken, I will re-evaluate, potentially looking at Node 21 (W11, B6, S8) which is similar to A's strong starting position."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:08:17
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player B placed their first settlement at node 15 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"B\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 53.48s
-- **Tokens:** 1043 (prompt: 708, completion: 335)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player B just placed their first settlement at node 15 (W3,W4). Player A has a settlement at 20 (W11,B6,S8). I need to find a starting location with diverse resources and good numbers, prioritizing Wheat and Ore for cities. Considering the strict interpretation of the N array, Node 24 (O3, Wh8, B3) provides Ore, Wheat, and Brick with an excellent Wh8. Node 25 (S4, O3, Wh8) provides Sheep, Ore, and Wheat with Wh8 and S4. Node 11 (B6, S5, W12) provides Brick, Sheep, Wood with 6,5,12. After evaluating all available nodes and applying the distance rule (no settlements on adjacent nodes to 15 or 20), Nodes 11, 24, 25, 26 are strong contenders. I will choose Node 24 first for its Wheat, Ore, and Brick (O3, Wh8, B3), which are crucial for early city development and road building. I will then build a road towards Node 25, which would be an ideal location for my second settlement, providing Sheep, Ore, and Wheat (S4, O3, Wh8). This combination would give me O, Wh, B, S resources with good numbers (8,6,5,4,3) and allow for quick city upgrades and development card purchases. B's road choice from 15 (likely towards 14 for B,W,S) does not impact my chosen nodes.", "note_to_self": "First settlement: 24 (O3, Wh8, B3). First road: [24,25]. Aim for 2nd settlement at 25 (S4, O3, Wh8) for a full set of resources."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player B just placed their first settlement at node 15 (W3,W4). Player A has a settlement at 20 (W11,B6,S8). I need to find a starting location with diverse resources and good numbers, prioritizing Wheat and Ore for cities. Considering the strict interpretation of the N array, Node 24 (O3, Wh8, B3) provides Ore, Wheat, and Brick with an excellent Wh8. Node 25 (S4, O3, Wh8) provides Sheep, Ore, and Wheat with Wh8 and S4. Node 11 (B6, S5, W12) provides Brick, Sheep, Wood with 6,5,12. After evaluating all available nodes and applying the distance rule (no settlements on adjacent nodes to 15 or 20), Nodes 11, 24, 25, 26 are strong contenders. I will choose Node 24 first for its Wheat, Ore, and Brick (O3, Wh8, B3), which are crucial for early city development and road building. I will then build a road towards Node 25, which would be an ideal location for my second settlement, providing Sheep, Ore, and Wheat (S4, O3, Wh8). This combination would give me O, Wh, B, S resources with good numbers (8,6,5,4,3) and allow for quick city upgrades and development card purchases. B's road choice from 15 (likely towards 14 for B,W,S) does not impact my chosen nodes.
-
-#### 📝 Note to Self
-
-*"First settlement: 24 (O3, Wh8, B3). First road: [24,25]. Aim for 2nd settlement at 25 (S4, O3, Wh8) for a full set of resources."*
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player B just placed their first settlement at node 15 (W3,W4). Player A has a settlement at 20 (W11,B6,S8). I need to find a starting location with diverse resources and good numbers, prioritizing Wheat and Ore for cities. Considering the strict interpretation of the N array, Node 24 (O3, Wh8, B3) provides Ore, Wheat, and Brick with an excellent Wh8. Node 25 (S4, O3, Wh8) provides Sheep, Ore, and Wheat with Wh8 and S4. Node 11 (B6, S5, W12) provides Brick, Sheep, Wood with 6,5,12. After evaluating all available nodes and applying the distance rule (no settlements on adjacent nodes to 15 or 20), Nodes 11, 24, 25, 26 are strong contenders. I will choose Node 24 first for its Wheat, Ore, and Brick (O3, Wh8, B3), which are crucial for early city development and road building. I will then build a road towards Node 25, which would be an ideal location for my second settlement, providing Sheep, Ore, and Wheat (S4, O3, Wh8). This combination would give me O, Wh, B, S resources with good numbers (8,6,5,4,3) and allow for quick city upgrades and development card purchases. B's road choice from 15 (likely towards 14 for B,W,S) does not impact my chosen nodes.",
-  "note_to_self": "First settlement: 24 (O3, Wh8, B3). First road: [24,25]. Aim for 2nd settlement at 25 (S4, O3, Wh8) for a full set of resources."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:09:11
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking",
-    "action"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Private strategy. What's your plan and why?",
-      "minLength": 50
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-      "maxLength": 100
-    },
-    "action": {
-      "type": "object",
-      "required": [
-        "type",
-        "parameters"
-      ],
-      "properties": {
-        "type": {
-          "type": "string",
-          "description": "The action type (must match one from allowed_actions in constraints)"
-        },
-        "parameters": {
-          "type": "object",
-          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-          "properties": {
-            "target": {
-              "type": "string",
-              "description": "The target of the action (if applicable)"
-            },
-            "amount": {
-              "type": "number",
-              "description": "The amount (if applicable)"
-            },
-            "location": {
-              "type": "string",
-              "description": "The location (if applicable)"
-            }
-          },
-          "propertyOrdering": [
-            "target",
-            "amount",
-            "location"
-          ]
-        }
-      },
-      "propertyOrdering": [
-        "type",
-        "parameters"
-      ]
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud",
-    "action"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"C\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"],[[16,15],\"B\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "constraints": {
-    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-    "allowed_actions": [
-      {
-        "action": "place_settlement",
-        "description": "Place your starting settlement on an available node",
-        "example_parameters": {
-          "location": "20"
-        }
-      },
-      {
-        "action": "wait_for_response",
-        "description": "Do nothing on the board, just chat or wait for other players",
-        "example_parameters": {}
-      }
-    ]
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 11.34s
-- **Tokens:** 1024 (prompt: 841, completion: 183)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "As player C, it's my first turn in the setup phase. My goal is to place my settlement on a strategic node that provides a strong, diverse set of resources, ideally with good production numbers (6 or 8). I evaluated several available nodes: Node 14 (Wh8, W3, W4), Node 25 (S4, O3, Wh8), and Node 12 (W3, B6, S5). Node 12 offers an excellent combination of Wood, Brick, and Sheep, including a valuable Brick 6. This mix is ideal for building roads and settlements quickly, providing a solid foundation for early expansion. Node 25 was also strong with Wheat 8, but Node 12 provides a better immediate balance of core building materials.", "action": {"type": "place_settlement", "parameters": {"location": "12"}}}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> As player C, it's my first turn in the setup phase. My goal is to place my settlement on a strategic node that provides a strong, diverse set of resources, ideally with good production numbers (6 or 8). I evaluated several available nodes: Node 14 (Wh8, W3, W4), Node 25 (S4, O3, Wh8), and Node 12 (W3, B6, S5). Node 12 offers an excellent combination of Wood, Brick, and Sheep, including a valuable Brick 6. This mix is ideal for building roads and settlements quickly, providing a solid foundation for early expansion. Node 25 was also strong with Wheat 8, but Node 12 provides a better immediate balance of core building materials.
-
-#### 🎮 Action
-
-- **Type:** `place_settlement`
-
-- **Parameters:** `{'location': '12'}`
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "As player C, it's my first turn in the setup phase. My goal is to place my settlement on a strategic node that provides a strong, diverse set of resources, ideally with good production numbers (6 or 8). I evaluated several available nodes: Node 14 (Wh8, W3, W4), Node 25 (S4, O3, Wh8), and Node 12 (W3, B6, S5). Node 12 offers an excellent combination of Wood, Brick, and Sheep, including a valuable Brick 6. This mix is ideal for building roads and settlements quickly, providing a solid foundation for early expansion. Node 25 was also strong with Wheat 8, but Node 12 provides a better immediate balance of core building materials.",
-  "action": {
-    "type": "place_settlement",
-    "parameters": {
-      "location": "12"
-    }
-  }
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:13:33
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking",
-    "action"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Private strategy. What's your plan and why?",
-      "minLength": 50
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-      "maxLength": 100
-    },
-    "action": {
-      "type": "object",
-      "required": [
-        "type",
-        "parameters"
-      ],
-      "properties": {
-        "type": {
-          "type": "string",
-          "description": "The action type (must match one from allowed_actions in constraints)"
-        },
-        "parameters": {
-          "type": "object",
-          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-          "properties": {
-            "target": {
-              "type": "string",
-              "description": "The target of the action (if applicable)"
-            },
-            "amount": {
-              "type": "number",
-              "description": "The amount (if applicable)"
-            },
-            "location": {
-              "type": "string",
-              "description": "The location (if applicable)"
-            }
-          },
-          "propertyOrdering": [
-            "target",
-            "amount",
-            "location"
-          ]
-        }
-      },
-      "propertyOrdering": [
-        "type",
-        "parameters"
-      ]
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud",
-    "action"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "You placed your first settlement at node 12. Now place a road connecting to it.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"C\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"C\",\"S\"],[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"],[[16,15],\"B\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":1,\"res\":{}}}}",
-  "constraints": {
-    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-    "allowed_actions": [
-      {
-        "action": "build_road",
-        "description": "Place your starting road connecting to your settlement",
-        "example_parameters": {
-          "from": "20",
-          "to": "21"
-        }
-      },
-      {
-        "action": "wait_for_response",
-        "description": "Do nothing on the board, just chat or wait for other players",
-        "example_parameters": {}
-      }
-    ]
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 7.41s
-- **Tokens:** 1064 (prompt: 845, completion: 219)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "My settlement is at node 12 (B3, B6, S5). I need to place a road connecting to it. I will analyze the neighboring nodes to find the best strategic direction for future settlements and resource acquisition. Node 11 (W12, S5, B6) is a good choice because it gives me access to Wood 12, a high-yield hex, which is crucial for building more roads and settlements. Furthermore, extending towards node 11 opens up excellent future settlement spots at node 10 (B6, S8, W12) and node 3 (S5, W12), which offer strong, diversified resources.", "action": {"type": "build_road", "parameters": {"target": "C_road_12_11"}}, "note_to_self": "The 'target' parameter is not explicitly defined in the schema, but I infer from 'from' and 'to' in example. I will use 'from' and 'to' as per the schema's example parameter for clarity.", "say_outloud": "I'm building my road."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> My settlement is at node 12 (B3, B6, S5). I need to place a road connecting to it. I will analyze the neighboring nodes to find the best strategic direction for future settlements and resource acquisition. Node 11 (W12, S5, B6) is a good choice because it gives me access to Wood 12, a high-yield hex, which is crucial for building more roads and settlements. Furthermore, extending towards node 11 opens up excellent future settlement spots at node 10 (B6, S8, W12) and node 3 (S5, W12), which offer strong, diversified resources.
-
-#### 📝 Note to Self
-
-*"The 'target' parameter is not explicitly defined in the schema, but I infer from 'from' and 'to' in example. I will use 'from' and 'to' as per the schema's example parameter for clarity."*
-
-#### 💬 Says Out Loud
-
-**"I'm building my road."**
-
-#### 🎮 Action
-
-- **Type:** `build_road`
-
-- **Parameters:** `{'target': 'C_road_12_11'}`
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "My settlement is at node 12 (B3, B6, S5). I need to place a road connecting to it. I will analyze the neighboring nodes to find the best strategic direction for future settlements and resource acquisition. Node 11 (W12, S5, B6) is a good choice because it gives me access to Wood 12, a high-yield hex, which is crucial for building more roads and settlements. Furthermore, extending towards node 11 opens up excellent future settlement spots at node 10 (B6, S8, W12) and node 3 (S5, W12), which offer strong, diversified resources.",
-  "action": {
-    "type": "build_road",
-    "parameters": {
-      "target": "C_road_12_11"
-    }
-  },
-  "note_to_self": "The 'target' parameter is not explicitly defined in the schema, but I infer from 'from' and 'to' in example. I will use 'from' and 'to' as per the schema's example parameter for clarity.",
-  "say_outloud": "I'm building my road."
-}
-```
-</details>
-

examples/ai_testing/my_games/ai_logs/session_20260104_021627/agent_memories.json

@@ -1,3 +0,0 @@
-{
-  "hadar": "Monitor shon's placement to inform my own strategy."
-}

examples/ai_testing/my_games/ai_logs/session_20260104_021627/prompts/prompt_player_hadar.json

@@ -1,42 +0,0 @@
-{
-  "response_schema": {
-    "type": "object",
-    "required": [
-      "internal_thinking"
-    ],
-    "properties": {
-      "internal_thinking": {
-        "type": "string",
-        "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-        "minLength": 30
-      },
-      "note_to_self": {
-        "type": "string",
-        "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-        "maxLength": 100
-      },
-      "say_outloud": {
-        "type": "string",
-        "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-        "maxLength": 100
-      }
-    },
-    "propertyOrdering": [
-      "internal_thinking",
-      "note_to_self",
-      "say_outloud"
-    ]
-  },
-  "system_instruction": "You are observing the game while waiting for your turn. Track what's happening, plan your strategy, and you can communicate with other players.",
-  "prompt": {
-    "meta_data": {
-      "agent_name": "hadar",
-      "role": "You are player 'hadar'. Play strategically to win."
-    },
-    "task_context": {
-      "what_just_happened": "Player shon placed their first settlement at node 10 and is now choosing where to place their starting road.",
-      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-    },
-    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[10,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}"
-  }
-}

examples/ai_testing/my_games/ai_logs/session_20260104_021627/prompts/prompt_player_hadar.txt

@@ -1,55 +0,0 @@
-================================================================================
-AI AGENT PROMPT - PLAYER HADAR
-Generated: 2026-01-04 02:18:02
-================================================================================
-
-📋 RESPONSE SCHEMA (Expected LLM Output Format)
---------------------------------------------------------------------------------
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-
-================================================================================
-📨 PROMPT TO SEND TO LLM
-================================================================================
-
-{
-  "meta_data": {
-    "agent_name": "hadar",
-    "role": "You are player 'hadar'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player shon placed their first settlement at node 10 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[10,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}"
-}
-
-================================================================================
-END OF PROMPT
-================================================================================

examples/ai_testing/my_games/ai_logs/session_20260104_021627/prompts/prompt_player_shon.json

@@ -1,102 +0,0 @@
-{
-  "response_schema": {
-    "type": "object",
-    "required": [
-      "internal_thinking",
-      "action"
-    ],
-    "properties": {
-      "internal_thinking": {
-        "type": "string",
-        "description": "Private strategy. What's your plan and why?",
-        "minLength": 50
-      },
-      "note_to_self": {
-        "type": "string",
-        "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-        "maxLength": 100
-      },
-      "say_outloud": {
-        "type": "string",
-        "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-        "maxLength": 100
-      },
-      "action": {
-        "type": "object",
-        "required": [
-          "type",
-          "parameters"
-        ],
-        "properties": {
-          "type": {
-            "type": "string",
-            "description": "The action type (must match one from allowed_actions in constraints)"
-          },
-          "parameters": {
-            "type": "object",
-            "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-            "properties": {
-              "target": {
-                "type": "string",
-                "description": "The target of the action (if applicable)"
-              },
-              "amount": {
-                "type": "number",
-                "description": "The amount (if applicable)"
-              },
-              "location": {
-                "type": "string",
-                "description": "The location (if applicable)"
-              }
-            },
-            "propertyOrdering": [
-              "target",
-              "amount",
-              "location"
-            ]
-          }
-        },
-        "propertyOrdering": [
-          "type",
-          "parameters"
-        ]
-      }
-    },
-    "propertyOrdering": [
-      "internal_thinking",
-      "note_to_self",
-      "say_outloud",
-      "action"
-    ]
-  },
-  "system_instruction": "You are an expert Settlers of Catan player. Analyze the game state carefully and respond in the exact JSON format specified in response_schema.",
-  "prompt": {
-    "meta_data": {
-      "agent_name": "shon",
-      "role": "You are player 'shon'. Play strategically to win."
-    },
-    "task_context": {
-      "what_just_happened": "You placed your first settlement at node 10. Now place a road connecting to it.",
-      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-    },
-    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[10,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}",
-    "constraints": {
-      "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-      "allowed_actions": [
-        {
-          "action": "build_road",
-          "description": "Place your starting road connecting to your settlement",
-          "example_parameters": {
-            "from": "20",
-            "to": "21"
-          }
-        },
-        {
-          "action": "wait_for_response",
-          "description": "Do nothing on the board, just chat or wait for other players",
-          "example_parameters": {}
-        }
-      ]
-    }
-  }
-}

examples/ai_testing/my_games/ai_logs/session_20260104_021627/prompts/prompt_player_shon.txt

@@ -1,115 +0,0 @@
-================================================================================
-AI AGENT PROMPT - PLAYER SHON
-Generated: 2026-01-04 02:18:02
-================================================================================
-
-📋 RESPONSE SCHEMA (Expected LLM Output Format)
---------------------------------------------------------------------------------
-{
-  "type": "object",
-  "required": [
-    "internal_thinking",
-    "action"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Private strategy. What's your plan and why?",
-      "minLength": 50
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-      "maxLength": 100
-    },
-    "action": {
-      "type": "object",
-      "required": [
-        "type",
-        "parameters"
-      ],
-      "properties": {
-        "type": {
-          "type": "string",
-          "description": "The action type (must match one from allowed_actions in constraints)"
-        },
-        "parameters": {
-          "type": "object",
-          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-          "properties": {
-            "target": {
-              "type": "string",
-              "description": "The target of the action (if applicable)"
-            },
-            "amount": {
-              "type": "number",
-              "description": "The amount (if applicable)"
-            },
-            "location": {
-              "type": "string",
-              "description": "The location (if applicable)"
-            }
-          },
-          "propertyOrdering": [
-            "target",
-            "amount",
-            "location"
-          ]
-        }
-      },
-      "propertyOrdering": [
-        "type",
-        "parameters"
-      ]
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud",
-    "action"
-  ]
-}
-
-================================================================================
-📨 PROMPT TO SEND TO LLM
-================================================================================
-
-{
-  "meta_data": {
-    "agent_name": "shon",
-    "role": "You are player 'shon'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "You placed your first settlement at node 10. Now place a road connecting to it.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[10,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}",
-  "constraints": {
-    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-    "allowed_actions": [
-      {
-        "action": "build_road",
-        "description": "Place your starting road connecting to your settlement",
-        "example_parameters": {
-          "from": "20",
-          "to": "21"
-        }
-      },
-      {
-        "action": "wait_for_response",
-        "description": "Do nothing on the board, just chat or wait for other players",
-        "example_parameters": {}
-      }
-    ]
-  }
-}
-
-================================================================================
-END OF PROMPT
-================================================================================

examples/ai_testing/my_games/ai_logs/session_20260104_021627/prompts/prompt_player_z.json

@@ -1,42 +0,0 @@
-{
-  "response_schema": {
-    "type": "object",
-    "required": [
-      "internal_thinking"
-    ],
-    "properties": {
-      "internal_thinking": {
-        "type": "string",
-        "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-        "minLength": 30
-      },
-      "note_to_self": {
-        "type": "string",
-        "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-        "maxLength": 100
-      },
-      "say_outloud": {
-        "type": "string",
-        "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-        "maxLength": 100
-      }
-    },
-    "propertyOrdering": [
-      "internal_thinking",
-      "note_to_self",
-      "say_outloud"
-    ]
-  },
-  "system_instruction": "You are observing the game while waiting for your turn. Track what's happening, plan your strategy, and you can communicate with other players.",
-  "prompt": {
-    "meta_data": {
-      "agent_name": "z",
-      "role": "You are player 'z'. Play strategically to win."
-    },
-    "task_context": {
-      "what_just_happened": "Player shon placed their first settlement at node 10 and is now choosing where to place their starting road.",
-      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-    },
-    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[10,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}"
-  }
-}

examples/ai_testing/my_games/ai_logs/session_20260104_021627/prompts/prompt_player_z.txt

@@ -1,55 +0,0 @@
-================================================================================
-AI AGENT PROMPT - PLAYER Z
-Generated: 2026-01-04 02:18:02
-================================================================================
-
-📋 RESPONSE SCHEMA (Expected LLM Output Format)
---------------------------------------------------------------------------------
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-
-================================================================================
-📨 PROMPT TO SEND TO LLM
-================================================================================
-
-{
-  "meta_data": {
-    "agent_name": "z",
-    "role": "You are player 'z'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player shon placed their first settlement at node 10 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[10,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}"
-}
-
-================================================================================
-END OF PROMPT
-================================================================================

examples/ai_testing/my_games/ai_logs/session_20260104_022339/agent_memories.json

@@ -1,3 +0,0 @@
-{
-  "shelly": "Prioritize getting Node 41 (O5,Wh9,B10) and one of {Node 10 (B6,S8,W12), Node 20 (W11,B6,S8), Node 11 (B6,S5,W12)} for full resource coverage. If Node 41 is taken, ensure second pick includes Wheat and Ore."
-}

examples/ai_testing/my_games/ai_logs/session_20260104_022339/chat_history.json

@@ -1,19 +0,0 @@
-{
-  "messages": [
-    {
-      "msg": 1,
-      "player": "shon",
-      "message": "I'm placing my first settlement at a spot that looks promising for early growth!"
-    },
-    {
-      "msg": 2,
-      "player": "shelly",
-      "message": "Waiting for shon's first placement."
-    },
-    {
-      "msg": 3,
-      "player": "shelly",
-      "message": "I'll take node 25 and build my road to 24."
-    }
-  ]
-}

examples/ai_testing/my_games/ai_logs/session_20260104_022339/player_shelly.md

@@ -1,392 +0,0 @@
-# 🤖 AI Agent Log - Player SHELLY
-
----
-
-**Session:** `session_20260104_022339`
-
-**Model:** `models/gemini-2.5-flash`
-
-**Started:** 2026-01-04 02:23:52
-
----
-
-
-## 🔄 Request #1
-
-**Timestamp:** 2026-01-04 02:23:52
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "shelly",
-    "role": "You are player 'shelly'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player shon is placing their first settlement.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"shon\":{\"vp\":0,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 41.17s
-- **Tokens:** 1023 (prompt: 680, completion: 343)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player shon is placing their first settlement. As shelly, I will place my first and second settlements consecutively after shon's first. My primary strategy is to secure a balanced production of all five resources (Wood, Brick, Sheep, Wheat, Ore) with high-probability numbers. My top priority settlement spots are Node 41 (Ore5, Wheat9, Brick10), Node 10 (Brick6, Sheep8, Wood12), Node 20 (Wood11, Brick6, Sheep8), and Node 11 (Brick6, Sheep5, Wood12). My ideal combination would be Node 41 for Ore, Wheat, and Brick, paired with one of Node 10, 20, or 11 for Wood, Brick, and Sheep. This would give me all five resources early with strong numbers. For example, if Shon does not take Node 41 or Node 10, I will aim to place settlements at Node 41 and Node 10. If Shon takes Node 41, I will select Node 10 for my first settlement and then look for a strong Wheat/Ore spot for my second, such as Node 35 (Sheep11, Wheat6, Ore3), Node 25 (Sheep4, Ore3, Wheat8), or Node 44 (Ore2, Wheat9, Wheat6). I need to observe Shon's first placement to finalize my exact plan.",
-  "note_to_self": "Prioritize getting Node 41 (O5,Wh9,B10) and one of {Node 10 (B6,S8,W12), Node 20 (W11,B6,S8), Node 11 (B6,S5,W12)} for full resource coverage. If Node 41 is taken, ensure second pick includes Wheat and Ore.",
-  "say_outloud": "Waiting for shon's first placement."
-}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player shon is placing their first settlement. As shelly, I will place my first and second settlements consecutively after shon's first. My primary strategy is to secure a balanced production of all five resources (Wood, Brick, Sheep, Wheat, Ore) with high-probability numbers. My top priority settlement spots are Node 41 (Ore5, Wheat9, Brick10), Node 10 (Brick6, Sheep8, Wood12), Node 20 (Wood11, Brick6, Sheep8), and Node 11 (Brick6, Sheep5, Wood12). My ideal combination would be Node 41 for Ore, Wheat, and Brick, paired with one of Node 10, 20, or 11 for Wood, Brick, and Sheep. This would give me all five resources early with strong numbers. For example, if Shon does not take Node 41 or Node 10, I will aim to place settlements at Node 41 and Node 10. If Shon takes Node 41, I will select Node 10 for my first settlement and then look for a strong Wheat/Ore spot for my second, such as Node 35 (Sheep11, Wheat6, Ore3), Node 25 (Sheep4, Ore3, Wheat8), or Node 44 (Ore2, Wheat9, Wheat6). I need to observe Shon's first placement to finalize my exact plan.
-
-#### 📝 Note to Self
-
-*"Prioritize getting Node 41 (O5,Wh9,B10) and one of {Node 10 (B6,S8,W12), Node 20 (W11,B6,S8), Node 11 (B6,S5,W12)} for full resource coverage. If Node 41 is taken, ensure second pick includes Wheat and Ore."*
-
-#### 💬 Says Out Loud
-
-**"Waiting for shon's first placement."**
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player shon is placing their first settlement. As shelly, I will place my first and second settlements consecutively after shon's first. My primary strategy is to secure a balanced production of all five resources (Wood, Brick, Sheep, Wheat, Ore) with high-probability numbers. My top priority settlement spots are Node 41 (Ore5, Wheat9, Brick10), Node 10 (Brick6, Sheep8, Wood12), Node 20 (Wood11, Brick6, Sheep8), and Node 11 (Brick6, Sheep5, Wood12). My ideal combination would be Node 41 for Ore, Wheat, and Brick, paired with one of Node 10, 20, or 11 for Wood, Brick, and Sheep. This would give me all five resources early with strong numbers. For example, if Shon does not take Node 41 or Node 10, I will aim to place settlements at Node 41 and Node 10. If Shon takes Node 41, I will select Node 10 for my first settlement and then look for a strong Wheat/Ore spot for my second, such as Node 35 (Sheep11, Wheat6, Ore3), Node 25 (Sheep4, Ore3, Wheat8), or Node 44 (Ore2, Wheat9, Wheat6). I need to observe Shon's first placement to finalize my exact plan.",
-  "note_to_self": "Prioritize getting Node 41 (O5,Wh9,B10) and one of {Node 10 (B6,S8,W12), Node 20 (W11,B6,S8), Node 11 (B6,S5,W12)} for full resource coverage. If Node 41 is taken, ensure second pick includes Wheat and Ore.",
-  "say_outloud": "Waiting for shon's first placement."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:24:34
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "shelly",
-    "role": "You are player 'shelly'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player shon placed their first settlement at node 20 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 28.54s
-- **Tokens:** 969 (prompt: 700, completion: 269)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Shon placed their settlement at Node 20 (W11, B6, S8). My turn for first settlement and road is next. I need a spot with good numbers and diverse resources, especially for long-term development. Node 25 (S4, O3, Wh8) offers Sheep, Ore, and Wheat with good numbers (4, 3, 8). This is excellent for building cities and development cards. The alternative Node 31 (Wh9, B10, W11) offers Wheat, Brick, and Wood, with numbers 9, 10, 11, which are slightly less favorable. Therefore, I will settle at Node 25. For the road, I have two main options from Node 25: to Node 24 (O3, Wh8, W3) or to Node 26 (S4, Wh8, O2 port). Building to Node 24 will give me access to W3, completing a critical set of resources (S, O, Wh, W) for early expansion and development, only missing Brick. Building to Node 26 would give me an O2 port, which is strong for Ore, but I'd be missing both Wood and Brick, making early road/settlement expansion harder. Therefore, I will build my road from 25 to 24 to secure Wood.", "say_outloud": "I'll take node 25 and build my road to 24."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Shon placed their settlement at Node 20 (W11, B6, S8). My turn for first settlement and road is next. I need a spot with good numbers and diverse resources, especially for long-term development. Node 25 (S4, O3, Wh8) offers Sheep, Ore, and Wheat with good numbers (4, 3, 8). This is excellent for building cities and development cards. The alternative Node 31 (Wh9, B10, W11) offers Wheat, Brick, and Wood, with numbers 9, 10, 11, which are slightly less favorable. Therefore, I will settle at Node 25. For the road, I have two main options from Node 25: to Node 24 (O3, Wh8, W3) or to Node 26 (S4, Wh8, O2 port). Building to Node 24 will give me access to W3, completing a critical set of resources (S, O, Wh, W) for early expansion and development, only missing Brick. Building to Node 26 would give me an O2 port, which is strong for Ore, but I'd be missing both Wood and Brick, making early road/settlement expansion harder. Therefore, I will build my road from 25 to 24 to secure Wood.
-
-#### 💬 Says Out Loud
-
-**"I'll take node 25 and build my road to 24."**
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Shon placed their settlement at Node 20 (W11, B6, S8). My turn for first settlement and road is next. I need a spot with good numbers and diverse resources, especially for long-term development. Node 25 (S4, O3, Wh8) offers Sheep, Ore, and Wheat with good numbers (4, 3, 8). This is excellent for building cities and development cards. The alternative Node 31 (Wh9, B10, W11) offers Wheat, Brick, and Wood, with numbers 9, 10, 11, which are slightly less favorable. Therefore, I will settle at Node 25. For the road, I have two main options from Node 25: to Node 24 (O3, Wh8, W3) or to Node 26 (S4, Wh8, O2 port). Building to Node 24 will give me access to W3, completing a critical set of resources (S, O, Wh, W) for early expansion and development, only missing Brick. Building to Node 26 would give me an O2 port, which is strong for Ore, but I'd be missing both Wood and Brick, making early road/settlement expansion harder. Therefore, I will build my road from 25 to 24 to secure Wood.",
-  "say_outloud": "I'll take node 25 and build my road to 24."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:25:20
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking",
-    "action"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Private strategy. What's your plan and why?",
-      "minLength": 50
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-      "maxLength": 100
-    },
-    "action": {
-      "type": "object",
-      "required": [
-        "type",
-        "parameters"
-      ],
-      "properties": {
-        "type": {
-          "type": "string",
-          "description": "The action type (must match one from allowed_actions in constraints)"
-        },
-        "parameters": {
-          "type": "object",
-          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-          "properties": {
-            "target": {
-              "type": "string",
-              "description": "The target of the action (if applicable)"
-            },
-            "amount": {
-              "type": "number",
-              "description": "The amount (if applicable)"
-            },
-            "location": {
-              "type": "string",
-              "description": "The location (if applicable)"
-            }
-          },
-          "propertyOrdering": [
-            "target",
-            "amount",
-            "location"
-          ]
-        }
-      },
-      "propertyOrdering": [
-        "type",
-        "parameters"
-      ]
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud",
-    "action"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "shelly",
-    "role": "You are player 'shelly'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shelly\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"shon\",\"S\"]],\"rds\":[[[20,21],\"shon\"]]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}",
-  "constraints": {
-    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-    "allowed_actions": [
-      {
-        "action": "place_settlement",
-        "description": "Place your starting settlement on an available node",
-        "example_parameters": {
-          "location": "20"
-        }
-      },
-      {
-        "action": "wait_for_response",
-        "description": "Do nothing on the board, just chat or wait for other players",
-        "example_parameters": {}
-      }
-    ]
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 24.53s
-- **Tokens:** 1081 (prompt: 833, completion: 248)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{
-  "internal_thinking": "I need to place my first settlement strategically. My primary goal is to secure high-probability resource production and good resource diversity for early game development (roads and settlements). I will analyze nodes based on connected hexes' resources and numbers, prioritizing 6s and 8s, and aiming for a mix of Wood, Brick, Sheep, and Wheat.I've identified Node 10 as a prime location. It connects to Hexes 5 (B6), 4 (S8), and 1 (W12). This gives me Brick on a 6, Sheep on an 8, and Wood on a 12. The 6 and 8 are the highest probability rolls (after 7) and provide crucial Brick and Sheep. While the Wood 12 is weak, the overall production from the 6 and 8 is excellent and provides good diversity (Wood, Brick, Sheep) for building roads and my next settlement. The other player 'shon' is on node 20, which also gets B6 and S8. Node 10 is still a strong choice.",
-  "action": {
-    "type": "place_settlement",
-    "parameters": {
-      "location": "10"
-    }
-  }
-}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> I need to place my first settlement strategically. My primary goal is to secure high-probability resource production and good resource diversity for early game development (roads and settlements). I will analyze nodes based on connected hexes' resources and numbers, prioritizing 6s and 8s, and aiming for a mix of Wood, Brick, Sheep, and Wheat.I've identified Node 10 as a prime location. It connects to Hexes 5 (B6), 4 (S8), and 1 (W12). This gives me Brick on a 6, Sheep on an 8, and Wood on a 12. The 6 and 8 are the highest probability rolls (after 7) and provide crucial Brick and Sheep. While the Wood 12 is weak, the overall production from the 6 and 8 is excellent and provides good diversity (Wood, Brick, Sheep) for building roads and my next settlement. The other player 'shon' is on node 20, which also gets B6 and S8. Node 10 is still a strong choice.
-
-#### 🎮 Action
-
-- **Type:** `place_settlement`
-
-- **Parameters:** `{'location': '10'}`
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "I need to place my first settlement strategically. My primary goal is to secure high-probability resource production and good resource diversity for early game development (roads and settlements). I will analyze nodes based on connected hexes' resources and numbers, prioritizing 6s and 8s, and aiming for a mix of Wood, Brick, Sheep, and Wheat.I've identified Node 10 as a prime location. It connects to Hexes 5 (B6), 4 (S8), and 1 (W12). This gives me Brick on a 6, Sheep on an 8, and Wood on a 12. The 6 and 8 are the highest probability rolls (after 7) and provide crucial Brick and Sheep. While the Wood 12 is weak, the overall production from the 6 and 8 is excellent and provides good diversity (Wood, Brick, Sheep) for building roads and my next settlement. The other player 'shon' is on node 20, which also gets B6 and S8. Node 10 is still a strong choice.",
-  "action": {
-    "type": "place_settlement",
-    "parameters": {
-      "location": "10"
-    }
-  }
-}
-```
-</details>
-

examples/ai_testing/my_games/ai_logs/session_20260104_022339/player_shon.md

@@ -1,451 +0,0 @@
-# 🤖 AI Agent Log - Player SHON
-
----
-
-**Session:** `session_20260104_022339`
-
-**Model:** `models/gemini-2.5-flash`
-
-**Started:** 2026-01-04 02:23:52
-
----
-
-
-## 🔄 Request #1
-
-**Timestamp:** 2026-01-04 02:23:52
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking",
-    "action"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Private strategy. What's your plan and why?",
-      "minLength": 50
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-      "maxLength": 100
-    },
-    "action": {
-      "type": "object",
-      "required": [
-        "type",
-        "parameters"
-      ],
-      "properties": {
-        "type": {
-          "type": "string",
-          "description": "The action type (must match one from allowed_actions in constraints)"
-        },
-        "parameters": {
-          "type": "object",
-          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-          "properties": {
-            "target": {
-              "type": "string",
-              "description": "The target of the action (if applicable)"
-            },
-            "amount": {
-              "type": "number",
-              "description": "The amount (if applicable)"
-            },
-            "location": {
-              "type": "string",
-              "description": "The location (if applicable)"
-            }
-          },
-          "propertyOrdering": [
-            "target",
-            "amount",
-            "location"
-          ]
-        }
-      },
-      "propertyOrdering": [
-        "type",
-        "parameters"
-      ]
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud",
-    "action"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "shon",
-    "role": "You are player 'shon'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"shon\":{\"vp\":0,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}",
-  "constraints": {
-    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-    "allowed_actions": [
-      {
-        "action": "place_settlement",
-        "description": "Place your starting settlement on an available node",
-        "example_parameters": {
-          "location": "20"
-        }
-      },
-      {
-        "action": "wait_for_response",
-        "description": "Do nothing on the board, just chat or wait for other players",
-        "example_parameters": {}
-      }
-    ]
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 12.18s
-- **Tokens:** 1021 (prompt: 823, completion: 198)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{
-  "internal_thinking": "My goal is to place the first settlement on a node that provides a strong, balanced resource income with high-probability dice rolls. I analyzed the hexes and nodes to identify prime locations. Node 20 connects to Brick 6, Sheep 8, and Wood 11. The 6 and 8 rolls are high probability, providing a consistent income of Brick and Sheep, which are crucial for building roads and future settlements. Wood 11 is also a decent roll. This combination gives me a good start with essential resources (Wood, Brick, Sheep) on favorable numbers, allowing for early expansion.",
-  "action": {
-    "type": "place_settlement",
-    "parameters": {
-      "location":   "20"
-    }
-  },
-  "say_outloud": "I'm placing my first settlement at a spot that looks promising for early growth!"
-}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> My goal is to place the first settlement on a node that provides a strong, balanced resource income with high-probability dice rolls. I analyzed the hexes and nodes to identify prime locations. Node 20 connects to Brick 6, Sheep 8, and Wood 11. The 6 and 8 rolls are high probability, providing a consistent income of Brick and Sheep, which are crucial for building roads and future settlements. Wood 11 is also a decent roll. This combination gives me a good start with essential resources (Wood, Brick, Sheep) on favorable numbers, allowing for early expansion.
-
-#### 💬 Says Out Loud
-
-**"I'm placing my first settlement at a spot that looks promising for early growth!"**
-
-#### 🎮 Action
-
-- **Type:** `place_settlement`
-
-- **Parameters:** `{'location': '20'}`
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "My goal is to place the first settlement on a node that provides a strong, balanced resource income with high-probability dice rolls. I analyzed the hexes and nodes to identify prime locations. Node 20 connects to Brick 6, Sheep 8, and Wood 11. The 6 and 8 rolls are high probability, providing a consistent income of Brick and Sheep, which are crucial for building roads and future settlements. Wood 11 is also a decent roll. This combination gives me a good start with essential resources (Wood, Brick, Sheep) on favorable numbers, allowing for early expansion.",
-  "action": {
-    "type": "place_settlement",
-    "parameters": {
-      "location": "20"
-    }
-  },
-  "say_outloud": "I'm placing my first settlement at a spot that looks promising for early growth!"
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:24:34
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking",
-    "action"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Private strategy. What's your plan and why?",
-      "minLength": 50
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-      "maxLength": 100
-    },
-    "action": {
-      "type": "object",
-      "required": [
-        "type",
-        "parameters"
-      ],
-      "properties": {
-        "type": {
-          "type": "string",
-          "description": "The action type (must match one from allowed_actions in constraints)"
-        },
-        "parameters": {
-          "type": "object",
-          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-          "properties": {
-            "target": {
-              "type": "string",
-              "description": "The target of the action (if applicable)"
-            },
-            "amount": {
-              "type": "number",
-              "description": "The amount (if applicable)"
-            },
-            "location": {
-              "type": "string",
-              "description": "The location (if applicable)"
-            }
-          },
-          "propertyOrdering": [
-            "target",
-            "amount",
-            "location"
-          ]
-        }
-      },
-      "propertyOrdering": [
-        "type",
-        "parameters"
-      ]
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud",
-    "action"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "shon",
-    "role": "You are player 'shon'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "You placed your first settlement at node 20. Now place a road connecting to it.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}",
-  "constraints": {
-    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-    "allowed_actions": [
-      {
-        "action": "build_road",
-        "description": "Place your starting road connecting to your settlement",
-        "example_parameters": {
-          "from": "20",
-          "to": "21"
-        }
-      },
-      {
-        "action": "wait_for_response",
-        "description": "Do nothing on the board, just chat or wait for other players",
-        "example_parameters": {}
-      }
-    ]
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 1.70s
-- **Tokens:** 917 (prompt: 827, completion: 90)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "I need to place a road connecting to my first settlement at node 20. The allowed actions indicate 'build_road' is the correct action for this phase. I will choose to build a road from node 20 to node 21, as 21 is a direct neighbor of 20 according to the 'N' (Nodes) data.", "action": {"type": "build_road", "parameters": {"target": "21"}}}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> I need to place a road connecting to my first settlement at node 20. The allowed actions indicate 'build_road' is the correct action for this phase. I will choose to build a road from node 20 to node 21, as 21 is a direct neighbor of 20 according to the 'N' (Nodes) data.
-
-#### 🎮 Action
-
-- **Type:** `build_road`
-
-- **Parameters:** `{'target': '21'}`
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "I need to place a road connecting to my first settlement at node 20. The allowed actions indicate 'build_road' is the correct action for this phase. I will choose to build a road from node 20 to node 21, as 21 is a direct neighbor of 20 according to the 'N' (Nodes) data.",
-  "action": {
-    "type": "build_road",
-    "parameters": {
-      "target": "21"
-    }
-  }
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:25:20
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "shon",
-    "role": "You are player 'shon'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player shelly is placing their first settlement.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shelly\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"shon\",\"S\"]],\"rds\":[[[20,21],\"shon\"]]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 3.99s
-- **Tokens:** 796 (prompt: 689, completion: 107)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Shelly is placing their first settlement. My first settlement is at Node 20 (W11, B6, S8), giving me good starting access to Wood, Brick, and Sheep. For my second settlement, I will prioritize a location that grants access to Wheat and Ore to diversify my resource production, or a strong spot for Wood/Brick/Sheep if Wheat/Ore spots are poor. I need to observe where shelly settles to inform my next move."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Shelly is placing their first settlement. My first settlement is at Node 20 (W11, B6, S8), giving me good starting access to Wood, Brick, and Sheep. For my second settlement, I will prioritize a location that grants access to Wheat and Ore to diversify my resource production, or a strong spot for Wood/Brick/Sheep if Wheat/Ore spots are poor. I need to observe where shelly settles to inform my next move.
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Shelly is placing their first settlement. My first settlement is at Node 20 (W11, B6, S8), giving me good starting access to Wood, Brick, and Sheep. For my second settlement, I will prioritize a location that grants access to Wheat and Ore to diversify my resource production, or a strong spot for Wood/Brick/Sheep if Wheat/Ore spots are poor. I need to observe where shelly settles to inform my next move."
-}
-```
-</details>
-

examples/ai_testing/my_games/ai_logs/session_20260104_022339/prompts/prompt_player_shelly.json

@@ -1,101 +0,0 @@
-{
-  "response_schema": {
-    "type": "object",
-    "required": [
-      "internal_thinking",
-      "action"
-    ],
-    "properties": {
-      "internal_thinking": {
-        "type": "string",
-        "description": "Private strategy. What's your plan and why?",
-        "minLength": 50
-      },
-      "note_to_self": {
-        "type": "string",
-        "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-        "maxLength": 100
-      },
-      "say_outloud": {
-        "type": "string",
-        "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-        "maxLength": 100
-      },
-      "action": {
-        "type": "object",
-        "required": [
-          "type",
-          "parameters"
-        ],
-        "properties": {
-          "type": {
-            "type": "string",
-            "description": "The action type (must match one from allowed_actions in constraints)"
-          },
-          "parameters": {
-            "type": "object",
-            "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-            "properties": {
-              "target": {
-                "type": "string",
-                "description": "The target of the action (if applicable)"
-              },
-              "amount": {
-                "type": "number",
-                "description": "The amount (if applicable)"
-              },
-              "location": {
-                "type": "string",
-                "description": "The location (if applicable)"
-              }
-            },
-            "propertyOrdering": [
-              "target",
-              "amount",
-              "location"
-            ]
-          }
-        },
-        "propertyOrdering": [
-          "type",
-          "parameters"
-        ]
-      }
-    },
-    "propertyOrdering": [
-      "internal_thinking",
-      "note_to_self",
-      "say_outloud",
-      "action"
-    ]
-  },
-  "system_instruction": "You are an expert Settlers of Catan player. Analyze the game state carefully and respond in the exact JSON format specified in response_schema.",
-  "prompt": {
-    "meta_data": {
-      "agent_name": "shelly",
-      "role": "You are player 'shelly'. Play strategically to win."
-    },
-    "task_context": {
-      "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
-      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-    },
-    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shelly\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"shon\",\"S\"]],\"rds\":[[[20,21],\"shon\"]]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}",
-    "constraints": {
-      "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-      "allowed_actions": [
-        {
-          "action": "place_settlement",
-          "description": "Place your starting settlement on an available node",
-          "example_parameters": {
-            "location": "20"
-          }
-        },
-        {
-          "action": "wait_for_response",
-          "description": "Do nothing on the board, just chat or wait for other players",
-          "example_parameters": {}
-        }
-      ]
-    }
-  }
-}

examples/ai_testing/my_games/ai_logs/session_20260104_022339/prompts/prompt_player_shelly.txt

@@ -1,114 +0,0 @@
-================================================================================
-AI AGENT PROMPT - PLAYER SHELLY
-Generated: 2026-01-04 02:27:57
-================================================================================
-
-📋 RESPONSE SCHEMA (Expected LLM Output Format)
---------------------------------------------------------------------------------
-{
-  "type": "object",
-  "required": [
-    "internal_thinking",
-    "action"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Private strategy. What's your plan and why?",
-      "minLength": 50
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
-      "maxLength": 100
-    },
-    "action": {
-      "type": "object",
-      "required": [
-        "type",
-        "parameters"
-      ],
-      "properties": {
-        "type": {
-          "type": "string",
-          "description": "The action type (must match one from allowed_actions in constraints)"
-        },
-        "parameters": {
-          "type": "object",
-          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
-          "properties": {
-            "target": {
-              "type": "string",
-              "description": "The target of the action (if applicable)"
-            },
-            "amount": {
-              "type": "number",
-              "description": "The amount (if applicable)"
-            },
-            "location": {
-              "type": "string",
-              "description": "The location (if applicable)"
-            }
-          },
-          "propertyOrdering": [
-            "target",
-            "amount",
-            "location"
-          ]
-        }
-      },
-      "propertyOrdering": [
-        "type",
-        "parameters"
-      ]
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud",
-    "action"
-  ]
-}
-
-================================================================================
-📨 PROMPT TO SEND TO LLM
-================================================================================
-
-{
-  "meta_data": {
-    "agent_name": "shelly",
-    "role": "You are player 'shelly'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shelly\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"shon\",\"S\"]],\"rds\":[[[20,21],\"shon\"]]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}",
-  "constraints": {
-    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-    "allowed_actions": [
-      {
-        "action": "place_settlement",
-        "description": "Place your starting settlement on an available node",
-        "example_parameters": {
-          "location": "20"
-        }
-      },
-      {
-        "action": "wait_for_response",
-        "description": "Do nothing on the board, just chat or wait for other players",
-        "example_parameters": {}
-      }
-    ]
-  }
-}
-
-================================================================================
-END OF PROMPT
-================================================================================

examples/ai_testing/my_games/ai_logs/session_20260104_022339/prompts/prompt_player_shon.json

@@ -1,42 +0,0 @@
-{
-  "response_schema": {
-    "type": "object",
-    "required": [
-      "internal_thinking"
-    ],
-    "properties": {
-      "internal_thinking": {
-        "type": "string",
-        "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-        "minLength": 30
-      },
-      "note_to_self": {
-        "type": "string",
-        "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-        "maxLength": 100
-      },
-      "say_outloud": {
-        "type": "string",
-        "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-        "maxLength": 100
-      }
-    },
-    "propertyOrdering": [
-      "internal_thinking",
-      "note_to_self",
-      "say_outloud"
-    ]
-  },
-  "system_instruction": "You are observing the game while waiting for your turn. Track what's happening, plan your strategy, and you can communicate with other players.",
-  "prompt": {
-    "meta_data": {
-      "agent_name": "shon",
-      "role": "You are player 'shon'. Play strategically to win."
-    },
-    "task_context": {
-      "what_just_happened": "Player shelly is placing their first settlement.",
-      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-    },
-    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shelly\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"shon\",\"S\"]],\"rds\":[[[20,21],\"shon\"]]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}"
-  }
-}

examples/ai_testing/my_games/ai_logs/session_20260104_022339/prompts/prompt_player_shon.txt

@@ -1,55 +0,0 @@
-================================================================================
-AI AGENT PROMPT - PLAYER SHON
-Generated: 2026-01-04 02:27:57
-================================================================================
-
-📋 RESPONSE SCHEMA (Expected LLM Output Format)
---------------------------------------------------------------------------------
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-
-================================================================================
-📨 PROMPT TO SEND TO LLM
-================================================================================
-
-{
-  "meta_data": {
-    "agent_name": "shon",
-    "role": "You are player 'shon'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player shelly is placing their first settlement.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shelly\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"shon\",\"S\"]],\"rds\":[[[20,21],\"shon\"]]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}"
-}
-
-================================================================================
-END OF PROMPT
-================================================================================

examples/ai_testing/my_games/ai_logs/session_20260104_022339/requests.json

@@ -1,302 +0,0 @@
-{
-  "requests": [
-    {
-      "request_id": "req_0001",
-      "timestamp": "2026-01-04T02:23:52.708232",
-      "player_name": "shelly",
-      "trigger": "Player shon is placing their first settlement.",
-      "game_context": {
-        "phase": "Unknown",
-        "current_player": "Unknown"
-      },
-      "prompt": {
-        "meta_data": {
-          "agent_name": "shelly",
-          "role": "You are player 'shelly'. Play strategically to win."
-        },
-        "task_context": {
-          "what_just_happened": "Player shon is placing their first settlement.",
-          "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-        },
-        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"shon\":{\"vp\":0,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}"
-      },
-      "response": {
-        "internal_thinking": "Player shon is placing their first settlement. As shelly, I will place my first and second settlements consecutively after shon's first. My primary strategy is to secure a balanced production of all five resources (Wood, Brick, Sheep, Wheat, Ore) with high-probability numbers. My top priority settlement spots are Node 41 (Ore5, Wheat9, Brick10), Node 10 (Brick6, Sheep8, Wood12), Node 20 (Wood11, Brick6, Sheep8), and Node 11 (Brick6, Sheep5, Wood12). My ideal combination would be Node 41 for Ore, Wheat, and Brick, paired with one of Node 10, 20, or 11 for Wood, Brick, and Sheep. This would give me all five resources early with strong numbers. For example, if Shon does not take Node 41 or Node 10, I will aim to place settlements at Node 41 and Node 10. If Shon takes Node 41, I will select Node 10 for my first settlement and then look for a strong Wheat/Ore spot for my second, such as Node 35 (Sheep11, Wheat6, Ore3), Node 25 (Sheep4, Ore3, Wheat8), or Node 44 (Ore2, Wheat9, Wheat6). I need to observe Shon's first placement to finalize my exact plan.",
-        "note_to_self": "Prioritize getting Node 41 (O5,Wh9,B10) and one of {Node 10 (B6,S8,W12), Node 20 (W11,B6,S8), Node 11 (B6,S5,W12)} for full resource coverage. If Node 41 is taken, ensure second pick includes Wheat and Ore.",
-        "say_outloud": "Waiting for shon's first placement."
-      },
-      "raw_response": "{\n  \"internal_thinking\": \"Player shon is placing their first settlement. As shelly, I will place my first and second settlements consecutively after shon's first. My primary strategy is to secure a balanced production of all five resources (Wood, Brick, Sheep, Wheat, Ore) with high-probability numbers. My top priority settlement spots are Node 41 (Ore5, Wheat9, Brick10), Node 10 (Brick6, Sheep8, Wood12), Node 20 (Wood11, Brick6, Sheep8), and Node 11 (Brick6, Sheep5, Wood12). My ideal combination would be Node 41 for Ore, Wheat, and Brick, paired with one of Node 10, 20, or 11 for Wood, Brick, and Sheep. This would give me all five resources early with strong numbers. For example, if Shon does not take Node 41 or Node 10, I will aim to place settlements at Node 41 and Node 10. If Shon takes Node 41, I will select Node 10 for my first settlement and then look for a strong Wheat/Ore spot for my second, such as Node 35 (Sheep11, Wheat6, Ore3), Node 25 (Sheep4, Ore3, Wheat8), or Node 44 (Ore2, Wheat9, Wheat6). I need to observe Shon's first placement to finalize my exact plan.\",\n  \"note_to_self\": \"Prioritize getting Node 41 (O5,Wh9,B10) and one of {Node 10 (B6,S8,W12), Node 20 (W11,B6,S8), Node 11 (B6,S5,W12)} for full resource coverage. If Node 41 is taken, ensure second pick includes Wheat and Ore.\",\n  \"say_outloud\": \"Waiting for shon's first placement.\"\n}",
-      "metadata": {
-        "request_num": 1,
-        "timestamp": "2026-01-04 02:23:52",
-        "model": "models/gemini-2.5-flash",
-        "latency_seconds": 41.16975975036621,
-        "total_tokens": 1023,
-        "prompt_tokens": 680,
-        "completion_tokens": 343,
-        "parse_success": true
-      },
-      "is_new": false,
-      "response_timestamp": "2026-01-04T02:24:33.892730"
-    },
-    {
-      "request_id": "req_0002",
-      "timestamp": "2026-01-04T02:23:52.708569",
-      "player_name": "shon",
-      "trigger": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
-      "game_context": {
-        "phase": "Unknown",
-        "current_player": "Unknown"
-      },
-      "prompt": {
-        "meta_data": {
-          "agent_name": "shon",
-          "role": "You are player 'shon'. Play strategically to win."
-        },
-        "task_context": {
-          "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
-          "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-        },
-        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"shon\":{\"vp\":0,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}",
-        "constraints": {
-          "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-          "allowed_actions": [
-            {
-              "action": "place_settlement",
-              "description": "Place your starting settlement on an available node",
-              "example_parameters": {
-                "location": "20"
-              }
-            },
-            {
-              "action": "wait_for_response",
-              "description": "Do nothing on the board, just chat or wait for other players",
-              "example_parameters": {}
-            }
-          ]
-        }
-      },
-      "response": {
-        "internal_thinking": "My goal is to place the first settlement on a node that provides a strong, balanced resource income with high-probability dice rolls. I analyzed the hexes and nodes to identify prime locations. Node 20 connects to Brick 6, Sheep 8, and Wood 11. The 6 and 8 rolls are high probability, providing a consistent income of Brick and Sheep, which are crucial for building roads and future settlements. Wood 11 is also a decent roll. This combination gives me a good start with essential resources (Wood, Brick, Sheep) on favorable numbers, allowing for early expansion.",
-        "action": {
-          "type": "place_settlement",
-          "parameters": {
-            "location": "20"
-          }
-        },
-        "say_outloud": "I'm placing my first settlement at a spot that looks promising for early growth!"
-      },
-      "raw_response": "{\n  \"internal_thinking\": \"My goal is to place the first settlement on a node that provides a strong, balanced resource income with high-probability dice rolls. I analyzed the hexes and nodes to identify prime locations. Node 20 connects to Brick 6, Sheep 8, and Wood 11. The 6 and 8 rolls are high probability, providing a consistent income of Brick and Sheep, which are crucial for building roads and future settlements. Wood 11 is also a decent roll. This combination gives me a good start with essential resources (Wood, Brick, Sheep) on favorable numbers, allowing for early expansion.\",\n  \"action\": {\n    \"type\": \"place_settlement\",\n    \"parameters\": {\n      \"location\":   \"20\"\n    }\n  },\n  \"say_outloud\": \"I'm placing my first settlement at a spot that looks promising for early growth!\"\n}",
-      "metadata": {
-        "request_num": 1,
-        "timestamp": "2026-01-04 02:23:52",
-        "model": "models/gemini-2.5-flash",
-        "latency_seconds": 12.17994236946106,
-        "total_tokens": 1021,
-        "prompt_tokens": 823,
-        "completion_tokens": 198,
-        "parse_success": true
-      },
-      "is_new": true,
-      "response_timestamp": "2026-01-04T02:24:04.899865"
-    },
-    {
-      "request_id": "req_0003",
-      "timestamp": "2026-01-04T02:24:34.706916",
-      "player_name": "shelly",
-      "trigger": "Player shon placed their first settlement at node 20 and is now choosing where to place their starting road.",
-      "game_context": {
-        "phase": "Unknown",
-        "current_player": "Unknown"
-      },
-      "prompt": {
-        "meta_data": {
-          "agent_name": "shelly",
-          "role": "You are player 'shelly'. Play strategically to win."
-        },
-        "task_context": {
-          "what_just_happened": "Player shon placed their first settlement at node 20 and is now choosing where to place their starting road.",
-          "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-        },
-        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}"
-      },
-      "response": {
-        "internal_thinking": "Shon placed their settlement at Node 20 (W11, B6, S8). My turn for first settlement and road is next. I need a spot with good numbers and diverse resources, especially for long-term development. Node 25 (S4, O3, Wh8) offers Sheep, Ore, and Wheat with good numbers (4, 3, 8). This is excellent for building cities and development cards. The alternative Node 31 (Wh9, B10, W11) offers Wheat, Brick, and Wood, with numbers 9, 10, 11, which are slightly less favorable. Therefore, I will settle at Node 25. For the road, I have two main options from Node 25: to Node 24 (O3, Wh8, W3) or to Node 26 (S4, Wh8, O2 port). Building to Node 24 will give me access to W3, completing a critical set of resources (S, O, Wh, W) for early expansion and development, only missing Brick. Building to Node 26 would give me an O2 port, which is strong for Ore, but I'd be missing both Wood and Brick, making early road/settlement expansion harder. Therefore, I will build my road from 25 to 24 to secure Wood.",
-        "say_outloud": "I'll take node 25 and build my road to 24."
-      },
-      "raw_response": "{\"internal_thinking\": \"Shon placed their settlement at Node 20 (W11, B6, S8). My turn for first settlement and road is next. I need a spot with good numbers and diverse resources, especially for long-term development. Node 25 (S4, O3, Wh8) offers Sheep, Ore, and Wheat with good numbers (4, 3, 8). This is excellent for building cities and development cards. The alternative Node 31 (Wh9, B10, W11) offers Wheat, Brick, and Wood, with numbers 9, 10, 11, which are slightly less favorable. Therefore, I will settle at Node 25. For the road, I have two main options from Node 25: to Node 24 (O3, Wh8, W3) or to Node 26 (S4, Wh8, O2 port). Building to Node 24 will give me access to W3, completing a critical set of resources (S, O, Wh, W) for early expansion and development, only missing Brick. Building to Node 26 would give me an O2 port, which is strong for Ore, but I'd be missing both Wood and Brick, making early road/settlement expansion harder. Therefore, I will build my road from 25 to 24 to secure Wood.\", \"say_outloud\": \"I'll take node 25 and build my road to 24.\"}",
-      "metadata": {
-        "request_num": 2,
-        "timestamp": "2026-01-04 02:24:34",
-        "model": "models/gemini-2.5-flash",
-        "latency_seconds": 28.54396653175354,
-        "total_tokens": 969,
-        "prompt_tokens": 700,
-        "completion_tokens": 269,
-        "parse_success": true
-      },
-      "is_new": false,
-      "response_timestamp": "2026-01-04T02:25:03.263158"
-    },
-    {
-      "request_id": "req_0004",
-      "timestamp": "2026-01-04T02:24:34.707149",
-      "player_name": "shon",
-      "trigger": "You placed your first settlement at node 20. Now place a road connecting to it.",
-      "game_context": {
-        "phase": "Unknown",
-        "current_player": "Unknown"
-      },
-      "prompt": {
-        "meta_data": {
-          "agent_name": "shon",
-          "role": "You are player 'shon'. Play strategically to win."
-        },
-        "task_context": {
-          "what_just_happened": "You placed your first settlement at node 20. Now place a road connecting to it.",
-          "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-        },
-        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}",
-        "constraints": {
-          "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-          "allowed_actions": [
-            {
-              "action": "build_road",
-              "description": "Place your starting road connecting to your settlement",
-              "example_parameters": {
-                "from": "20",
-                "to": "21"
-              }
-            },
-            {
-              "action": "wait_for_response",
-              "description": "Do nothing on the board, just chat or wait for other players",
-              "example_parameters": {}
-            }
-          ]
-        }
-      },
-      "response": {
-        "internal_thinking": "I need to place a road connecting to my first settlement at node 20. The allowed actions indicate 'build_road' is the correct action for this phase. I will choose to build a road from node 20 to node 21, as 21 is a direct neighbor of 20 according to the 'N' (Nodes) data.",
-        "action": {
-          "type": "build_road",
-          "parameters": {
-            "target": "21"
-          }
-        }
-      },
-      "raw_response": "{\"internal_thinking\": \"I need to place a road connecting to my first settlement at node 20. The allowed actions indicate 'build_road' is the correct action for this phase. I will choose to build a road from node 20 to node 21, as 21 is a direct neighbor of 20 according to the 'N' (Nodes) data.\", \"action\": {\"type\": \"build_road\", \"parameters\": {\"target\": \"21\"}}}",
-      "metadata": {
-        "request_num": 2,
-        "timestamp": "2026-01-04 02:24:34",
-        "model": "models/gemini-2.5-flash",
-        "latency_seconds": 1.697801113128662,
-        "total_tokens": 917,
-        "prompt_tokens": 827,
-        "completion_tokens": 90,
-        "parse_success": true
-      },
-      "is_new": true,
-      "response_timestamp": "2026-01-04T02:24:36.415758"
-    },
-    {
-      "request_id": "req_0005",
-      "timestamp": "2026-01-04T02:25:20.587670",
-      "player_name": "shon",
-      "trigger": "Player shelly is placing their first settlement.",
-      "game_context": {
-        "phase": "Unknown",
-        "current_player": "Unknown"
-      },
-      "prompt": {
-        "meta_data": {
-          "agent_name": "shon",
-          "role": "You are player 'shon'. Play strategically to win."
-        },
-        "task_context": {
-          "what_just_happened": "Player shelly is placing their first settlement.",
-          "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-        },
-        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shelly\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"shon\",\"S\"]],\"rds\":[[[20,21],\"shon\"]]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}"
-      },
-      "response": {
-        "internal_thinking": "Shelly is placing their first settlement. My first settlement is at Node 20 (W11, B6, S8), giving me good starting access to Wood, Brick, and Sheep. For my second settlement, I will prioritize a location that grants access to Wheat and Ore to diversify my resource production, or a strong spot for Wood/Brick/Sheep if Wheat/Ore spots are poor. I need to observe where shelly settles to inform my next move."
-      },
-      "raw_response": "{\"internal_thinking\": \"Shelly is placing their first settlement. My first settlement is at Node 20 (W11, B6, S8), giving me good starting access to Wood, Brick, and Sheep. For my second settlement, I will prioritize a location that grants access to Wheat and Ore to diversify my resource production, or a strong spot for Wood/Brick/Sheep if Wheat/Ore spots are poor. I need to observe where shelly settles to inform my next move.\"}",
-      "metadata": {
-        "request_num": 2,
-        "timestamp": "2026-01-04 02:25:20",
-        "model": "models/gemini-2.5-flash",
-        "latency_seconds": 3.9931139945983887,
-        "total_tokens": 796,
-        "prompt_tokens": 689,
-        "completion_tokens": 107,
-        "parse_success": true
-      },
-      "is_new": false,
-      "response_timestamp": "2026-01-04T02:25:24.590325"
-    },
-    {
-      "request_id": "req_0006",
-      "timestamp": "2026-01-04T02:25:20.587922",
-      "player_name": "shelly",
-      "trigger": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
-      "game_context": {
-        "phase": "Unknown",
-        "current_player": "Unknown"
-      },
-      "prompt": {
-        "meta_data": {
-          "agent_name": "shelly",
-          "role": "You are player 'shelly'. Play strategically to win."
-        },
-        "task_context": {
-          "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
-          "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-        },
-        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shelly\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"shon\",\"S\"]],\"rds\":[[[20,21],\"shon\"]]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"shelly\":{\"vp\":0,\"res\":{}}}}",
-        "constraints": {
-          "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
-          "allowed_actions": [
-            {
-              "action": "place_settlement",
-              "description": "Place your starting settlement on an available node",
-              "example_parameters": {
-                "location": "20"
-              }
-            },
-            {
-              "action": "wait_for_response",
-              "description": "Do nothing on the board, just chat or wait for other players",
-              "example_parameters": {}
-            }
-          ]
-        }
-      },
-      "response": {
-        "internal_thinking": "I need to place my first settlement strategically. My primary goal is to secure high-probability resource production and good resource diversity for early game development (roads and settlements). I will analyze nodes based on connected hexes' resources and numbers, prioritizing 6s and 8s, and aiming for a mix of Wood, Brick, Sheep, and Wheat.I've identified Node 10 as a prime location. It connects to Hexes 5 (B6), 4 (S8), and 1 (W12). This gives me Brick on a 6, Sheep on an 8, and Wood on a 12. The 6 and 8 are the highest probability rolls (after 7) and provide crucial Brick and Sheep. While the Wood 12 is weak, the overall production from the 6 and 8 is excellent and provides good diversity (Wood, Brick, Sheep) for building roads and my next settlement. The other player 'shon' is on node 20, which also gets B6 and S8. Node 10 is still a strong choice.",
-        "action": {
-          "type": "place_settlement",
-          "parameters": {
-            "location": "10"
-          }
-        }
-      },
-      "raw_response": "{\n  \"internal_thinking\": \"I need to place my first settlement strategically. My primary goal is to secure high-probability resource production and good resource diversity for early game development (roads and settlements). I will analyze nodes based on connected hexes' resources and numbers, prioritizing 6s and 8s, and aiming for a mix of Wood, Brick, Sheep, and Wheat.I've identified Node 10 as a prime location. It connects to Hexes 5 (B6), 4 (S8), and 1 (W12). This gives me Brick on a 6, Sheep on an 8, and Wood on a 12. The 6 and 8 are the highest probability rolls (after 7) and provide crucial Brick and Sheep. While the Wood 12 is weak, the overall production from the 6 and 8 is excellent and provides good diversity (Wood, Brick, Sheep) for building roads and my next settlement. The other player 'shon' is on node 20, which also gets B6 and S8. Node 10 is still a strong choice.\",\n  \"action\": {\n    \"type\": \"place_settlement\",\n    \"parameters\": {\n      \"location\": \"10\"\n    }\n  }\n}",
-      "metadata": {
-        "request_num": 2,
-        "timestamp": "2026-01-04 02:25:20",
-        "model": "models/gemini-2.5-flash",
-        "latency_seconds": 24.533718585968018,
-        "total_tokens": 1081,
-        "prompt_tokens": 833,
-        "completion_tokens": 248,
-        "parse_success": true
-      },
-      "is_new": false,
-      "response_timestamp": "2026-01-04T02:25:45.132459"
-    }
-  ],
-  "total_count": 6,
-  "last_updated": "2026-01-04T02:25:45.132759"
-}

examples/ai_testing/my_games/ai_logs/session_20260104_023155/agent_memories.json

@@ -1,5 +0,0 @@
-{
-  "B": "My first settlement will be at Node 10 (B6, S8, W12) and my first road will be 10-9 (to access the ?3 port). This choice is based on strong resource numbers and port access, and is still available.",
-  "A": "Settlement at 42 yields Ore 5, Wheat 9, Brick 10. Road to 31 opens access to Wood 11 for further road building. Next, aim for a settlement on an unoccupied node with good resource variety or ports.",
-  "C": "My plan: 1st settlement at Node 10 (B6, S8, W12), road 10-11. 2nd settlement at Node 26 (O3, Wh8), road 26-16 (to ORE 2:1 port)."
-}

examples/ai_testing/my_games/ai_logs/session_20260104_023155/chat_history.json

@@ -1,49 +0,0 @@
-{
-  "messages": [
-    {
-      "msg": 1,
-      "player": "B",
-      "message": "Nice wheat spot A!"
-    },
-    {
-      "msg": 2,
-      "player": "A",
-      "message": "My first road is placed!"
-    },
-    {
-      "msg": 3,
-      "player": "A",
-      "message": "Thanks, B! My second road is placed, extending towards some useful brick."
-    },
-    {
-      "msg": 4,
-      "player": "B",
-      "message": "Good luck finding that brick, A!"
-    },
-    {
-      "msg": 5,
-      "player": "A",
-      "message": "I'm building my first road, connecting to node 31 to secure some much-needed wood!"
-    },
-    {
-      "msg": 6,
-      "player": "C",
-      "message": "Waiting to see A's road placement!"
-    },
-    {
-      "msg": 7,
-      "player": "A",
-      "message": "My first road is placed, connecting to node 31 for that sweet wood!"
-    },
-    {
-      "msg": 8,
-      "player": "B",
-      "message": "Sounds like a good plan, A!"
-    },
-    {
-      "msg": 9,
-      "player": "A",
-      "message": "Alright, my first road is placed! Connecting to node 31 to secure that sweet Wood 11!"
-    }
-  ]
-}

examples/ai_testing/my_games/ai_logs/session_20260104_023155/player_B.md

@@ -1,908 +0,0 @@
-# 🤖 AI Agent Log - Player B
-
----
-
-**Session:** `session_20260104_023155`
-
-**Model:** `models/gemini-2.5-flash`
-
-**Started:** 2026-01-04 02:32:10
-
----
-
-
-## 🔄 Request #1
-
-**Timestamp:** 2026-01-04 02:32:10
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A is placing their first settlement.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"A\":{\"vp\":0,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 31.59s
-- **Tokens:** 908 (prompt: 681, completion: 227)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A is placing their first settlement. My strategy for my first settlement is to prioritize high-probability resource production with a good mix of Wood, Brick, and Sheep. My top choice is Node 20 (W11, B6, S8) for its excellent B6 and S8 production, providing Wood, Brick, and Sheep with a total of 13 pips. If Node 20 is taken, my second choice is Node 10 (B6, S8, W12), which also offers Wood, Brick, and Sheep with B6 and S8, totaling 12 pips. For the road placement, from Node 20, I would place it towards Node 19 (along H[9] W11 and H[4] S8). If I settle at Node 10, I would place the road towards Node 9 (along H[1] W12 and H[4] S8) to connect to the S2 port. My goal for the second settlement (placed in reverse order) will be to secure Wheat and Ore, with Node 25 (S4, O3, Wh8) being a strong candidate due to its Wh8 and O3, providing a good mix of Sheep, Ore, and Wheat."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A is placing their first settlement. My strategy for my first settlement is to prioritize high-probability resource production with a good mix of Wood, Brick, and Sheep. My top choice is Node 20 (W11, B6, S8) for its excellent B6 and S8 production, providing Wood, Brick, and Sheep with a total of 13 pips. If Node 20 is taken, my second choice is Node 10 (B6, S8, W12), which also offers Wood, Brick, and Sheep with B6 and S8, totaling 12 pips. For the road placement, from Node 20, I would place it towards Node 19 (along H[9] W11 and H[4] S8). If I settle at Node 10, I would place the road towards Node 9 (along H[1] W12 and H[4] S8) to connect to the S2 port. My goal for the second settlement (placed in reverse order) will be to secure Wheat and Ore, with Node 25 (S4, O3, Wh8) being a strong candidate due to its Wh8 and O3, providing a good mix of Sheep, Ore, and Wheat.
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A is placing their first settlement. My strategy for my first settlement is to prioritize high-probability resource production with a good mix of Wood, Brick, and Sheep. My top choice is Node 20 (W11, B6, S8) for its excellent B6 and S8 production, providing Wood, Brick, and Sheep with a total of 13 pips. If Node 20 is taken, my second choice is Node 10 (B6, S8, W12), which also offers Wood, Brick, and Sheep with B6 and S8, totaling 12 pips. For the road placement, from Node 20, I would place it towards Node 19 (along H[9] W11 and H[4] S8). If I settle at Node 10, I would place the road towards Node 9 (along H[1] W12 and H[4] S8) to connect to the S2 port. My goal for the second settlement (placed in reverse order) will be to secure Wheat and Ore, with Node 25 (S4, O3, Wh8) being a strong candidate due to its Wh8 and O3, providing a good mix of Sheep, Ore, and Wheat."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:33:01
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 20.05s
-- **Tokens:** 955 (prompt: 700, completion: 255)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A placed a settlement at node 42 (O5, S11, Wh9). My goal is to select an optimal first settlement for player B, focusing on high-probability numbers (6, 8, 5, 9, 4, 10) and diverse, essential resources (Wood, Brick, Wheat, Sheep). I will also consider access to ports or strategic expansion paths. After reviewing promising nodes, I've identified node 31 as highly optimal. It's adjacent to hexes 14 (Wh9), 13 (B10), and 9 (W11), providing Wheat, Brick, and Wood with excellent numbers (9, 10, 11). This combination is crucial for early game development (roads, settlements, cities, dev cards). For the road placement, I will choose to build from node 31 to node 19. Node 19 itself is good (W11, B10, S8) and this road segment extends towards other strong resource nodes like 20 and 21, allowing for future expansion towards Sheep and more Wood/Brick.", "note_to_self": "Settlement at 31 (Wh9, B10, W11). Road 31-19. Focus on getting W, B, S, Wh. Good numbers 9, 10, 11.", "say_outloud": ""}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A placed a settlement at node 42 (O5, S11, Wh9). My goal is to select an optimal first settlement for player B, focusing on high-probability numbers (6, 8, 5, 9, 4, 10) and diverse, essential resources (Wood, Brick, Wheat, Sheep). I will also consider access to ports or strategic expansion paths. After reviewing promising nodes, I've identified node 31 as highly optimal. It's adjacent to hexes 14 (Wh9), 13 (B10), and 9 (W11), providing Wheat, Brick, and Wood with excellent numbers (9, 10, 11). This combination is crucial for early game development (roads, settlements, cities, dev cards). For the road placement, I will choose to build from node 31 to node 19. Node 19 itself is good (W11, B10, S8) and this road segment extends towards other strong resource nodes like 20 and 21, allowing for future expansion towards Sheep and more Wood/Brick.
-
-#### 📝 Note to Self
-
-*"Settlement at 31 (Wh9, B10, W11). Road 31-19. Focus on getting W, B, S, Wh. Good numbers 9, 10, 11."*
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A placed a settlement at node 42 (O5, S11, Wh9). My goal is to select an optimal first settlement for player B, focusing on high-probability numbers (6, 8, 5, 9, 4, 10) and diverse, essential resources (Wood, Brick, Wheat, Sheep). I will also consider access to ports or strategic expansion paths. After reviewing promising nodes, I've identified node 31 as highly optimal. It's adjacent to hexes 14 (Wh9), 13 (B10), and 9 (W11), providing Wheat, Brick, and Wood with excellent numbers (9, 10, 11). This combination is crucial for early game development (roads, settlements, cities, dev cards). For the road placement, I will choose to build from node 31 to node 19. Node 19 itself is good (W11, B10, S8) and this road segment extends towards other strong resource nodes like 20 and 21, allowing for future expansion towards Sheep and more Wood/Brick.",
-  "note_to_self": "Settlement at 31 (Wh9, B10, W11). Road 31-19. Focus on getting W, B, S, Wh. Good numbers 9, 10, 11.",
-  "say_outloud": ""
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:33:44
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "memory": {
-    "previous_note_to_self": "Settlement at 31 (Wh9, B10, W11). Road 31-19. Focus on getting W, B, S, Wh. Good numbers 9, 10, 11."
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 26.62s
-- **Tokens:** 956 (prompt: 735, completion: 221)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A placed at node 42, heavily focused on Wheat (9, 6). As Player B, I need to secure a strong starting position with diverse resources and good numbers. I evaluated Node 10 (B6, S8, W12) and Node 41 (O5, Wh9, B10). Node 10 offers Wood, Brick, and Sheep with high probability numbers (6, 8) and immediate access to a ?3 port via road 10-9. This provides essential building resources and early trade flexibility. Node 41 offers Ore, Wheat, and Brick, which are great for cities, but I prioritize W, B, S for early expansion. The direct port access from Node 10 makes it the optimal choice for the first settlement. My next goal will be to secure Wheat and Ore with my second settlement.", "note_to_self": "Settlement at 10 (B6, S8, W12). Road 10-9 (to ?3 port). Focus on acquiring Wheat and Ore for the second settlement.", "say_outloud": "Nice wheat spot A!"}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A placed at node 42, heavily focused on Wheat (9, 6). As Player B, I need to secure a strong starting position with diverse resources and good numbers. I evaluated Node 10 (B6, S8, W12) and Node 41 (O5, Wh9, B10). Node 10 offers Wood, Brick, and Sheep with high probability numbers (6, 8) and immediate access to a ?3 port via road 10-9. This provides essential building resources and early trade flexibility. Node 41 offers Ore, Wheat, and Brick, which are great for cities, but I prioritize W, B, S for early expansion. The direct port access from Node 10 makes it the optimal choice for the first settlement. My next goal will be to secure Wheat and Ore with my second settlement.
-
-#### 📝 Note to Self
-
-*"Settlement at 10 (B6, S8, W12). Road 10-9 (to ?3 port). Focus on acquiring Wheat and Ore for the second settlement."*
-
-#### 💬 Says Out Loud
-
-**"Nice wheat spot A!"**
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A placed at node 42, heavily focused on Wheat (9, 6). As Player B, I need to secure a strong starting position with diverse resources and good numbers. I evaluated Node 10 (B6, S8, W12) and Node 41 (O5, Wh9, B10). Node 10 offers Wood, Brick, and Sheep with high probability numbers (6, 8) and immediate access to a ?3 port via road 10-9. This provides essential building resources and early trade flexibility. Node 41 offers Ore, Wheat, and Brick, which are great for cities, but I prioritize W, B, S for early expansion. The direct port access from Node 10 makes it the optimal choice for the first settlement. My next goal will be to secure Wheat and Ore with my second settlement.",
-  "note_to_self": "Settlement at 10 (B6, S8, W12). Road 10-9 (to ?3 port). Focus on acquiring Wheat and Ore for the second settlement.",
-  "say_outloud": "Nice wheat spot A!"
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:34:12
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "social_context": {
-    "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      }
-    ]
-  },
-  "memory": {
-    "previous_note_to_self": "Settlement at 10 (B6, S8, W12). Road 10-9 (to ?3 port). Focus on acquiring Wheat and Ore for the second settlement."
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 20.51s
-- **Tokens:** 954 (prompt: 764, completion: 190)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A placed their first settlement at Node 42 (O5, Wh9, S11). This is a strong starting position for A. My plan is to place my first settlement at Node 10 (B6, S8, W12) and my first road from 10 to 9 (towards a ?3 port). My primary target for the second settlement (placed after C's turn) is Node 41 (O5, Wh9, B10) due to its excellent resource diversity (O, Wh, B) and good numbers (5, 9, 10), which would complete my resource set. I need to observe if A places their road from 42 to 41, as that would block my primary target. I also need to see where Player C settles.", "note_to_self": "Settle 10 (B6, S8, W12), road 10-9 (?3 port). Target second settlement: Node 41 (O5, Wh9, B10). If blocked, consider Node 28 (W11, O5, S2 port)."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A placed their first settlement at Node 42 (O5, Wh9, S11). This is a strong starting position for A. My plan is to place my first settlement at Node 10 (B6, S8, W12) and my first road from 10 to 9 (towards a ?3 port). My primary target for the second settlement (placed after C's turn) is Node 41 (O5, Wh9, B10) due to its excellent resource diversity (O, Wh, B) and good numbers (5, 9, 10), which would complete my resource set. I need to observe if A places their road from 42 to 41, as that would block my primary target. I also need to see where Player C settles.
-
-#### 📝 Note to Self
-
-*"Settle 10 (B6, S8, W12), road 10-9 (?3 port). Target second settlement: Node 41 (O5, Wh9, B10). If blocked, consider Node 28 (W11, O5, S2 port)."*
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A placed their first settlement at Node 42 (O5, Wh9, S11). This is a strong starting position for A. My plan is to place my first settlement at Node 10 (B6, S8, W12) and my first road from 10 to 9 (towards a ?3 port). My primary target for the second settlement (placed after C's turn) is Node 41 (O5, Wh9, B10) due to its excellent resource diversity (O, Wh, B) and good numbers (5, 9, 10), which would complete my resource set. I need to observe if A places their road from 42 to 41, as that would block my primary target. I also need to see where Player C settles.",
-  "note_to_self": "Settle 10 (B6, S8, W12), road 10-9 (?3 port). Target second settlement: Node 41 (O5, Wh9, B10). If blocked, consider Node 28 (W11, O5, S2 port)."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:34:33
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "social_context": {
-    "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      },
-      {
-        "msg": 2,
-        "player": "A",
-        "message": "My first road is placed!"
-      }
-    ]
-  },
-  "memory": {
-    "previous_note_to_self": "Settlement at 10 (B6, S8, W12). Road 10-9 (to ?3 port). Focus on acquiring Wheat and Ore for the second settlement."
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 10.99s
-- **Tokens:** 912 (prompt: 780, completion: 132)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "A placed settlement at Node 42 (O5, Wh9, B10). A's first road is placed. My turn is after C. I will place my first settlement at Node 10 (B6, S8, W12) for Brick, Sheep, Wood, hitting good numbers. I will place my first road from 10 to 9, connecting to the ?3 port. This provides good resource diversity complementing A's resources and early port access. For my second settlement, I will prioritize Wheat and Ore.", "note_to_self": "My first settlement: Node 10 (B6, S8, W12). First road: 10-9 (to ?3 port)."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> A placed settlement at Node 42 (O5, Wh9, B10). A's first road is placed. My turn is after C. I will place my first settlement at Node 10 (B6, S8, W12) for Brick, Sheep, Wood, hitting good numbers. I will place my first road from 10 to 9, connecting to the ?3 port. This provides good resource diversity complementing A's resources and early port access. For my second settlement, I will prioritize Wheat and Ore.
-
-#### 📝 Note to Self
-
-*"My first settlement: Node 10 (B6, S8, W12). First road: 10-9 (to ?3 port)."*
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "A placed settlement at Node 42 (O5, Wh9, B10). A's first road is placed. My turn is after C. I will place my first settlement at Node 10 (B6, S8, W12) for Brick, Sheep, Wood, hitting good numbers. I will place my first road from 10 to 9, connecting to the ?3 port. This provides good resource diversity complementing A's resources and early port access. For my second settlement, I will prioritize Wheat and Ore.",
-  "note_to_self": "My first settlement: Node 10 (B6, S8, W12). First road: 10-9 (to ?3 port)."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:35:08
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "social_context": {
-    "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      },
-      {
-        "msg": 2,
-        "player": "A",
-        "message": "My first road is placed!"
-      },
-      {
-        "msg": 3,
-        "player": "A",
-        "message": "Thanks, B! My second road is placed, extending towards some useful brick."
-      }
-    ]
-  },
-  "memory": {
-    "previous_note_to_self": "Settle 10 (B6, S8, W12), road 10-9 (?3 port). Target second settlement: Node 41 (O5, Wh9, B10). If blocked, consider Node 28 (W11, O5, S2 port)."
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 9.65s
-- **Tokens:** 937 (prompt: 816, completion: 121)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A placed their first settlement at node 42 (Wh9, O5). They are currently placing their first road. Their comment about a \"second road\" and \"useful brick\" suggests they are planning their expansion. My strategy for my turn is to place my first settlement at node 10 (B6, S8, W12) and a road towards node 9 to secure the ?3 port. I am currently waiting for Player A to complete their road placement.", "say_outloud": "Good luck finding that brick, A!"}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A placed their first settlement at node 42 (Wh9, O5). They are currently placing their first road. Their comment about a "second road" and "useful brick" suggests they are planning their expansion. My strategy for my turn is to place my first settlement at node 10 (B6, S8, W12) and a road towards node 9 to secure the ?3 port. I am currently waiting for Player A to complete their road placement.
-
-#### 💬 Says Out Loud
-
-**"Good luck finding that brick, A!"**
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A placed their first settlement at node 42 (Wh9, O5). They are currently placing their first road. Their comment about a \"second road\" and \"useful brick\" suggests they are planning their expansion. My strategy for my turn is to place my first settlement at node 10 (B6, S8, W12) and a road towards node 9 to secure the ?3 port. I am currently waiting for Player A to complete their road placement.",
-  "say_outloud": "Good luck finding that brick, A!"
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:35:35
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "social_context": {
-    "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      },
-      {
-        "msg": 2,
-        "player": "A",
-        "message": "My first road is placed!"
-      },
-      {
-        "msg": 3,
-        "player": "A",
-        "message": "Thanks, B! My second road is placed, extending towards some useful brick."
-      },
-      {
-        "msg": 4,
-        "player": "B",
-        "message": "Good luck finding that brick, A!"
-      },
-      {
-        "msg": 5,
-        "player": "A",
-        "message": "I'm building my first road, connecting to node 31 to secure some much-needed wood!"
-      },
-      {
-        "msg": 6,
-        "player": "C",
-        "message": "Waiting to see A's road placement!"
-      }
-    ]
-  },
-  "memory": {
-    "previous_note_to_self": "My first settlement: Node 10 (B6, S8, W12). First road: 10-9 (to ?3 port)."
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 22.46s
-- **Tokens:** 1077 (prompt: 867, completion: 210)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A has placed their first settlement at node 42 (O5, W2, Wh9) and is now choosing their first road placement. A's chat suggests they are aiming for node 31 for wood, which likely means their first road will be 42-41 to gain access to B10 and point towards W11. My optimal first settlement placement remains Node 10 (B6, S8, W12) with a road to Node 9 to secure the ?3 port. This provides excellent Wood, Brick, and Sheep production on high-probability numbers, along with early port access. This strategy is unaffected by A's likely road placement.", "note_to_self": "My first settlement will be at Node 10 (B6, S8, W12) and my first road will be 10-9 (to access the ?3 port). This choice is based on strong resource numbers and port access, and is still available.", "say_outloud": "Sounds like a good plan, A!"}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A has placed their first settlement at node 42 (O5, W2, Wh9) and is now choosing their first road placement. A's chat suggests they are aiming for node 31 for wood, which likely means their first road will be 42-41 to gain access to B10 and point towards W11. My optimal first settlement placement remains Node 10 (B6, S8, W12) with a road to Node 9 to secure the ?3 port. This provides excellent Wood, Brick, and Sheep production on high-probability numbers, along with early port access. This strategy is unaffected by A's likely road placement.
-
-#### 📝 Note to Self
-
-*"My first settlement will be at Node 10 (B6, S8, W12) and my first road will be 10-9 (to access the ?3 port). This choice is based on strong resource numbers and port access, and is still available."*
-
-#### 💬 Says Out Loud
-
-**"Sounds like a good plan, A!"**
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A has placed their first settlement at node 42 (O5, W2, Wh9) and is now choosing their first road placement. A's chat suggests they are aiming for node 31 for wood, which likely means their first road will be 42-41 to gain access to B10 and point towards W11. My optimal first settlement placement remains Node 10 (B6, S8, W12) with a road to Node 9 to secure the ?3 port. This provides excellent Wood, Brick, and Sheep production on high-probability numbers, along with early port access. This strategy is unaffected by A's likely road placement.",
-  "note_to_self": "My first settlement will be at Node 10 (B6, S8, W12) and my first road will be 10-9 (to access the ?3 port). This choice is based on strong resource numbers and port access, and is still available.",
-  "say_outloud": "Sounds like a good plan, A!"
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:35:58
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "social_context": {
-    "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      },
-      {
-        "msg": 2,
-        "player": "A",
-        "message": "My first road is placed!"
-      },
-      {
-        "msg": 3,
-        "player": "A",
-        "message": "Thanks, B! My second road is placed, extending towards some useful brick."
-      },
-      {
-        "msg": 4,
-        "player": "B",
-        "message": "Good luck finding that brick, A!"
-      },
-      {
-        "msg": 5,
-        "player": "A",
-        "message": "I'm building my first road, connecting to node 31 to secure some much-needed wood!"
-      },
-      {
-        "msg": 6,
-        "player": "C",
-        "message": "Waiting to see A's road placement!"
-      },
-      {
-        "msg": 7,
-        "player": "A",
-        "message": "My first road is placed, connecting to node 31 for that sweet wood!"
-      },
-      {
-        "msg": 8,
-        "player": "B",
-        "message": "Sounds like a good plan, A!"
-      }
-    ]
-  },
-  "memory": {
-    "previous_note_to_self": "My first settlement will be at Node 10 (B6, S8, W12) and my first road will be 10-9 (to access the ?3 port). This choice is based on strong resource numbers and port access, and is still available."
-  }
-}
-```
-</details>
-

examples/ai_testing/my_games/ai_logs/session_20260104_023155/player_C.md

@@ -1,779 +0,0 @@
-# 🤖 AI Agent Log - Player C
-
----
-
-**Session:** `session_20260104_023155`
-
-**Model:** `models/gemini-2.5-flash`
-
-**Started:** 2026-01-04 02:32:10
-
----
-
-
-## 🔄 Request #1
-
-**Timestamp:** 2026-01-04 02:32:10
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A is placing their first settlement.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"A\":{\"vp\":0,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 26.41s
-- **Tokens:** 900 (prompt: 681, completion: 219)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A is placing their first settlement. As player C, I need to plan my first settlement. My top priority is securing access to Ore and Wheat for building cities, along with good production numbers and resource diversity. I've identified Node 41 (O5, Wh9, B10) as the optimal first choice due to its excellent combination of Ore, Wheat, and Brick, with strong rolls (5, 9, 10) and a bonus W2 port. If Node 41 is taken by player A or B, my backup strategy involves looking for other spots with Ore and Wheat, such as Node 25 (S4, O3, Wh8) or Node 35 (S11, Wh6, O3), or a spot with strong general production and a useful port like Node 26 (S4, Wh8, O2 port). If all high-priority O/Wh spots are gone, I'll secure a high-production spot like Node 10 (B6, S8, W12) or Node 20 (W11, B6, S8) and aim to trade or use my second settlement to get Ore/Wheat."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A is placing their first settlement. As player C, I need to plan my first settlement. My top priority is securing access to Ore and Wheat for building cities, along with good production numbers and resource diversity. I've identified Node 41 (O5, Wh9, B10) as the optimal first choice due to its excellent combination of Ore, Wheat, and Brick, with strong rolls (5, 9, 10) and a bonus W2 port. If Node 41 is taken by player A or B, my backup strategy involves looking for other spots with Ore and Wheat, such as Node 25 (S4, O3, Wh8) or Node 35 (S11, Wh6, O3), or a spot with strong general production and a useful port like Node 26 (S4, Wh8, O2 port). If all high-priority O/Wh spots are gone, I'll secure a high-production spot like Node 10 (B6, S8, W12) or Node 20 (W11, B6, S8) and aim to trade or use my second settlement to get Ore/Wheat.
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A is placing their first settlement. As player C, I need to plan my first settlement. My top priority is securing access to Ore and Wheat for building cities, along with good production numbers and resource diversity. I've identified Node 41 (O5, Wh9, B10) as the optimal first choice due to its excellent combination of Ore, Wheat, and Brick, with strong rolls (5, 9, 10) and a bonus W2 port. If Node 41 is taken by player A or B, my backup strategy involves looking for other spots with Ore and Wheat, such as Node 25 (S4, O3, Wh8) or Node 35 (S11, Wh6, O3), or a spot with strong general production and a useful port like Node 26 (S4, Wh8, O2 port). If all high-priority O/Wh spots are gone, I'll secure a high-production spot like Node 10 (B6, S8, W12) or Node 20 (W11, B6, S8) and aim to trade or use my second settlement to get Ore/Wheat."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:33:01
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 2.83s
-- **Tokens:** 808 (prompt: 700, completion: 108)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking":"Player A placed their first settlement at node 42 (O5, S11, Wh9). This is a strong starting position with good numbers and resource variety. I need to observe where A places their road to understand their immediate expansion goals. My focus for my first settlement will be on securing good resource combinations, ideally with high-probability rolls, that complement A's choices or provide different resources."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A placed their first settlement at node 42 (O5, S11, Wh9). This is a strong starting position with good numbers and resource variety. I need to observe where A places their road to understand their immediate expansion goals. My focus for my first settlement will be on securing good resource combinations, ideally with high-probability rolls, that complement A's choices or provide different resources.
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A placed their first settlement at node 42 (O5, S11, Wh9). This is a strong starting position with good numbers and resource variety. I need to observe where A places their road to understand their immediate expansion goals. My focus for my first settlement will be on securing good resource combinations, ideally with high-probability rolls, that complement A's choices or provide different resources."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:34:12
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "social_context": {
-    "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      }
-    ]
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 14.07s
-- **Tokens:** 906 (prompt: 725, completion: 181)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A placed their first settlement at node 42 (O5, Wh9, B10). They are now choosing their road. A's settlement gives them a strong start for development cards, but they will need Wood and Sheep. Possible road placements for A are towards 41, 43, or 31. Node 31 would give access to Wood (H[9]=W11) and Sheep (H[8]=S2). Player B is next and will place their first settlement and road. My top two target spots for my first settlement are node 10 (B6, S8, W12) and node 32 (Wh9, B10, W11). Both offer a strong spread of basic resources with good numbers. I will prioritize whichever of these is left after B's turn. If both are taken, I'll consider node 24 (Wh6, S11, W3) or node 36 (S11, O3, Wh6)."}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A placed their first settlement at node 42 (O5, Wh9, B10). They are now choosing their road. A's settlement gives them a strong start for development cards, but they will need Wood and Sheep. Possible road placements for A are towards 41, 43, or 31. Node 31 would give access to Wood (H[9]=W11) and Sheep (H[8]=S2). Player B is next and will place their first settlement and road. My top two target spots for my first settlement are node 10 (B6, S8, W12) and node 32 (Wh9, B10, W11). Both offer a strong spread of basic resources with good numbers. I will prioritize whichever of these is left after B's turn. If both are taken, I'll consider node 24 (Wh6, S11, W3) or node 36 (S11, O3, Wh6).
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A placed their first settlement at node 42 (O5, Wh9, B10). They are now choosing their road. A's settlement gives them a strong start for development cards, but they will need Wood and Sheep. Possible road placements for A are towards 41, 43, or 31. Node 31 would give access to Wood (H[9]=W11) and Sheep (H[8]=S2). Player B is next and will place their first settlement and road. My top two target spots for my first settlement are node 10 (B6, S8, W12) and node 32 (Wh9, B10, W11). Both offer a strong spread of basic resources with good numbers. I will prioritize whichever of these is left after B's turn. If both are taken, I'll consider node 24 (Wh6, S11, W3) or node 36 (S11, O3, Wh6)."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:34:33
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "social_context": {
-    "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      },
-      {
-        "msg": 2,
-        "player": "A",
-        "message": "My first road is placed!"
-      }
-    ]
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 34.45s
-- **Tokens:** 1007 (prompt: 741, completion: 266)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A placed at Node 42 (Ore 5, Wheat 9, Wheat 9). This gives them a strong start in Ore and Wheat. I am player C, the last to pick in the first round and the first in the second round, which gives me two consecutive settlements and roads. My strategy is to secure a balanced and strong resource income by covering all five resources with good numbers. I anticipate player B will try to get Wood, Brick, and Sheep, potentially targeting nodes like 20, 30, or 31. My primary plan is to aim for Node 19 (Wood 11, Sheep 8, Ore 5) for my first settlement. This provides Wood, Sheep, and Ore. For my second settlement, I will aim for Node 41 (Ore 5, Wheat 9, Brick 10). This would give me all five resources: Wood 11, Sheep 8, Ore 5, Ore 5, Wheat 9, Brick 10. This combination offers excellent numbers and a balanced production profile. I will adapt if B takes one of my target spots, but this pairing appears robust.", "note_to_self": "Target settlement 1: Node 19 (W11, S8, O5). Target settlement 2: Node 41 (O5, Wh9, B10).", "say_outloud": ""}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A placed at Node 42 (Ore 5, Wheat 9, Wheat 9). This gives them a strong start in Ore and Wheat. I am player C, the last to pick in the first round and the first in the second round, which gives me two consecutive settlements and roads. My strategy is to secure a balanced and strong resource income by covering all five resources with good numbers. I anticipate player B will try to get Wood, Brick, and Sheep, potentially targeting nodes like 20, 30, or 31. My primary plan is to aim for Node 19 (Wood 11, Sheep 8, Ore 5) for my first settlement. This provides Wood, Sheep, and Ore. For my second settlement, I will aim for Node 41 (Ore 5, Wheat 9, Brick 10). This would give me all five resources: Wood 11, Sheep 8, Ore 5, Ore 5, Wheat 9, Brick 10. This combination offers excellent numbers and a balanced production profile. I will adapt if B takes one of my target spots, but this pairing appears robust.
-
-#### 📝 Note to Self
-
-*"Target settlement 1: Node 19 (W11, S8, O5). Target settlement 2: Node 41 (O5, Wh9, B10)."*
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A placed at Node 42 (Ore 5, Wheat 9, Wheat 9). This gives them a strong start in Ore and Wheat. I am player C, the last to pick in the first round and the first in the second round, which gives me two consecutive settlements and roads. My strategy is to secure a balanced and strong resource income by covering all five resources with good numbers. I anticipate player B will try to get Wood, Brick, and Sheep, potentially targeting nodes like 20, 30, or 31. My primary plan is to aim for Node 19 (Wood 11, Sheep 8, Ore 5) for my first settlement. This provides Wood, Sheep, and Ore. For my second settlement, I will aim for Node 41 (Ore 5, Wheat 9, Brick 10). This would give me all five resources: Wood 11, Sheep 8, Ore 5, Ore 5, Wheat 9, Brick 10. This combination offers excellent numbers and a balanced production profile. I will adapt if B takes one of my target spots, but this pairing appears robust.",
-  "note_to_self": "Target settlement 1: Node 19 (W11, S8, O5). Target settlement 2: Node 41 (O5, Wh9, B10).",
-  "say_outloud": ""
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:35:08
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "social_context": {
-    "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      },
-      {
-        "msg": 2,
-        "player": "A",
-        "message": "My first road is placed!"
-      },
-      {
-        "msg": 3,
-        "player": "A",
-        "message": "Thanks, B! My second road is placed, extending towards some useful brick."
-      }
-    ]
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 25.74s
-- **Tokens:** 1028 (prompt: 770, completion: 258)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{"internal_thinking": "Player A placed their first settlement at node 42 (O5, S11, Wh9). A is now placing their first road. I predict A will place their road from 42 to 31, aiming for their second settlement at node 32 (Wh9, B10, W11) to get a full resource spread. After A, it will be B's turn to place their first settlement and road. I anticipate B will take one of the next best spots, likely Node 19 (W11, B10, S8). When it's my turn (Player C) for the first settlement, I plan to place at Node 10 (B6, S8, W12) for a strong wood, brick, and sheep start. My first road will be 10-11. For my second settlement (on the return), I will aim for Node 26 (O3, Wh8) and place my second road 26-16 to connect to the ORE 2:1 port at node 16. This strategy will give me all resources (Wood, Brick, Sheep, Ore, Wheat) and an early port.", "note_to_self": "My plan: 1st settlement at Node 10 (B6, S8, W12), road 10-11. 2nd settlement at Node 26 (O3, Wh8), road 26-16 (to ORE 2:1 port).", "say_outloud": "Waiting to see A's road placement!"}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A placed their first settlement at node 42 (O5, S11, Wh9). A is now placing their first road. I predict A will place their road from 42 to 31, aiming for their second settlement at node 32 (Wh9, B10, W11) to get a full resource spread. After A, it will be B's turn to place their first settlement and road. I anticipate B will take one of the next best spots, likely Node 19 (W11, B10, S8). When it's my turn (Player C) for the first settlement, I plan to place at Node 10 (B6, S8, W12) for a strong wood, brick, and sheep start. My first road will be 10-11. For my second settlement (on the return), I will aim for Node 26 (O3, Wh8) and place my second road 26-16 to connect to the ORE 2:1 port at node 16. This strategy will give me all resources (Wood, Brick, Sheep, Ore, Wheat) and an early port.
-
-#### 📝 Note to Self
-
-*"My plan: 1st settlement at Node 10 (B6, S8, W12), road 10-11. 2nd settlement at Node 26 (O3, Wh8), road 26-16 (to ORE 2:1 port)."*
-
-#### 💬 Says Out Loud
-
-**"Waiting to see A's road placement!"**
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A placed their first settlement at node 42 (O5, S11, Wh9). A is now placing their first road. I predict A will place their road from 42 to 31, aiming for their second settlement at node 32 (Wh9, B10, W11) to get a full resource spread. After A, it will be B's turn to place their first settlement and road. I anticipate B will take one of the next best spots, likely Node 19 (W11, B10, S8). When it's my turn (Player C) for the first settlement, I plan to place at Node 10 (B6, S8, W12) for a strong wood, brick, and sheep start. My first road will be 10-11. For my second settlement (on the return), I will aim for Node 26 (O3, Wh8) and place my second road 26-16 to connect to the ORE 2:1 port at node 16. This strategy will give me all resources (Wood, Brick, Sheep, Ore, Wheat) and an early port.",
-  "note_to_self": "My plan: 1st settlement at Node 10 (B6, S8, W12), road 10-11. 2nd settlement at Node 26 (O3, Wh8), road 26-16 (to ORE 2:1 port).",
-  "say_outloud": "Waiting to see A's road placement!"
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:35:35
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "social_context": {
-    "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      },
-      {
-        "msg": 2,
-        "player": "A",
-        "message": "My first road is placed!"
-      },
-      {
-        "msg": 3,
-        "player": "A",
-        "message": "Thanks, B! My second road is placed, extending towards some useful brick."
-      },
-      {
-        "msg": 4,
-        "player": "B",
-        "message": "Good luck finding that brick, A!"
-      },
-      {
-        "msg": 5,
-        "player": "A",
-        "message": "I'm building my first road, connecting to node 31 to secure some much-needed wood!"
-      },
-      {
-        "msg": 6,
-        "player": "C",
-        "message": "Waiting to see A's road placement!"
-      }
-    ]
-  },
-  "memory": {
-    "previous_note_to_self": "My plan: 1st settlement at Node 10 (B6, S8, W12), road 10-11. 2nd settlement at Node 26 (O3, Wh8), road 26-16 (to ORE 2:1 port)."
-  }
-}
-```
-</details>
-
-
-### ✅ Response Received
-
-- **Latency:** 8.43s
-- **Tokens:** 1011 (prompt: 881, completion: 130)
-
-<details>
-<summary><strong>📥 Raw Response from Gemini</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A has placed their first settlement at node 42 (O5, S11, Wh9). A stated they are placing their first road connecting to node 31, which makes sense as it connects to hexes B10, W11, B10, giving A future access to wood and brick. My first settlement plan at Node 10 (B6, S8, W12) with a road to Node 11 is unaffected and remains my priority. My second settlement plan at Node 26 (O3, Wh8) with a road to Node 16 (Ore 2:1 port) is also unaffected. I will observe Player B's placements next."
-}
-```
-</details>
-
-
-### ✅ Parse Success
-
-
-### 🎯 AI Response
-
-#### 💭 Internal Thinking
-
-> Player A has placed their first settlement at node 42 (O5, S11, Wh9). A stated they are placing their first road connecting to node 31, which makes sense as it connects to hexes B10, W11, B10, giving A future access to wood and brick. My first settlement plan at Node 10 (B6, S8, W12) with a road to Node 11 is unaffected and remains my priority. My second settlement plan at Node 26 (O3, Wh8) with a road to Node 16 (Ore 2:1 port) is also unaffected. I will observe Player B's placements next.
-
-
-<details>
-<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
-
-```json
-{
-  "internal_thinking": "Player A has placed their first settlement at node 42 (O5, S11, Wh9). A stated they are placing their first road connecting to node 31, which makes sense as it connects to hexes B10, W11, B10, giving A future access to wood and brick. My first settlement plan at Node 10 (B6, S8, W12) with a road to Node 11 is unaffected and remains my priority. My second settlement plan at Node 26 (O3, Wh8) with a road to Node 16 (Ore 2:1 port) is also unaffected. I will observe Player B's placements next."
-}
-```
-</details>
-
-
-## 🔄 Request #2
-
-**Timestamp:** 2026-01-04 02:35:58
-
-
-<details>
-<summary><strong>📋 Expected Response Schema</strong></summary>
-
-```json
-{
-  "type": "object",
-  "required": [
-    "internal_thinking"
-  ],
-  "properties": {
-    "internal_thinking": {
-      "type": "string",
-      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
-      "minLength": 30
-    },
-    "note_to_self": {
-      "type": "string",
-      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
-      "maxLength": 100
-    },
-    "say_outloud": {
-      "type": "string",
-      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
-      "maxLength": 100
-    }
-  },
-  "propertyOrdering": [
-    "internal_thinking",
-    "note_to_self",
-    "say_outloud"
-  ]
-}
-```
-</details>
-
-<details>
-<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
-
-```json
-{
-  "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
-  },
-  "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
-    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-  },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
-  "social_context": {
-    "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      },
-      {
-        "msg": 2,
-        "player": "A",
-        "message": "My first road is placed!"
-      },
-      {
-        "msg": 3,
-        "player": "A",
-        "message": "Thanks, B! My second road is placed, extending towards some useful brick."
-      },
-      {
-        "msg": 4,
-        "player": "B",
-        "message": "Good luck finding that brick, A!"
-      },
-      {
-        "msg": 5,
-        "player": "A",
-        "message": "I'm building my first road, connecting to node 31 to secure some much-needed wood!"
-      },
-      {
-        "msg": 6,
-        "player": "C",
-        "message": "Waiting to see A's road placement!"
-      },
-      {
-        "msg": 7,
-        "player": "A",
-        "message": "My first road is placed, connecting to node 31 for that sweet wood!"
-      },
-      {
-        "msg": 8,
-        "player": "B",
-        "message": "Sounds like a good plan, A!"
-      }
-    ]
-  },
-  "memory": {
-    "previous_note_to_self": "My plan: 1st settlement at Node 10 (B6, S8, W12), road 10-11. 2nd settlement at Node 26 (O3, Wh8), road 26-16 (to ORE 2:1 port)."
-  }
-}
-```
-</details>
-

examples/ai_testing/my_games/ai_logs/session_20260104_025439/agent_memories.json

@@ -0,0 +1,4 @@
+{
+  "B": "Priority 1: Settlement at Node 10 (B6, S8, W12), Road to Node 9 (?3 port). Priority 2 (for second settlement): Settlement at Node 26 (S4, O3, Wh8), Road to Node 27 (O2 port).",
+  "C": "Consider Node 10 (B6, S8, W12, ?3 port) and Node 20 (W11, B10, S8) for my first settlement."
+}

examples/ai_testing/my_games/ai_logs/{session_20260104_021627/player_shon.md → session_20260104_025439/player_A.md}

@@ -1,19 +1,19 @@
-# 🤖 AI Agent Log - Player SHON
+# 🤖 AI Agent Log - Player A
 
 ---
 
-**Session:** `session_20260104_021627`
+**Session:** `session_20260104_025439`
 
 **Model:** `models/gemini-2.5-flash`
 
-**Started:** 2026-01-04 02:16:45
+**Started:** 2026-01-04 02:54:53
 
 ---
 
 
 ## 🔄 Request #1
 
-**Timestamp:** 2026-01-04 02:16:45
+**Timestamp:** 2026-01-04 02:54:52
 
 
 <details>
@@ -99,14 +99,14 @@
 ```json
 {
   "meta_data": {
-    "agent_name": "shon",
-    "role": "You are player 'shon'. Play strategically to win."
+    "agent_name": "A",
+    "role": "You are player 'A'. Play strategically to win."
   },
   "task_context": {
     "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
     "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
   },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"shon\":{\"vp\":0,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}",
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"A\":{\"vp\":0,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
   "constraints": {
     "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
     "allowed_actions": [
@@ -131,14 +131,22 @@
 
 ### ✅ Response Received
 
-- **Latency:** 13.82s
-- **Tokens:** 1058 (prompt: 829, completion: 229)
+- **Latency:** 16.10s
+- **Tokens:** 981 (prompt: 825, completion: 156)
 
 <details>
 <summary><strong>📥 Raw Response from Gemini</strong></summary>
 
 ```json
-{"internal_thinking": "I am player 'shon' and it's my first turn in the setup phase. My goal is to place my initial settlement on a node that provides a strong mix of resources, especially those needed for early game expansion (Wood, Brick, Sheep), and high-probability dice rolls (6s and 8s). I analyzed several nodes: Node 10 (B6, S8, W12), Node 20 (W11, B6, S8), Node 24 (O3, Wh8, W3), and Node 35 (S11, Wh6, O3). Node 10 offers an excellent balance of Wood, Brick, and Sheep, along with two prime numbers (6 and 8). Node 20 is very similar but connects to a desert hex through a neighbor, making Node 10 slightly more favorable for future expansion. Node 24 and 35 are good for long-term development (Ore, Wheat) but lack the immediate balance of basic building resources. Therefore, Node 10 is the optimal choice for my first settlement.", "action": {"type": "place_settlement", "parameters": {"location": "10"}}}
+{
+  "internal_thinking": "I need to place my first settlement strategically. I will prioritize nodes that offer a good combination of high-value resources (Ore, Wheat) and essential building resources (Brick, Wood) with high-probability dice rolls (6, 8, 5, 9). Node 41 provides Ore on a 5, Wheat on a 9, and Brick on a 10. These are excellent numbers and resources for early development, allowing for city building and road expansion. The combination of Ore, Wheat, and Brick is ideal for starting a strong economic engine.",
+  "action": {
+    "type": "place_settlement",
+    "parameters": {
+      "location": "41"
+    }
+  }
+}
 ```
 </details>
 
@@ -150,13 +158,13 @@
 
 #### 💭 Internal Thinking
 
-> I am player 'shon' and it's my first turn in the setup phase. My goal is to place my initial settlement on a node that provides a strong mix of resources, especially those needed for early game expansion (Wood, Brick, Sheep), and high-probability dice rolls (6s and 8s). I analyzed several nodes: Node 10 (B6, S8, W12), Node 20 (W11, B6, S8), Node 24 (O3, Wh8, W3), and Node 35 (S11, Wh6, O3). Node 10 offers an excellent balance of Wood, Brick, and Sheep, along with two prime numbers (6 and 8). Node 20 is very similar but connects to a desert hex through a neighbor, making Node 10 slightly more favorable for future expansion. Node 24 and 35 are good for long-term development (Ore, Wheat) but lack the immediate balance of basic building resources. Therefore, Node 10 is the optimal choice for my first settlement.
+> I need to place my first settlement strategically. I will prioritize nodes that offer a good combination of high-value resources (Ore, Wheat) and essential building resources (Brick, Wood) with high-probability dice rolls (6, 8, 5, 9). Node 41 provides Ore on a 5, Wheat on a 9, and Brick on a 10. These are excellent numbers and resources for early development, allowing for city building and road expansion. The combination of Ore, Wheat, and Brick is ideal for starting a strong economic engine.
 
 #### 🎮 Action
 
 - **Type:** `place_settlement`
 
-- **Parameters:** `{'location': '10'}`
+- **Parameters:** `{'location': '41'}`
 
 
 <details>
@@ -164,11 +172,11 @@
 
 ```json
 {
-  "internal_thinking": "I am player 'shon' and it's my first turn in the setup phase. My goal is to place my initial settlement on a node that provides a strong mix of resources, especially those needed for early game expansion (Wood, Brick, Sheep), and high-probability dice rolls (6s and 8s). I analyzed several nodes: Node 10 (B6, S8, W12), Node 20 (W11, B6, S8), Node 24 (O3, Wh8, W3), and Node 35 (S11, Wh6, O3). Node 10 offers an excellent balance of Wood, Brick, and Sheep, along with two prime numbers (6 and 8). Node 20 is very similar but connects to a desert hex through a neighbor, making Node 10 slightly more favorable for future expansion. Node 24 and 35 are good for long-term development (Ore, Wheat) but lack the immediate balance of basic building resources. Therefore, Node 10 is the optimal choice for my first settlement.",
+  "internal_thinking": "I need to place my first settlement strategically. I will prioritize nodes that offer a good combination of high-value resources (Ore, Wheat) and essential building resources (Brick, Wood) with high-probability dice rolls (6, 8, 5, 9). Node 41 provides Ore on a 5, Wheat on a 9, and Brick on a 10. These are excellent numbers and resources for early development, allowing for city building and road expansion. The combination of Ore, Wheat, and Brick is ideal for starting a strong economic engine.",
   "action": {
     "type": "place_settlement",
     "parameters": {
-      "location": "10"
+      "location": "41"
     }
   }
 }
@@ -178,7 +186,7 @@
 
 ## 🔄 Request #2
 
-**Timestamp:** 2026-01-04 02:17:51
+**Timestamp:** 2026-01-04 02:56:22
 
 
 <details>
@@ -264,14 +272,14 @@
 ```json
 {
   "meta_data": {
-    "agent_name": "shon",
-    "role": "You are player 'shon'. Play strategically to win."
+    "agent_name": "A",
+    "role": "You are player 'A'. Play strategically to win."
   },
   "task_context": {
-    "what_just_happened": "You placed your first settlement at node 10. Now place a road connecting to it.",
+    "what_just_happened": "You placed your first settlement at node 41. Now place a road connecting to it.",
     "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
   },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[10,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}",
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[41,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
   "constraints": {
     "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
     "allowed_actions": [
@@ -294,3 +302,50 @@
 ```
 </details>
 
+
+### ✅ Response Received
+
+- **Latency:** 7.41s
+- **Tokens:** 1046 (prompt: 829, completion: 217)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "I have placed my first settlement at node 41, which provides Sheep (11), Wheat (9), and Brick (10). Now I need to place a road. I am considering the strategic value of extending towards specific resources or ports. Node 40 offers a Wood 2:1 port. Node 31 leads towards Wood (11). Node 42 leads towards Ore (5). Ore is generally a very valuable resource for building cities and development cards. Extending towards node 42 will give me access to the Ore 5 hex (18), which is a strong production number. This sets me up for a potential future settlement at node 42 that would provide Ore, Sheep, and Wheat, a powerful combination for growth and development cards. Therefore, building the road from 41 to 42 is the most strategic choice for future expansion and resource acquisition.", "action": {"type": "build_road", "parameters": {"target": "42"}}}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> I have placed my first settlement at node 41, which provides Sheep (11), Wheat (9), and Brick (10). Now I need to place a road. I am considering the strategic value of extending towards specific resources or ports. Node 40 offers a Wood 2:1 port. Node 31 leads towards Wood (11). Node 42 leads towards Ore (5). Ore is generally a very valuable resource for building cities and development cards. Extending towards node 42 will give me access to the Ore 5 hex (18), which is a strong production number. This sets me up for a potential future settlement at node 42 that would provide Ore, Sheep, and Wheat, a powerful combination for growth and development cards. Therefore, building the road from 41 to 42 is the most strategic choice for future expansion and resource acquisition.
+
+#### 🎮 Action
+
+- **Type:** `build_road`
+
+- **Parameters:** `{'target': '42'}`
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "I have placed my first settlement at node 41, which provides Sheep (11), Wheat (9), and Brick (10). Now I need to place a road. I am considering the strategic value of extending towards specific resources or ports. Node 40 offers a Wood 2:1 port. Node 31 leads towards Wood (11). Node 42 leads towards Ore (5). Ore is generally a very valuable resource for building cities and development cards. Extending towards node 42 will give me access to the Ore 5 hex (18), which is a strong production number. This sets me up for a potential future settlement at node 42 that would provide Ore, Sheep, and Wheat, a powerful combination for growth and development cards. Therefore, building the road from 41 to 42 is the most strategic choice for future expansion and resource acquisition.",
+  "action": {
+    "type": "build_road",
+    "parameters": {
+      "target": "42"
+    }
+  }
+}
+```
+</details>
+

examples/ai_testing/my_games/ai_logs/{session_20260104_021627/player_z.md → session_20260104_025439/player_B.md}

@@ -1,19 +1,19 @@
-# 🤖 AI Agent Log - Player Z
+# 🤖 AI Agent Log - Player B
 
 ---
 
-**Session:** `session_20260104_021627`
+**Session:** `session_20260104_025439`
 
 **Model:** `models/gemini-2.5-flash`
 
-**Started:** 2026-01-04 02:16:45
+**Started:** 2026-01-04 02:54:53
 
 ---
 
 
 ## 🔄 Request #1
 
-**Timestamp:** 2026-01-04 02:16:45
+**Timestamp:** 2026-01-04 02:54:52
 
 
 <details>
@@ -57,14 +57,14 @@
 ```json
 {
   "meta_data": {
-    "agent_name": "z",
-    "role": "You are player 'z'. Play strategically to win."
+    "agent_name": "B",
+    "role": "You are player 'B'. Play strategically to win."
   },
   "task_context": {
-    "what_just_happened": "Player shon is placing their first settlement.",
+    "what_just_happened": "Player A is placing their first settlement.",
     "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
   },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"shon\":{\"vp\":0,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}"
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"A\":{\"vp\":0,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
 }
 ```
 </details>
@@ -72,17 +72,14 @@
 
 ### ✅ Response Received
 
-- **Latency:** 39.61s
-- **Tokens:** 1004 (prompt: 684, completion: 320)
+- **Latency:** 22.89s
+- **Tokens:** 931 (prompt: 681, completion: 250)
 
 <details>
 <summary><strong>📥 Raw Response from Gemini</strong></summary>
 
 ```json
-{
-  "internal_thinking": "Player 'shon' is placing their first settlement. As player 'z', I will place my first settlement after 'shon' and 'hadar', and then immediately place my second settlement. This means I need to anticipate the top two picks and then make my two best consecutive choices. I will prioritize getting a balanced set of resources across my two settlements, with a focus on high-probability numbers and crucial resources like Wheat and Ore for future cities. The strongest nodes appear to be N42 (Wh9, Wh9, O5), N10 (B6, S8, W12), N32 (Wh6, Wh9, W11), and N41 (Wh9, O5, B10). I will assume 'shon' and 'hadar' will take two of these top spots. My optimal strategy is to secure a strong Wheat/Ore/Brick spot first, then follow up with Wood/Sheep and ideally a port. Node 41 (Wh9, O5, B10) provides excellent Wheat (9), good Ore (5), and decent Brick (10). This is a strong foundational pick for development. For my second pick, I would aim for Node 9 (S8, W12, ?3 port) to cover Sheep, Wood, and gain a versatile port. This combination would give me a complete set of resources (W12, B10, S8, Wh9, O5) with a good spread of high-to-medium probability numbers and a 3:1 port. Therefore, for my first settlement, Node 41 is the optimal choice.",
-  "say_outloud": ""
-}
+{"internal_thinking": "Player A is currently placing their first settlement. I will analyze their choice to refine my strategy, but my primary goal is to secure strong resource production and a useful port. My top choice for the first settlement is Node 41 (O5, Wh9, B10) due to its excellent combination of Ore, Wheat, and Brick, with high-probability numbers (5, 9, 10). If available, I will place my road from Node 41 towards Node 40 to secure the W2 port, which will provide essential wood access. If Node 41 is taken, my fallback choice is Node 10 (B6, S8, W12), offering Brick, Sheep, and Wood. In that case, I would place my road towards Node 9 to access the ?3 port. My second settlement will aim to diversify resources further, particularly focusing on any resources I'm missing after my first pick, and securing additional high-probability numbers.", "note_to_self": "Priority: Node 41 (O5, Wh9, B10) -> Road to Node 40 (W2 port). Fallback: Node 10 (B6, S8, W12) -> Road to Node 9 (?3 port)."}
 ```
 </details>
 
@@ -94,7 +91,11 @@
 
 #### 💭 Internal Thinking
 
-> Player 'shon' is placing their first settlement. As player 'z', I will place my first settlement after 'shon' and 'hadar', and then immediately place my second settlement. This means I need to anticipate the top two picks and then make my two best consecutive choices. I will prioritize getting a balanced set of resources across my two settlements, with a focus on high-probability numbers and crucial resources like Wheat and Ore for future cities. The strongest nodes appear to be N42 (Wh9, Wh9, O5), N10 (B6, S8, W12), N32 (Wh6, Wh9, W11), and N41 (Wh9, O5, B10). I will assume 'shon' and 'hadar' will take two of these top spots. My optimal strategy is to secure a strong Wheat/Ore/Brick spot first, then follow up with Wood/Sheep and ideally a port. Node 41 (Wh9, O5, B10) provides excellent Wheat (9), good Ore (5), and decent Brick (10). This is a strong foundational pick for development. For my second pick, I would aim for Node 9 (S8, W12, ?3 port) to cover Sheep, Wood, and gain a versatile port. This combination would give me a complete set of resources (W12, B10, S8, Wh9, O5) with a good spread of high-to-medium probability numbers and a 3:1 port. Therefore, for my first settlement, Node 41 is the optimal choice.
+> Player A is currently placing their first settlement. I will analyze their choice to refine my strategy, but my primary goal is to secure strong resource production and a useful port. My top choice for the first settlement is Node 41 (O5, Wh9, B10) due to its excellent combination of Ore, Wheat, and Brick, with high-probability numbers (5, 9, 10). If available, I will place my road from Node 41 towards Node 40 to secure the W2 port, which will provide essential wood access. If Node 41 is taken, my fallback choice is Node 10 (B6, S8, W12), offering Brick, Sheep, and Wood. In that case, I would place my road towards Node 9 to access the ?3 port. My second settlement will aim to diversify resources further, particularly focusing on any resources I'm missing after my first pick, and securing additional high-probability numbers.
+
+#### 📝 Note to Self
+
+*"Priority: Node 41 (O5, Wh9, B10) -> Road to Node 40 (W2 port). Fallback: Node 10 (B6, S8, W12) -> Road to Node 9 (?3 port)."*
 
 
 <details>
@@ -102,8 +103,8 @@
 
 ```json
 {
-  "internal_thinking": "Player 'shon' is placing their first settlement. As player 'z', I will place my first settlement after 'shon' and 'hadar', and then immediately place my second settlement. This means I need to anticipate the top two picks and then make my two best consecutive choices. I will prioritize getting a balanced set of resources across my two settlements, with a focus on high-probability numbers and crucial resources like Wheat and Ore for future cities. The strongest nodes appear to be N42 (Wh9, Wh9, O5), N10 (B6, S8, W12), N32 (Wh6, Wh9, W11), and N41 (Wh9, O5, B10). I will assume 'shon' and 'hadar' will take two of these top spots. My optimal strategy is to secure a strong Wheat/Ore/Brick spot first, then follow up with Wood/Sheep and ideally a port. Node 41 (Wh9, O5, B10) provides excellent Wheat (9), good Ore (5), and decent Brick (10). This is a strong foundational pick for development. For my second pick, I would aim for Node 9 (S8, W12, ?3 port) to cover Sheep, Wood, and gain a versatile port. This combination would give me a complete set of resources (W12, B10, S8, Wh9, O5) with a good spread of high-to-medium probability numbers and a 3:1 port. Therefore, for my first settlement, Node 41 is the optimal choice.",
-  "say_outloud": ""
+  "internal_thinking": "Player A is currently placing their first settlement. I will analyze their choice to refine my strategy, but my primary goal is to secure strong resource production and a useful port. My top choice for the first settlement is Node 41 (O5, Wh9, B10) due to its excellent combination of Ore, Wheat, and Brick, with high-probability numbers (5, 9, 10). If available, I will place my road from Node 41 towards Node 40 to secure the W2 port, which will provide essential wood access. If Node 41 is taken, my fallback choice is Node 10 (B6, S8, W12), offering Brick, Sheep, and Wood. In that case, I would place my road towards Node 9 to access the ?3 port. My second settlement will aim to diversify resources further, particularly focusing on any resources I'm missing after my first pick, and securing additional high-probability numbers.",
+  "note_to_self": "Priority: Node 41 (O5, Wh9, B10) -> Road to Node 40 (W2 port). Fallback: Node 10 (B6, S8, W12) -> Road to Node 9 (?3 port)."
 }
 ```
 </details>
@@ -111,7 +112,7 @@
 
 ## 🔄 Request #2
 
-**Timestamp:** 2026-01-04 02:17:51
+**Timestamp:** 2026-01-04 02:56:22
 
 
 <details>
@@ -155,14 +156,17 @@
 ```json
 {
   "meta_data": {
-    "agent_name": "z",
-    "role": "You are player 'z'. Play strategically to win."
+    "agent_name": "B",
+    "role": "You are player 'B'. Play strategically to win."
   },
   "task_context": {
-    "what_just_happened": "Player shon placed their first settlement at node 10 and is now choosing where to place their starting road.",
+    "what_just_happened": "Player A placed their first settlement at node 41 and is now choosing where to place their starting road.",
     "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
   },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[10,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}"
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[41,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
+  "memory": {
+    "previous_note_to_self": "Priority: Node 41 (O5, Wh9, B10) -> Road to Node 40 (W2 port). Fallback: Node 10 (B6, S8, W12) -> Road to Node 9 (?3 port)."
+  }
 }
 ```
 </details>
@@ -170,14 +174,17 @@
 
 ### ✅ Response Received
 
-- **Latency:** 10.85s
-- **Tokens:** 835 (prompt: 704, completion: 131)
+- **Latency:** 13.88s
+- **Tokens:** 981 (prompt: 741, completion: 240)
 
 <details>
 <summary><strong>📥 Raw Response from Gemini</strong></summary>
 
 ```json
-{"internal_thinking": "Player 'shon' placed their first settlement at node 10 (Wood 12, Sheep 8, Brick 6). This is a strong start with good numbers and a balanced set of basic resources. I will observe where 'shon' places their road to understand their initial expansion strategy. For my own first settlement, I need to prioritize securing Ore and Wheat, as 'shon' has taken good Wood/Sheep/Brick. I will look for nodes with high-producing Ore and Wheat hexes, possibly paired with a secondary resource like Wood or Sheep."}
+{
+  "internal_thinking": "Player A placed their first settlement at Node 41 (O5, S11, Wh9). This is a strong start for A with Ore, Sheep, Wheat on good numbers. My previous priority for Node 41 is no longer an option. I need to update my strategy for my first settlement. My new plan for the first settlement is Node 10 (B6, S8, W12) because it offers diverse resources (Brick, Sheep, Wood) on high-probability numbers (6, 8) and provides immediate access to a ?3 port via a road to Node 9. This will give me excellent early game flexibility. For my second settlement, I will aim for Node 26 (S4, O3, Wh8) with a road to Node 27 (O2 port) to secure Ore and Wheat, get an O2 port, and round out my number and resource diversity. I will monitor what Player C does.",
+  "note_to_self": "Priority 1: Settlement at Node 10 (B6, S8, W12), Road to Node 9 (?3 port). Priority 2 (for second settlement): Settlement at Node 26 (S4, O3, Wh8), Road to Node 27 (O2 port)."
+}
 ```
 </details>
 
@@ -189,7 +196,11 @@
 
 #### 💭 Internal Thinking
 
-> Player 'shon' placed their first settlement at node 10 (Wood 12, Sheep 8, Brick 6). This is a strong start with good numbers and a balanced set of basic resources. I will observe where 'shon' places their road to understand their initial expansion strategy. For my own first settlement, I need to prioritize securing Ore and Wheat, as 'shon' has taken good Wood/Sheep/Brick. I will look for nodes with high-producing Ore and Wheat hexes, possibly paired with a secondary resource like Wood or Sheep.
+> Player A placed their first settlement at Node 41 (O5, S11, Wh9). This is a strong start for A with Ore, Sheep, Wheat on good numbers. My previous priority for Node 41 is no longer an option. I need to update my strategy for my first settlement. My new plan for the first settlement is Node 10 (B6, S8, W12) because it offers diverse resources (Brick, Sheep, Wood) on high-probability numbers (6, 8) and provides immediate access to a ?3 port via a road to Node 9. This will give me excellent early game flexibility. For my second settlement, I will aim for Node 26 (S4, O3, Wh8) with a road to Node 27 (O2 port) to secure Ore and Wheat, get an O2 port, and round out my number and resource diversity. I will monitor what Player C does.
+
+#### 📝 Note to Self
+
+*"Priority 1: Settlement at Node 10 (B6, S8, W12), Road to Node 9 (?3 port). Priority 2 (for second settlement): Settlement at Node 26 (S4, O3, Wh8), Road to Node 27 (O2 port)."*
 
 
 <details>
@@ -197,7 +208,8 @@
 
 ```json
 {
-  "internal_thinking": "Player 'shon' placed their first settlement at node 10 (Wood 12, Sheep 8, Brick 6). This is a strong start with good numbers and a balanced set of basic resources. I will observe where 'shon' places their road to understand their initial expansion strategy. For my own first settlement, I need to prioritize securing Ore and Wheat, as 'shon' has taken good Wood/Sheep/Brick. I will look for nodes with high-producing Ore and Wheat hexes, possibly paired with a secondary resource like Wood or Sheep."
+  "internal_thinking": "Player A placed their first settlement at Node 41 (O5, S11, Wh9). This is a strong start for A with Ore, Sheep, Wheat on good numbers. My previous priority for Node 41 is no longer an option. I need to update my strategy for my first settlement. My new plan for the first settlement is Node 10 (B6, S8, W12) because it offers diverse resources (Brick, Sheep, Wood) on high-probability numbers (6, 8) and provides immediate access to a ?3 port via a road to Node 9. This will give me excellent early game flexibility. For my second settlement, I will aim for Node 26 (S4, O3, Wh8) with a road to Node 27 (O2 port) to secure Ore and Wheat, get an O2 port, and round out my number and resource diversity. I will monitor what Player C does.",
+  "note_to_self": "Priority 1: Settlement at Node 10 (B6, S8, W12), Road to Node 9 (?3 port). Priority 2 (for second settlement): Settlement at Node 26 (S4, O3, Wh8), Road to Node 27 (O2 port)."
 }
 ```
 </details>

examples/ai_testing/my_games/ai_logs/{session_20260104_021627/player_hadar.md → session_20260104_025439/player_C.md}

@@ -1,19 +1,19 @@
-# 🤖 AI Agent Log - Player HADAR
+# 🤖 AI Agent Log - Player C
 
 ---
 
-**Session:** `session_20260104_021627`
+**Session:** `session_20260104_025439`
 
 **Model:** `models/gemini-2.5-flash`
 
-**Started:** 2026-01-04 02:16:45
+**Started:** 2026-01-04 02:54:53
 
 ---
 
 
 ## 🔄 Request #1
 
-**Timestamp:** 2026-01-04 02:16:45
+**Timestamp:** 2026-01-04 02:54:52
 
 
 <details>
@@ -57,14 +57,14 @@
 ```json
 {
   "meta_data": {
-    "agent_name": "hadar",
-    "role": "You are player 'hadar'. Play strategically to win."
+    "agent_name": "C",
+    "role": "You are player 'C'. Play strategically to win."
   },
   "task_context": {
-    "what_just_happened": "Player shon is placing their first settlement.",
+    "what_just_happened": "Player A is placing their first settlement.",
     "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
   },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"shon\":{\"vp\":0,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}"
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"A\":{\"vp\":0,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
 }
 ```
 </details>
@@ -72,14 +72,14 @@
 
 ### ✅ Response Received
 
-- **Latency:** 2.11s
-- **Tokens:** 748 (prompt: 686, completion: 62)
+- **Latency:** 45.40s
+- **Tokens:** 858 (prompt: 681, completion: 177)
 
 <details>
 <summary><strong>📥 Raw Response from Gemini</strong></summary>
 
 ```json
-{"internal_thinking": "It is currently shon's turn in the setup phase. I cannot make any moves. I am waiting for shon to place their first settlement and road.", "note_to_self": "Monitor shon's placement to inform my own strategy.", "say_outloud": ""}
+{"internal_thinking": "Player A is placing their first settlement. I anticipate Player A will choose a high-yield, diversified spot, likely Node 10 (B6, S8, W12). Player B will then choose the next best spot, probably focusing on Wheat and Ore, like Node 42 (Wh9, O5, Wh9). For my first settlement as Player C, I need to secure strong production for foundational resources (Wood, Brick, Sheep) and good dice rolls. Node 20 (W11, B6, S8) is an excellent choice, providing Wood, Brick, and Sheep, with two top-tier rolls (6 and 8). This will enable quick expansion and building. My road will extend from Node 20 to Node 19 to maintain options for future expansion towards other resources or a second settlement."}
 ```
 </details>
 
@@ -91,11 +91,7 @@
 
 #### 💭 Internal Thinking
 
-> It is currently shon's turn in the setup phase. I cannot make any moves. I am waiting for shon to place their first settlement and road.
-
-#### 📝 Note to Self
-
-*"Monitor shon's placement to inform my own strategy."*
+> Player A is placing their first settlement. I anticipate Player A will choose a high-yield, diversified spot, likely Node 10 (B6, S8, W12). Player B will then choose the next best spot, probably focusing on Wheat and Ore, like Node 42 (Wh9, O5, Wh9). For my first settlement as Player C, I need to secure strong production for foundational resources (Wood, Brick, Sheep) and good dice rolls. Node 20 (W11, B6, S8) is an excellent choice, providing Wood, Brick, and Sheep, with two top-tier rolls (6 and 8). This will enable quick expansion and building. My road will extend from Node 20 to Node 19 to maintain options for future expansion towards other resources or a second settlement.
 
 
 <details>
@@ -103,9 +99,7 @@
 
 ```json
 {
-  "internal_thinking": "It is currently shon's turn in the setup phase. I cannot make any moves. I am waiting for shon to place their first settlement and road.",
-  "note_to_self": "Monitor shon's placement to inform my own strategy.",
-  "say_outloud": ""
+  "internal_thinking": "Player A is placing their first settlement. I anticipate Player A will choose a high-yield, diversified spot, likely Node 10 (B6, S8, W12). Player B will then choose the next best spot, probably focusing on Wheat and Ore, like Node 42 (Wh9, O5, Wh9). For my first settlement as Player C, I need to secure strong production for foundational resources (Wood, Brick, Sheep) and good dice rolls. Node 20 (W11, B6, S8) is an excellent choice, providing Wood, Brick, and Sheep, with two top-tier rolls (6 and 8). This will enable quick expansion and building. My road will extend from Node 20 to Node 19 to maintain options for future expansion towards other resources or a second settlement."
 }
 ```
 </details>
@@ -113,7 +107,7 @@
 
 ## 🔄 Request #2
 
-**Timestamp:** 2026-01-04 02:17:51
+**Timestamp:** 2026-01-04 02:56:22
 
 
 <details>
@@ -157,14 +151,14 @@
 ```json
 {
   "meta_data": {
-    "agent_name": "hadar",
-    "role": "You are player 'hadar'. Play strategically to win."
+    "agent_name": "C",
+    "role": "You are player 'C'. Play strategically to win."
   },
   "task_context": {
-    "what_just_happened": "Player shon placed their first settlement at node 10 and is now choosing where to place their starting road.",
+    "what_just_happened": "Player A placed their first settlement at node 41 and is now choosing where to place their starting road.",
     "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
   },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[10,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}"
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[41,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
 }
 ```
 </details>
@@ -172,14 +166,14 @@
 
 ### ✅ Response Received
 
-- **Latency:** 11.86s
-- **Tokens:** 865 (prompt: 706, completion: 159)
+- **Latency:** 12.48s
+- **Tokens:** 881 (prompt: 700, completion: 181)
 
 <details>
 <summary><strong>📥 Raw Response from Gemini</strong></summary>
 
 ```json
-{"internal_thinking": "Shon just placed their first settlement at node 10, giving them B6, S8, W12. This is a strong start with good building resources and high production numbers. Shon will now place their first road. I anticipate they might connect to a port (Node 9) or diversify their resource numbers (Node 20 for W11 or Node 11 for S5). For my turn, I will focus on securing Wheat and Ore, as Shon has taken prime Wood, Brick, and Sheep. I will be looking for nodes like N[43] (Wh9, Wh6, O5), N[50] (O5, Wh9, ?3 Port), or N[41] (O5, Wh9, B10), or other strong Wheat/Ore combinations, while also considering what player 'z' takes."}
+{"internal_thinking":"Player A placed their first settlement at node 41, gaining access to Wheat 9, Brick 10, and Wood 11, along with a Wood 2:1 port. This is a strong start, especially for wood and brick. As player C, I need to observe Player B's first settlement choice. My primary targets for my first settlement will be nodes with high-value and diverse resources. Node 10 (B6, S8, W12, ?3 port) and Node 20 (W11, B10, S8) appear to be the strongest remaining options, offering excellent production of wood, brick, and sheep. I will aim for whichever of these is available after Player B's turn.","note_to_self":"Consider Node 10 (B6, S8, W12, ?3 port) and Node 20 (W11, B10, S8) for my first settlement.","say_outloud":""}
 ```
 </details>
 
@@ -191,7 +185,11 @@
 
 #### 💭 Internal Thinking
 
-> Shon just placed their first settlement at node 10, giving them B6, S8, W12. This is a strong start with good building resources and high production numbers. Shon will now place their first road. I anticipate they might connect to a port (Node 9) or diversify their resource numbers (Node 20 for W11 or Node 11 for S5). For my turn, I will focus on securing Wheat and Ore, as Shon has taken prime Wood, Brick, and Sheep. I will be looking for nodes like N[43] (Wh9, Wh6, O5), N[50] (O5, Wh9, ?3 Port), or N[41] (O5, Wh9, B10), or other strong Wheat/Ore combinations, while also considering what player 'z' takes.
+> Player A placed their first settlement at node 41, gaining access to Wheat 9, Brick 10, and Wood 11, along with a Wood 2:1 port. This is a strong start, especially for wood and brick. As player C, I need to observe Player B's first settlement choice. My primary targets for my first settlement will be nodes with high-value and diverse resources. Node 10 (B6, S8, W12, ?3 port) and Node 20 (W11, B10, S8) appear to be the strongest remaining options, offering excellent production of wood, brick, and sheep. I will aim for whichever of these is available after Player B's turn.
+
+#### 📝 Note to Self
+
+*"Consider Node 10 (B6, S8, W12, ?3 port) and Node 20 (W11, B10, S8) for my first settlement."*
 
 
 <details>
@@ -199,7 +197,9 @@
 
 ```json
 {
-  "internal_thinking": "Shon just placed their first settlement at node 10, giving them B6, S8, W12. This is a strong start with good building resources and high production numbers. Shon will now place their first road. I anticipate they might connect to a port (Node 9) or diversify their resource numbers (Node 20 for W11 or Node 11 for S5). For my turn, I will focus on securing Wheat and Ore, as Shon has taken prime Wood, Brick, and Sheep. I will be looking for nodes like N[43] (Wh9, Wh6, O5), N[50] (O5, Wh9, ?3 Port), or N[41] (O5, Wh9, B10), or other strong Wheat/Ore combinations, while also considering what player 'z' takes."
+  "internal_thinking": "Player A placed their first settlement at node 41, gaining access to Wheat 9, Brick 10, and Wood 11, along with a Wood 2:1 port. This is a strong start, especially for wood and brick. As player C, I need to observe Player B's first settlement choice. My primary targets for my first settlement will be nodes with high-value and diverse resources. Node 10 (B6, S8, W12, ?3 port) and Node 20 (W11, B10, S8) appear to be the strongest remaining options, offering excellent production of wood, brick, and sheep. I will aim for whichever of these is available after Player B's turn.",
+  "note_to_self": "Consider Node 10 (B6, S8, W12, ?3 port) and Node 20 (W11, B10, S8) for my first settlement.",
+  "say_outloud": ""
 }
 ```
 </details>

examples/ai_testing/my_games/ai_logs/{session_20260104_020405/prompts/prompt_player_C.json → session_20260104_025439/prompts/prompt_player_A.json}

@@ -72,14 +72,14 @@
   "system_instruction": "You are an expert Settlers of Catan player. Analyze the game state carefully and respond in the exact JSON format specified in response_schema.",
   "prompt": {
     "meta_data": {
-      "agent_name": "C",
-      "role": "You are player 'C'. Play strategically to win."
+      "agent_name": "A",
+      "role": "You are player 'A'. Play strategically to win."
     },
     "task_context": {
-      "what_just_happened": "You placed your first settlement at node 12. Now place a road connecting to it.",
+      "what_just_happened": "You placed your first settlement at node 41. Now place a road connecting to it.",
       "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
     },
-    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"C\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"C\",\"S\"],[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"],[[16,15],\"B\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":1,\"res\":{}}}}",
+    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[41,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
     "constraints": {
       "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
       "allowed_actions": [

examples/ai_testing/my_games/ai_logs/{session_20260104_020405/prompts/prompt_player_C.txt → session_20260104_025439/prompts/prompt_player_A.txt}

@@ -1,6 +1,6 @@
 ================================================================================
-AI AGENT PROMPT - PLAYER C
-Generated: 2026-01-04 02:13:44
+AI AGENT PROMPT - PLAYER A
+Generated: 2026-01-04 02:56:29
 ================================================================================
 
 📋 RESPONSE SCHEMA (Expected LLM Output Format)
@@ -82,14 +82,14 @@ Generated: 2026-01-04 02:13:44
 
 {
   "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
+    "agent_name": "A",
+    "role": "You are player 'A'. Play strategically to win."
   },
   "task_context": {
-    "what_just_happened": "You placed your first settlement at node 12. Now place a road connecting to it.",
+    "what_just_happened": "You placed your first settlement at node 41. Now place a road connecting to it.",
     "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
   },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"C\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"C\",\"S\"],[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"],[[16,15],\"B\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":1,\"res\":{}}}}",
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[41,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
   "constraints": {
     "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
     "allowed_actions": [

examples/ai_testing/my_games/ai_logs/{session_20260104_020405 → session_20260104_025439}/prompts/prompt_player_B.json

@@ -34,9 +34,12 @@
       "role": "You are player 'B'. Play strategically to win."
     },
     "task_context": {
-      "what_just_happened": "Player C placed their first settlement at node 12 and is now choosing where to place their starting road.",
+      "what_just_happened": "Player A placed their first settlement at node 41 and is now choosing where to place their starting road.",
       "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
     },
-    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"C\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"C\",\"S\"],[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"],[[16,15],\"B\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":1,\"res\":{}}}}"
+    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[41,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
+    "memory": {
+      "previous_note_to_self": "Priority: Node 41 (O5, Wh9, B10) -> Road to Node 40 (W2 port). Fallback: Node 10 (B6, S8, W12) -> Road to Node 9 (?3 port)."
+    }
   }
 }

examples/ai_testing/my_games/ai_logs/{session_20260104_020405 → session_20260104_025439}/prompts/prompt_player_B.txt

@@ -1,6 +1,6 @@
 ================================================================================
 AI AGENT PROMPT - PLAYER B
-Generated: 2026-01-04 02:13:44
+Generated: 2026-01-04 02:56:29
 ================================================================================
 
 📋 RESPONSE SCHEMA (Expected LLM Output Format)
@@ -44,10 +44,13 @@ Generated: 2026-01-04 02:13:44
     "role": "You are player 'B'. Play strategically to win."
   },
   "task_context": {
-    "what_just_happened": "Player C placed their first settlement at node 12 and is now choosing where to place their starting road.",
+    "what_just_happened": "Player A placed their first settlement at node 41 and is now choosing where to place their starting road.",
     "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
   },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"C\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"C\",\"S\"],[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"],[[16,15],\"B\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":1,\"res\":{}}}}"
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[41,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
+  "memory": {
+    "previous_note_to_self": "Priority: Node 41 (O5, Wh9, B10) -> Road to Node 40 (W2 port). Fallback: Node 10 (B6, S8, W12) -> Road to Node 9 (?3 port)."
+  }
 }
 
 ================================================================================

examples/ai_testing/my_games/ai_logs/{session_20260104_020405/prompts/prompt_player_A.json → session_20260104_025439/prompts/prompt_player_C.json}

@@ -30,13 +30,13 @@
   "system_instruction": "You are observing the game while waiting for your turn. Track what's happening, plan your strategy, and you can communicate with other players.",
   "prompt": {
     "meta_data": {
-      "agent_name": "A",
-      "role": "You are player 'A'. Play strategically to win."
+      "agent_name": "C",
+      "role": "You are player 'C'. Play strategically to win."
     },
     "task_context": {
-      "what_just_happened": "Player C placed their first settlement at node 12 and is now choosing where to place their starting road.",
+      "what_just_happened": "Player A placed their first settlement at node 41 and is now choosing where to place their starting road.",
       "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
     },
-    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"C\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"C\",\"S\"],[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"],[[16,15],\"B\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":1,\"res\":{}}}}"
+    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[41,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
   }
 }

examples/ai_testing/my_games/ai_logs/{session_20260104_020405/prompts/prompt_player_A.txt → session_20260104_025439/prompts/prompt_player_C.txt}

@@ -1,6 +1,6 @@
 ================================================================================
-AI AGENT PROMPT - PLAYER A
-Generated: 2026-01-04 02:13:44
+AI AGENT PROMPT - PLAYER C
+Generated: 2026-01-04 02:56:29
 ================================================================================
 
 📋 RESPONSE SCHEMA (Expected LLM Output Format)
@@ -40,14 +40,14 @@ Generated: 2026-01-04 02:13:44
 
 {
   "meta_data": {
-    "agent_name": "A",
-    "role": "You are player 'A'. Play strategically to win."
+    "agent_name": "C",
+    "role": "You are player 'C'. Play strategically to win."
   },
   "task_context": {
-    "what_just_happened": "Player C placed their first settlement at node 12 and is now choosing where to place their starting road.",
+    "what_just_happened": "Player A placed their first settlement at node 41 and is now choosing where to place their starting road.",
     "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
   },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"C\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"C\",\"S\"],[15,\"B\",\"S\"],[20,\"A\",\"S\"]],\"rds\":[[[10,20],\"A\"],[[16,15],\"B\"]]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":1,\"res\":{}},\"C\":{\"vp\":1,\"res\":{}}}}"
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[41,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
 }
 
 ================================================================================

examples/ai_testing/my_games/ai_logs/{session_20260104_021627 → session_20260104_025439}/requests.json

@@ -2,47 +2,8 @@
   "requests": [
     {
       "request_id": "req_0001",
-      "timestamp": "2026-01-04T02:16:45.167885",
-      "player_name": "hadar",
-      "trigger": "Player shon is placing their first settlement.",
-      "game_context": {
-        "phase": "Unknown",
-        "current_player": "Unknown"
-      },
-      "prompt": {
-        "meta_data": {
-          "agent_name": "hadar",
-          "role": "You are player 'hadar'. Play strategically to win."
-        },
-        "task_context": {
-          "what_just_happened": "Player shon is placing their first settlement.",
-          "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
-        },
-        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"shon\":{\"vp\":0,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}"
-      },
-      "response": {
-        "internal_thinking": "It is currently shon's turn in the setup phase. I cannot make any moves. I am waiting for shon to place their first settlement and road.",
-        "note_to_self": "Monitor shon's placement to inform my own strategy.",
-        "say_outloud": ""
-      },
-      "raw_response": "{\"internal_thinking\": \"It is currently shon's turn in the setup phase. I cannot make any moves. I am waiting for shon to place their first settlement and road.\", \"note_to_self\": \"Monitor shon's placement to inform my own strategy.\", \"say_outloud\": \"\"}",
-      "metadata": {
-        "request_num": 1,
-        "timestamp": "2026-01-04 02:16:45",
-        "model": "models/gemini-2.5-flash",
-        "latency_seconds": 2.109477996826172,
-        "total_tokens": 748,
-        "prompt_tokens": 686,
-        "completion_tokens": 62,
-        "parse_success": true
-      },
-      "is_new": true,
-      "response_timestamp": "2026-01-04T02:16:47.287080"
-    },
-    {
-      "request_id": "req_0002",
-      "timestamp": "2026-01-04T02:16:45.168196",
-      "player_name": "shon",
+      "timestamp": "2026-01-04T02:54:52.998909",
+      "player_name": "A",
       "trigger": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
       "game_context": {
         "phase": "Unknown",
@@ -50,14 +11,14 @@
       },
       "prompt": {
         "meta_data": {
-          "agent_name": "shon",
-          "role": "You are player 'shon'. Play strategically to win."
+          "agent_name": "A",
+          "role": "You are player 'A'. Play strategically to win."
         },
         "task_context": {
           "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
           "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
         },
-        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"shon\":{\"vp\":0,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}",
+        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"A\":{\"vp\":0,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
         "constraints": {
           "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
           "allowed_actions": [
@@ -77,122 +38,122 @@
         }
       },
       "response": {
-        "internal_thinking": "I am player 'shon' and it's my first turn in the setup phase. My goal is to place my initial settlement on a node that provides a strong mix of resources, especially those needed for early game expansion (Wood, Brick, Sheep), and high-probability dice rolls (6s and 8s). I analyzed several nodes: Node 10 (B6, S8, W12), Node 20 (W11, B6, S8), Node 24 (O3, Wh8, W3), and Node 35 (S11, Wh6, O3). Node 10 offers an excellent balance of Wood, Brick, and Sheep, along with two prime numbers (6 and 8). Node 20 is very similar but connects to a desert hex through a neighbor, making Node 10 slightly more favorable for future expansion. Node 24 and 35 are good for long-term development (Ore, Wheat) but lack the immediate balance of basic building resources. Therefore, Node 10 is the optimal choice for my first settlement.",
+        "internal_thinking": "I need to place my first settlement strategically. I will prioritize nodes that offer a good combination of high-value resources (Ore, Wheat) and essential building resources (Brick, Wood) with high-probability dice rolls (6, 8, 5, 9). Node 41 provides Ore on a 5, Wheat on a 9, and Brick on a 10. These are excellent numbers and resources for early development, allowing for city building and road expansion. The combination of Ore, Wheat, and Brick is ideal for starting a strong economic engine.",
         "action": {
           "type": "place_settlement",
           "parameters": {
-            "location": "10"
+            "location": "41"
           }
         }
       },
-      "raw_response": "{\"internal_thinking\": \"I am player 'shon' and it's my first turn in the setup phase. My goal is to place my initial settlement on a node that provides a strong mix of resources, especially those needed for early game expansion (Wood, Brick, Sheep), and high-probability dice rolls (6s and 8s). I analyzed several nodes: Node 10 (B6, S8, W12), Node 20 (W11, B6, S8), Node 24 (O3, Wh8, W3), and Node 35 (S11, Wh6, O3). Node 10 offers an excellent balance of Wood, Brick, and Sheep, along with two prime numbers (6 and 8). Node 20 is very similar but connects to a desert hex through a neighbor, making Node 10 slightly more favorable for future expansion. Node 24 and 35 are good for long-term development (Ore, Wheat) but lack the immediate balance of basic building resources. Therefore, Node 10 is the optimal choice for my first settlement.\", \"action\": {\"type\": \"place_settlement\", \"parameters\": {\"location\": \"10\"}}}",
+      "raw_response": "{\n  \"internal_thinking\": \"I need to place my first settlement strategically. I will prioritize nodes that offer a good combination of high-value resources (Ore, Wheat) and essential building resources (Brick, Wood) with high-probability dice rolls (6, 8, 5, 9). Node 41 provides Ore on a 5, Wheat on a 9, and Brick on a 10. These are excellent numbers and resources for early development, allowing for city building and road expansion. The combination of Ore, Wheat, and Brick is ideal for starting a strong economic engine.\",\n  \"action\": {\n    \"type\": \"place_settlement\",\n    \"parameters\": {\n      \"location\": \"41\"\n    }\n  }\n}",
       "metadata": {
         "request_num": 1,
-        "timestamp": "2026-01-04 02:16:45",
+        "timestamp": "2026-01-04 02:54:52",
         "model": "models/gemini-2.5-flash",
-        "latency_seconds": 13.821681022644043,
-        "total_tokens": 1058,
-        "prompt_tokens": 829,
-        "completion_tokens": 229,
+        "latency_seconds": 16.099156618118286,
+        "total_tokens": 981,
+        "prompt_tokens": 825,
+        "completion_tokens": 156,
         "parse_success": true
       },
-      "is_new": false,
-      "response_timestamp": "2026-01-04T02:16:59.002232"
+      "is_new": true,
+      "response_timestamp": "2026-01-04T02:55:09.112409"
     },
     {
-      "request_id": "req_0003",
-      "timestamp": "2026-01-04T02:16:45.169710",
-      "player_name": "z",
-      "trigger": "Player shon is placing their first settlement.",
+      "request_id": "req_0002",
+      "timestamp": "2026-01-04T02:54:52.999781",
+      "player_name": "B",
+      "trigger": "Player A is placing their first settlement.",
       "game_context": {
         "phase": "Unknown",
         "current_player": "Unknown"
       },
       "prompt": {
         "meta_data": {
-          "agent_name": "z",
-          "role": "You are player 'z'. Play strategically to win."
+          "agent_name": "B",
+          "role": "You are player 'B'. Play strategically to win."
         },
         "task_context": {
-          "what_just_happened": "Player shon is placing their first settlement.",
+          "what_just_happened": "Player A is placing their first settlement.",
           "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
         },
-        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"shon\":{\"vp\":0,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}"
+        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"A\":{\"vp\":0,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
       },
       "response": {
-        "internal_thinking": "Player 'shon' is placing their first settlement. As player 'z', I will place my first settlement after 'shon' and 'hadar', and then immediately place my second settlement. This means I need to anticipate the top two picks and then make my two best consecutive choices. I will prioritize getting a balanced set of resources across my two settlements, with a focus on high-probability numbers and crucial resources like Wheat and Ore for future cities. The strongest nodes appear to be N42 (Wh9, Wh9, O5), N10 (B6, S8, W12), N32 (Wh6, Wh9, W11), and N41 (Wh9, O5, B10). I will assume 'shon' and 'hadar' will take two of these top spots. My optimal strategy is to secure a strong Wheat/Ore/Brick spot first, then follow up with Wood/Sheep and ideally a port. Node 41 (Wh9, O5, B10) provides excellent Wheat (9), good Ore (5), and decent Brick (10). This is a strong foundational pick for development. For my second pick, I would aim for Node 9 (S8, W12, ?3 port) to cover Sheep, Wood, and gain a versatile port. This combination would give me a complete set of resources (W12, B10, S8, Wh9, O5) with a good spread of high-to-medium probability numbers and a 3:1 port. Therefore, for my first settlement, Node 41 is the optimal choice.",
-        "say_outloud": ""
+        "internal_thinking": "Player A is currently placing their first settlement. I will analyze their choice to refine my strategy, but my primary goal is to secure strong resource production and a useful port. My top choice for the first settlement is Node 41 (O5, Wh9, B10) due to its excellent combination of Ore, Wheat, and Brick, with high-probability numbers (5, 9, 10). If available, I will place my road from Node 41 towards Node 40 to secure the W2 port, which will provide essential wood access. If Node 41 is taken, my fallback choice is Node 10 (B6, S8, W12), offering Brick, Sheep, and Wood. In that case, I would place my road towards Node 9 to access the ?3 port. My second settlement will aim to diversify resources further, particularly focusing on any resources I'm missing after my first pick, and securing additional high-probability numbers.",
+        "note_to_self": "Priority: Node 41 (O5, Wh9, B10) -> Road to Node 40 (W2 port). Fallback: Node 10 (B6, S8, W12) -> Road to Node 9 (?3 port)."
       },
-      "raw_response": "{\n  \"internal_thinking\": \"Player 'shon' is placing their first settlement. As player 'z', I will place my first settlement after 'shon' and 'hadar', and then immediately place my second settlement. This means I need to anticipate the top two picks and then make my two best consecutive choices. I will prioritize getting a balanced set of resources across my two settlements, with a focus on high-probability numbers and crucial resources like Wheat and Ore for future cities. The strongest nodes appear to be N42 (Wh9, Wh9, O5), N10 (B6, S8, W12), N32 (Wh6, Wh9, W11), and N41 (Wh9, O5, B10). I will assume 'shon' and 'hadar' will take two of these top spots. My optimal strategy is to secure a strong Wheat/Ore/Brick spot first, then follow up with Wood/Sheep and ideally a port. Node 41 (Wh9, O5, B10) provides excellent Wheat (9), good Ore (5), and decent Brick (10). This is a strong foundational pick for development. For my second pick, I would aim for Node 9 (S8, W12, ?3 port) to cover Sheep, Wood, and gain a versatile port. This combination would give me a complete set of resources (W12, B10, S8, Wh9, O5) with a good spread of high-to-medium probability numbers and a 3:1 port. Therefore, for my first settlement, Node 41 is the optimal choice.\",\n  \"say_outloud\": \"\"\n}",
+      "raw_response": "{\"internal_thinking\": \"Player A is currently placing their first settlement. I will analyze their choice to refine my strategy, but my primary goal is to secure strong resource production and a useful port. My top choice for the first settlement is Node 41 (O5, Wh9, B10) due to its excellent combination of Ore, Wheat, and Brick, with high-probability numbers (5, 9, 10). If available, I will place my road from Node 41 towards Node 40 to secure the W2 port, which will provide essential wood access. If Node 41 is taken, my fallback choice is Node 10 (B6, S8, W12), offering Brick, Sheep, and Wood. In that case, I would place my road towards Node 9 to access the ?3 port. My second settlement will aim to diversify resources further, particularly focusing on any resources I'm missing after my first pick, and securing additional high-probability numbers.\", \"note_to_self\": \"Priority: Node 41 (O5, Wh9, B10) -> Road to Node 40 (W2 port). Fallback: Node 10 (B6, S8, W12) -> Road to Node 9 (?3 port).\"}",
       "metadata": {
         "request_num": 1,
-        "timestamp": "2026-01-04 02:16:45",
+        "timestamp": "2026-01-04 02:54:52",
         "model": "models/gemini-2.5-flash",
-        "latency_seconds": 39.60540437698364,
-        "total_tokens": 1004,
-        "prompt_tokens": 684,
-        "completion_tokens": 320,
+        "latency_seconds": 22.89351773262024,
+        "total_tokens": 931,
+        "prompt_tokens": 681,
+        "completion_tokens": 250,
         "parse_success": true
       },
       "is_new": true,
-      "response_timestamp": "2026-01-04T02:17:24.782860"
+      "response_timestamp": "2026-01-04T02:55:15.905044"
     },
     {
-      "request_id": "req_0004",
-      "timestamp": "2026-01-04T02:17:51.143715",
-      "player_name": "hadar",
-      "trigger": "Player shon placed their first settlement at node 10 and is now choosing where to place their starting road.",
+      "request_id": "req_0003",
+      "timestamp": "2026-01-04T02:54:53.000227",
+      "player_name": "C",
+      "trigger": "Player A is placing their first settlement.",
       "game_context": {
         "phase": "Unknown",
         "current_player": "Unknown"
       },
       "prompt": {
         "meta_data": {
-          "agent_name": "hadar",
-          "role": "You are player 'hadar'. Play strategically to win."
+          "agent_name": "C",
+          "role": "You are player 'C'. Play strategically to win."
         },
         "task_context": {
-          "what_just_happened": "Player shon placed their first settlement at node 10 and is now choosing where to place their starting road.",
+          "what_just_happened": "Player A is placing their first settlement.",
           "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
         },
-        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[10,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}"
+        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"A\":{\"vp\":0,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
       },
       "response": {
-        "internal_thinking": "Shon just placed their first settlement at node 10, giving them B6, S8, W12. This is a strong start with good building resources and high production numbers. Shon will now place their first road. I anticipate they might connect to a port (Node 9) or diversify their resource numbers (Node 20 for W11 or Node 11 for S5). For my turn, I will focus on securing Wheat and Ore, as Shon has taken prime Wood, Brick, and Sheep. I will be looking for nodes like N[43] (Wh9, Wh6, O5), N[50] (O5, Wh9, ?3 Port), or N[41] (O5, Wh9, B10), or other strong Wheat/Ore combinations, while also considering what player 'z' takes."
+        "internal_thinking": "Player A is placing their first settlement. I anticipate Player A will choose a high-yield, diversified spot, likely Node 10 (B6, S8, W12). Player B will then choose the next best spot, probably focusing on Wheat and Ore, like Node 42 (Wh9, O5, Wh9). For my first settlement as Player C, I need to secure strong production for foundational resources (Wood, Brick, Sheep) and good dice rolls. Node 20 (W11, B6, S8) is an excellent choice, providing Wood, Brick, and Sheep, with two top-tier rolls (6 and 8). This will enable quick expansion and building. My road will extend from Node 20 to Node 19 to maintain options for future expansion towards other resources or a second settlement."
       },
-      "raw_response": "{\"internal_thinking\": \"Shon just placed their first settlement at node 10, giving them B6, S8, W12. This is a strong start with good building resources and high production numbers. Shon will now place their first road. I anticipate they might connect to a port (Node 9) or diversify their resource numbers (Node 20 for W11 or Node 11 for S5). For my turn, I will focus on securing Wheat and Ore, as Shon has taken prime Wood, Brick, and Sheep. I will be looking for nodes like N[43] (Wh9, Wh6, O5), N[50] (O5, Wh9, ?3 Port), or N[41] (O5, Wh9, B10), or other strong Wheat/Ore combinations, while also considering what player 'z' takes.\"}",
+      "raw_response": "{\"internal_thinking\": \"Player A is placing their first settlement. I anticipate Player A will choose a high-yield, diversified spot, likely Node 10 (B6, S8, W12). Player B will then choose the next best spot, probably focusing on Wheat and Ore, like Node 42 (Wh9, O5, Wh9). For my first settlement as Player C, I need to secure strong production for foundational resources (Wood, Brick, Sheep) and good dice rolls. Node 20 (W11, B6, S8) is an excellent choice, providing Wood, Brick, and Sheep, with two top-tier rolls (6 and 8). This will enable quick expansion and building. My road will extend from Node 20 to Node 19 to maintain options for future expansion towards other resources or a second settlement.\"}",
       "metadata": {
-        "request_num": 2,
-        "timestamp": "2026-01-04 02:17:51",
+        "request_num": 1,
+        "timestamp": "2026-01-04 02:54:52",
         "model": "models/gemini-2.5-flash",
-        "latency_seconds": 11.855690240859985,
-        "total_tokens": 865,
-        "prompt_tokens": 706,
-        "completion_tokens": 159,
+        "latency_seconds": 45.397475719451904,
+        "total_tokens": 858,
+        "prompt_tokens": 681,
+        "completion_tokens": 177,
         "parse_success": true
       },
-      "is_new": false,
-      "response_timestamp": "2026-01-04T02:18:03.015692"
+      "is_new": true,
+      "response_timestamp": "2026-01-04T02:55:38.406060"
     },
     {
-      "request_id": "req_0005",
-      "timestamp": "2026-01-04T02:17:51.145038",
-      "player_name": "shon",
-      "trigger": "You placed your first settlement at node 10. Now place a road connecting to it.",
+      "request_id": "req_0004",
+      "timestamp": "2026-01-04T02:56:22.305783",
+      "player_name": "A",
+      "trigger": "You placed your first settlement at node 41. Now place a road connecting to it.",
       "game_context": {
         "phase": "Unknown",
         "current_player": "Unknown"
       },
       "prompt": {
         "meta_data": {
-          "agent_name": "shon",
-          "role": "You are player 'shon'. Play strategically to win."
+          "agent_name": "A",
+          "role": "You are player 'A'. Play strategically to win."
         },
         "task_context": {
-          "what_just_happened": "You placed your first settlement at node 10. Now place a road connecting to it.",
+          "what_just_happened": "You placed your first settlement at node 41. Now place a road connecting to it.",
           "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
         },
-        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[10,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}",
+        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[41,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
         "constraints": {
           "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
           "allowed_actions": [
@@ -212,53 +173,110 @@
           ]
         }
       },
-      "response": null,
-      "raw_response": null,
+      "response": {
+        "internal_thinking": "I have placed my first settlement at node 41, which provides Sheep (11), Wheat (9), and Brick (10). Now I need to place a road. I am considering the strategic value of extending towards specific resources or ports. Node 40 offers a Wood 2:1 port. Node 31 leads towards Wood (11). Node 42 leads towards Ore (5). Ore is generally a very valuable resource for building cities and development cards. Extending towards node 42 will give me access to the Ore 5 hex (18), which is a strong production number. This sets me up for a potential future settlement at node 42 that would provide Ore, Sheep, and Wheat, a powerful combination for growth and development cards. Therefore, building the road from 41 to 42 is the most strategic choice for future expansion and resource acquisition.",
+        "action": {
+          "type": "build_road",
+          "parameters": {
+            "target": "42"
+          }
+        }
+      },
+      "raw_response": "{\"internal_thinking\": \"I have placed my first settlement at node 41, which provides Sheep (11), Wheat (9), and Brick (10). Now I need to place a road. I am considering the strategic value of extending towards specific resources or ports. Node 40 offers a Wood 2:1 port. Node 31 leads towards Wood (11). Node 42 leads towards Ore (5). Ore is generally a very valuable resource for building cities and development cards. Extending towards node 42 will give me access to the Ore 5 hex (18), which is a strong production number. This sets me up for a potential future settlement at node 42 that would provide Ore, Sheep, and Wheat, a powerful combination for growth and development cards. Therefore, building the road from 41 to 42 is the most strategic choice for future expansion and resource acquisition.\", \"action\": {\"type\": \"build_road\", \"parameters\": {\"target\": \"42\"}}}",
+      "metadata": {
+        "request_num": 2,
+        "timestamp": "2026-01-04 02:56:22",
+        "model": "models/gemini-2.5-flash",
+        "latency_seconds": 7.40745735168457,
+        "total_tokens": 1046,
+        "prompt_tokens": 829,
+        "completion_tokens": 217,
+        "parse_success": true
+      },
+      "is_new": true,
+      "response_timestamp": "2026-01-04T02:56:29.727882"
+    },
+    {
+      "request_id": "req_0005",
+      "timestamp": "2026-01-04T02:56:22.309009",
+      "player_name": "C",
+      "trigger": "Player A placed their first settlement at node 41 and is now choosing where to place their starting road.",
+      "game_context": {
+        "phase": "Unknown",
+        "current_player": "Unknown"
+      },
+      "prompt": {
+        "meta_data": {
+          "agent_name": "C",
+          "role": "You are player 'C'. Play strategically to win."
+        },
+        "task_context": {
+          "what_just_happened": "Player A placed their first settlement at node 41 and is now choosing where to place their starting road.",
+          "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+        },
+        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[41,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}"
+      },
+      "response": {
+        "internal_thinking": "Player A placed their first settlement at node 41, gaining access to Wheat 9, Brick 10, and Wood 11, along with a Wood 2:1 port. This is a strong start, especially for wood and brick. As player C, I need to observe Player B's first settlement choice. My primary targets for my first settlement will be nodes with high-value and diverse resources. Node 10 (B6, S8, W12, ?3 port) and Node 20 (W11, B10, S8) appear to be the strongest remaining options, offering excellent production of wood, brick, and sheep. I will aim for whichever of these is available after Player B's turn.",
+        "note_to_self": "Consider Node 10 (B6, S8, W12, ?3 port) and Node 20 (W11, B10, S8) for my first settlement.",
+        "say_outloud": ""
+      },
+      "raw_response": "{\"internal_thinking\":\"Player A placed their first settlement at node 41, gaining access to Wheat 9, Brick 10, and Wood 11, along with a Wood 2:1 port. This is a strong start, especially for wood and brick. As player C, I need to observe Player B's first settlement choice. My primary targets for my first settlement will be nodes with high-value and diverse resources. Node 10 (B6, S8, W12, ?3 port) and Node 20 (W11, B10, S8) appear to be the strongest remaining options, offering excellent production of wood, brick, and sheep. I will aim for whichever of these is available after Player B's turn.\",\"note_to_self\":\"Consider Node 10 (B6, S8, W12, ?3 port) and Node 20 (W11, B10, S8) for my first settlement.\",\"say_outloud\":\"\"}",
       "metadata": {
         "request_num": 2,
-        "timestamp": "2026-01-04 02:17:51",
-        "model": "models/gemini-2.5-flash"
+        "timestamp": "2026-01-04 02:56:22",
+        "model": "models/gemini-2.5-flash",
+        "latency_seconds": 12.476120471954346,
+        "total_tokens": 881,
+        "prompt_tokens": 700,
+        "completion_tokens": 181,
+        "parse_success": true
       },
-      "is_new": false
+      "is_new": true,
+      "response_timestamp": "2026-01-04T02:56:34.795870"
     },
     {
       "request_id": "req_0006",
-      "timestamp": "2026-01-04T02:17:51.145827",
-      "player_name": "z",
-      "trigger": "Player shon placed their first settlement at node 10 and is now choosing where to place their starting road.",
+      "timestamp": "2026-01-04T02:56:22.309187",
+      "player_name": "B",
+      "trigger": "Player A placed their first settlement at node 41 and is now choosing where to place their starting road.",
       "game_context": {
         "phase": "Unknown",
         "current_player": "Unknown"
       },
       "prompt": {
         "meta_data": {
-          "agent_name": "z",
-          "role": "You are player 'z'. Play strategically to win."
+          "agent_name": "B",
+          "role": "You are player 'B'. Play strategically to win."
         },
         "task_context": {
-          "what_just_happened": "Player shon placed their first settlement at node 10 and is now choosing where to place their starting road.",
+          "what_just_happened": "Player A placed their first settlement at node 41 and is now choosing where to place their starting road.",
           "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
         },
-        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"shon\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[10,\"shon\",\"S\"]],\"rds\":[]},\"players\":{\"shon\":{\"vp\":1,\"res\":{}},\"hadar\":{\"vp\":0,\"res\":{}},\"z\":{\"vp\":0,\"res\":{}}}}"
+        "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[41,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
+        "memory": {
+          "previous_note_to_self": "Priority: Node 41 (O5, Wh9, B10) -> Road to Node 40 (W2 port). Fallback: Node 10 (B6, S8, W12) -> Road to Node 9 (?3 port)."
+        }
       },
       "response": {
-        "internal_thinking": "Player 'shon' placed their first settlement at node 10 (Wood 12, Sheep 8, Brick 6). This is a strong start with good numbers and a balanced set of basic resources. I will observe where 'shon' places their road to understand their initial expansion strategy. For my own first settlement, I need to prioritize securing Ore and Wheat, as 'shon' has taken good Wood/Sheep/Brick. I will look for nodes with high-producing Ore and Wheat hexes, possibly paired with a secondary resource like Wood or Sheep."
+        "internal_thinking": "Player A placed their first settlement at Node 41 (O5, S11, Wh9). This is a strong start for A with Ore, Sheep, Wheat on good numbers. My previous priority for Node 41 is no longer an option. I need to update my strategy for my first settlement. My new plan for the first settlement is Node 10 (B6, S8, W12) because it offers diverse resources (Brick, Sheep, Wood) on high-probability numbers (6, 8) and provides immediate access to a ?3 port via a road to Node 9. This will give me excellent early game flexibility. For my second settlement, I will aim for Node 26 (S4, O3, Wh8) with a road to Node 27 (O2 port) to secure Ore and Wheat, get an O2 port, and round out my number and resource diversity. I will monitor what Player C does.",
+        "note_to_self": "Priority 1: Settlement at Node 10 (B6, S8, W12), Road to Node 9 (?3 port). Priority 2 (for second settlement): Settlement at Node 26 (S4, O3, Wh8), Road to Node 27 (O2 port)."
       },
-      "raw_response": "{\"internal_thinking\": \"Player 'shon' placed their first settlement at node 10 (Wood 12, Sheep 8, Brick 6). This is a strong start with good numbers and a balanced set of basic resources. I will observe where 'shon' places their road to understand their initial expansion strategy. For my own first settlement, I need to prioritize securing Ore and Wheat, as 'shon' has taken good Wood/Sheep/Brick. I will look for nodes with high-producing Ore and Wheat hexes, possibly paired with a secondary resource like Wood or Sheep.\"}",
+      "raw_response": "{\n  \"internal_thinking\": \"Player A placed their first settlement at Node 41 (O5, S11, Wh9). This is a strong start for A with Ore, Sheep, Wheat on good numbers. My previous priority for Node 41 is no longer an option. I need to update my strategy for my first settlement. My new plan for the first settlement is Node 10 (B6, S8, W12) because it offers diverse resources (Brick, Sheep, Wood) on high-probability numbers (6, 8) and provides immediate access to a ?3 port via a road to Node 9. This will give me excellent early game flexibility. For my second settlement, I will aim for Node 26 (S4, O3, Wh8) with a road to Node 27 (O2 port) to secure Ore and Wheat, get an O2 port, and round out my number and resource diversity. I will monitor what Player C does.\",\n  \"note_to_self\": \"Priority 1: Settlement at Node 10 (B6, S8, W12), Road to Node 9 (?3 port). Priority 2 (for second settlement): Settlement at Node 26 (S4, O3, Wh8), Road to Node 27 (O2 port).\"\n}",
       "metadata": {
         "request_num": 2,
-        "timestamp": "2026-01-04 02:17:51",
+        "timestamp": "2026-01-04 02:56:22",
         "model": "models/gemini-2.5-flash",
-        "latency_seconds": 10.85202431678772,
-        "total_tokens": 835,
-        "prompt_tokens": 704,
-        "completion_tokens": 131,
+        "latency_seconds": 13.884451866149902,
+        "total_tokens": 981,
+        "prompt_tokens": 741,
+        "completion_tokens": 240,
         "parse_success": true
       },
       "is_new": true,
-      "response_timestamp": "2026-01-04T02:18:02.009342"
+      "response_timestamp": "2026-01-04T02:56:36.205943"
     }
   ],
   "total_count": 6,
-  "last_updated": "2026-01-04T02:18:03.015953"
+  "last_updated": "2026-01-04T02:56:36.206146"
 }

examples/ai_testing/my_games/ai_logs/session_20260104_025733/agent_memories.json

@@ -0,0 +1,5 @@
+{
+  "TH": "NH has W3, B6, S5. My next settlement is Node 30 (W11, S8, B10).",
+  "NH": "First settlement: Node 31 (Wh9, B10, W11). First road: [31,30].",
+  "SH": "NH's first settlement is at Node 12 (W3, B6, S5). Their road connects 12-11, opening up Node 11 (W12, S4, O3)."
+}

examples/ai_testing/my_games/ai_logs/session_20260104_025733/chat_history.json

@@ -0,0 +1,59 @@
+{
+  "messages": [
+    {
+      "msg": 1,
+      "player": "TH",
+      "message": "I'm settling at 41."
+    },
+    {
+      "msg": 2,
+      "player": "TH",
+      "message": "I'm placing my settlement at 41."
+    },
+    {
+      "msg": 3,
+      "player": "NH",
+      "message": "Waiting for TH to settle."
+    },
+    {
+      "msg": 4,
+      "player": "TH",
+      "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
+    },
+    {
+      "msg": 5,
+      "player": "NH",
+      "message": "Nice spot, TH!"
+    },
+    {
+      "msg": 6,
+      "player": "TH",
+      "message": "My road goes from 41 to 31."
+    },
+    {
+      "msg": 7,
+      "player": "NH",
+      "message": "Waiting for TH's road placement."
+    },
+    {
+      "msg": 8,
+      "player": "TH",
+      "message": "Waiting for NH to place their first settlement."
+    },
+    {
+      "msg": 9,
+      "player": "TH",
+      "message": "Waiting for NH to place their settlement."
+    },
+    {
+      "msg": 10,
+      "player": "NH",
+      "message": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+    },
+    {
+      "msg": 11,
+      "player": "NH",
+      "message": "My road goes from 12 to 11."
+    }
+  ]
+}

examples/ai_testing/my_games/ai_logs/session_20260104_025733/player_NH.md

@@ -0,0 +1,1523 @@
+# 🤖 AI Agent Log - Player NH
+
+---
+
+**Session:** `session_20260104_025733`
+
+**Model:** `models/gemini-2.5-flash`
+
+**Started:** 2026-01-04 02:57:54
+
+---
+
+
+## 🔄 Request #1
+
+**Timestamp:** 2026-01-04 02:57:54
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "NH",
+    "role": "You are player 'NH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player SH is placing their first settlement.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"SH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"SH\":{\"vp\":0,\"res\":{}},\"TH\":{\"vp\":0,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}"
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 24.60s
+- **Tokens:** 866 (prompt: 683, completion: 183)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking":"Player SH is placing their first settlement. As NH, I will place my first settlement after SH and TH, and my second settlement immediately after my first. My strategy is to secure a strong resource base with good numbers and resource diversity. My top priority for my first settlement is Node 10 (Brick 6, Sheep 8, Wood 12) due to its excellent probability for crucial building resources. For my second settlement, I will aim for Node 41 (Wheat 9, Ore 5, Wheat 9) to secure Wheat and Ore, completing my resource set with strong numbers. This combination provides Brick (6), Sheep (8), Wood (12), Wheat (9), and Ore (5). I will adapt if these prime spots are taken by SH or TH.","note_to_self":"","say_outloud":""}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> Player SH is placing their first settlement. As NH, I will place my first settlement after SH and TH, and my second settlement immediately after my first. My strategy is to secure a strong resource base with good numbers and resource diversity. My top priority for my first settlement is Node 10 (Brick 6, Sheep 8, Wood 12) due to its excellent probability for crucial building resources. For my second settlement, I will aim for Node 41 (Wheat 9, Ore 5, Wheat 9) to secure Wheat and Ore, completing my resource set with strong numbers. This combination provides Brick (6), Sheep (8), Wood (12), Wheat (9), and Ore (5). I will adapt if these prime spots are taken by SH or TH.
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "Player SH is placing their first settlement. As NH, I will place my first settlement after SH and TH, and my second settlement immediately after my first. My strategy is to secure a strong resource base with good numbers and resource diversity. My top priority for my first settlement is Node 10 (Brick 6, Sheep 8, Wood 12) due to its excellent probability for crucial building resources. For my second settlement, I will aim for Node 41 (Wheat 9, Ore 5, Wheat 9) to secure Wheat and Ore, completing my resource set with strong numbers. This combination provides Brick (6), Sheep (8), Wood (12), Wheat (9), and Ore (5). I will adapt if these prime spots are taken by SH or TH.",
+  "note_to_self": "",
+  "say_outloud": ""
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 02:58:56
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "NH",
+    "role": "You are player 'NH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player SH placed their first settlement at node 20 and is now choosing where to place their starting road.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"SH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"]],\"rds\":[]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":0,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}"
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 30.15s
+- **Tokens:** 902 (prompt: 702, completion: 200)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "SH placed their first settlement at node 20, which yields W11, B6, S8. This gives them strong early game resources for building roads and settlements. SH is now choosing their first road. I predict SH will place their road from 20 to 10. This leads towards node 11 (W12, S5, B6) or node 9 (W11, S5, ?3 port), both strong expansion options for W, B, S. As NH, I am the last player in the first round and first in the second. My priority is to secure a good Ore/Wheat spot since SH has W, B, S. My primary target for my first settlement is node 24 (O3, Wh8, W3), which provides Ore, Wheat, and Wood with good numbers (8, 3). If I secure node 24, my second settlement target will be node 12 (S5, W3, B6) to gain Sheep and Brick, completing my resource diversity with good numbers."}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> SH placed their first settlement at node 20, which yields W11, B6, S8. This gives them strong early game resources for building roads and settlements. SH is now choosing their first road. I predict SH will place their road from 20 to 10. This leads towards node 11 (W12, S5, B6) or node 9 (W11, S5, ?3 port), both strong expansion options for W, B, S. As NH, I am the last player in the first round and first in the second. My priority is to secure a good Ore/Wheat spot since SH has W, B, S. My primary target for my first settlement is node 24 (O3, Wh8, W3), which provides Ore, Wheat, and Wood with good numbers (8, 3). If I secure node 24, my second settlement target will be node 12 (S5, W3, B6) to gain Sheep and Brick, completing my resource diversity with good numbers.
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "SH placed their first settlement at node 20, which yields W11, B6, S8. This gives them strong early game resources for building roads and settlements. SH is now choosing their first road. I predict SH will place their road from 20 to 10. This leads towards node 11 (W12, S5, B6) or node 9 (W11, S5, ?3 port), both strong expansion options for W, B, S. As NH, I am the last player in the first round and first in the second. My priority is to secure a good Ore/Wheat spot since SH has W, B, S. My primary target for my first settlement is node 24 (O3, Wh8, W3), which provides Ore, Wheat, and Wood with good numbers (8, 3). If I secure node 24, my second settlement target will be node 12 (S5, W3, B6) to gain Sheep and Brick, completing my resource diversity with good numbers."
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 02:59:27
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "NH",
+    "role": "You are player 'NH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player TH is placing their first settlement.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"TH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"]],\"rds\":[[[21,20],\"SH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":0,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}"
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 22.76s
+- **Tokens:** 933 (prompt: 691, completion: 242)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "Player SH has settled on Node 20 (W11, B6, S8), securing Wood, Brick, and Sheep. It is currently TH's turn to place their first settlement and road. I need to identify the best remaining spots for NH. The top spots appear to be Node 41 (O5, S11, Wh9), Node 31 (Wh9, B10, W11), and Node 11 (B6, S8, W12). My strategy is to prioritize getting Wheat, and either Ore or a strong mix of Wood/Brick/Sheep. If TH takes Node 41 (O5, S11, Wh9), I will target Node 31 (Wh9, B10, W11) to gain Wheat, Brick, and Wood, and plan to build a road towards Node 30 (B10, W11, S10) for expansion. If TH takes Node 31 (Wh9, B10, W11) or Node 11 (B6, S8, W12), I will target Node 41 (O5, S11, Wh9) to gain Ore, Sheep, and Wheat, and plan to build a road towards Node 40 (S11, B10, W2 port) to secure a port and more resources.", "note_to_self": "Prioritize Wheat and Ore. If TH takes 41, take 31. If TH takes 31 or 11, take 41. Plan road for expansion/port access."}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> Player SH has settled on Node 20 (W11, B6, S8), securing Wood, Brick, and Sheep. It is currently TH's turn to place their first settlement and road. I need to identify the best remaining spots for NH. The top spots appear to be Node 41 (O5, S11, Wh9), Node 31 (Wh9, B10, W11), and Node 11 (B6, S8, W12). My strategy is to prioritize getting Wheat, and either Ore or a strong mix of Wood/Brick/Sheep. If TH takes Node 41 (O5, S11, Wh9), I will target Node 31 (Wh9, B10, W11) to gain Wheat, Brick, and Wood, and plan to build a road towards Node 30 (B10, W11, S10) for expansion. If TH takes Node 31 (Wh9, B10, W11) or Node 11 (B6, S8, W12), I will target Node 41 (O5, S11, Wh9) to gain Ore, Sheep, and Wheat, and plan to build a road towards Node 40 (S11, B10, W2 port) to secure a port and more resources.
+
+#### 📝 Note to Self
+
+*"Prioritize Wheat and Ore. If TH takes 41, take 31. If TH takes 31 or 11, take 41. Plan road for expansion/port access."*
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "Player SH has settled on Node 20 (W11, B6, S8), securing Wood, Brick, and Sheep. It is currently TH's turn to place their first settlement and road. I need to identify the best remaining spots for NH. The top spots appear to be Node 41 (O5, S11, Wh9), Node 31 (Wh9, B10, W11), and Node 11 (B6, S8, W12). My strategy is to prioritize getting Wheat, and either Ore or a strong mix of Wood/Brick/Sheep. If TH takes Node 41 (O5, S11, Wh9), I will target Node 31 (Wh9, B10, W11) to gain Wheat, Brick, and Wood, and plan to build a road towards Node 30 (B10, W11, S10) for expansion. If TH takes Node 31 (Wh9, B10, W11) or Node 11 (B6, S8, W12), I will target Node 41 (O5, S11, Wh9) to gain Ore, Sheep, and Wheat, and plan to build a road towards Node 40 (S11, B10, W2 port) to secure a port and more resources.",
+  "note_to_self": "Prioritize Wheat and Ore. If TH takes 41, take 31. If TH takes 31 or 11, take 41. Plan road for expansion/port access."
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 02:59:50
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "NH",
+    "role": "You are player 'NH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player TH is placing their first settlement.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"TH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"]],\"rds\":[[[21,20],\"SH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":0,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 1,
+        "player": "TH",
+        "message": "I'm settling at 41."
+      }
+    ]
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 18.74s
+- **Tokens:** 986 (prompt: 716, completion: 270)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "The game state shows player 'SH' has placed their first settlement at Node 20 (W11, B6, S8) and a road from 21-20. The `meta.curr` indicates it is 'TH''s turn, and 'TH' has announced their intention to settle at Node 41 (O5, Wh9, B10). Since it is currently 'TH''s turn in the `SETUP_FIRST_ROUND` phase, 'NH' (my turn) is not next. I must wait for 'TH' to complete their move. My strategy for when it is my turn: I will aim for a spot that provides a good mix of resources not heavily covered by SH or TH, with high-probability dice rolls. SH has Wood, Brick, Sheep. TH has Ore, Wheat, Brick. My optimal first settlement appears to be Node 25 (O3, Wh8, W3), which provides Ore, Wheat, and Wood with good numbers (Wh8, O3, W3). I will place a road from 25 to 26, which leads to a valuable O2 port and further resource hexes (S4, Wh8). This setup will give NH a strong start with essential resources and a port for future trading strategy.", "note_to_self": "My turn is after TH. Settle at Node 25 and road 25-26.", "say_outloud": "Waiting for TH to settle."}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> The game state shows player 'SH' has placed their first settlement at Node 20 (W11, B6, S8) and a road from 21-20. The `meta.curr` indicates it is 'TH''s turn, and 'TH' has announced their intention to settle at Node 41 (O5, Wh9, B10). Since it is currently 'TH''s turn in the `SETUP_FIRST_ROUND` phase, 'NH' (my turn) is not next. I must wait for 'TH' to complete their move. My strategy for when it is my turn: I will aim for a spot that provides a good mix of resources not heavily covered by SH or TH, with high-probability dice rolls. SH has Wood, Brick, Sheep. TH has Ore, Wheat, Brick. My optimal first settlement appears to be Node 25 (O3, Wh8, W3), which provides Ore, Wheat, and Wood with good numbers (Wh8, O3, W3). I will place a road from 25 to 26, which leads to a valuable O2 port and further resource hexes (S4, Wh8). This setup will give NH a strong start with essential resources and a port for future trading strategy.
+
+#### 📝 Note to Self
+
+*"My turn is after TH. Settle at Node 25 and road 25-26."*
+
+#### 💬 Says Out Loud
+
+**"Waiting for TH to settle."**
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "The game state shows player 'SH' has placed their first settlement at Node 20 (W11, B6, S8) and a road from 21-20. The `meta.curr` indicates it is 'TH''s turn, and 'TH' has announced their intention to settle at Node 41 (O5, Wh9, B10). Since it is currently 'TH''s turn in the `SETUP_FIRST_ROUND` phase, 'NH' (my turn) is not next. I must wait for 'TH' to complete their move. My strategy for when it is my turn: I will aim for a spot that provides a good mix of resources not heavily covered by SH or TH, with high-probability dice rolls. SH has Wood, Brick, Sheep. TH has Ore, Wheat, Brick. My optimal first settlement appears to be Node 25 (O3, Wh8, W3), which provides Ore, Wheat, and Wood with good numbers (Wh8, O3, W3). I will place a road from 25 to 26, which leads to a valuable O2 port and further resource hexes (S4, Wh8). This setup will give NH a strong start with essential resources and a port for future trading strategy.",
+  "note_to_self": "My turn is after TH. Settle at Node 25 and road 25-26.",
+  "say_outloud": "Waiting for TH to settle."
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 03:00:10
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "NH",
+    "role": "You are player 'NH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player TH is placing their first settlement.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"TH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"]],\"rds\":[[[21,20],\"SH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":0,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 1,
+        "player": "TH",
+        "message": "I'm settling at 41."
+      },
+      {
+        "msg": 2,
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
+      },
+      {
+        "msg": 3,
+        "player": "NH",
+        "message": "Waiting for TH to settle."
+      }
+    ]
+  },
+  "memory": {
+    "previous_note_to_self": "My turn is after TH. Settle at Node 25 and road 25-26."
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 18.29s
+- **Tokens:** 989 (prompt: 775, completion: 214)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "TH just placed their first settlement at node 20 (W11, B6, S8). This is a strong start for them. I need to find an equally strong first settlement for myself. My previous consideration of Node 25 is not ideal due to the adjacent Desert hex. I've identified Node 10 (W12, S8, B6) as an excellent spot, providing Wood, Sheep, and Brick with high numbers (12, 8, 6). This gives me a strong foundation for core building resources. My strategy for the second settlement will be to target Node 41 (O5, Wh9, B10) to secure Ore and Wheat, along with more Brick, completing my resource set with good numbers. For this turn, I will place my road from Node 10 towards Node 11, leading away from TH's initial placement.", "note_to_self": "Settle at Node 10 and road 10-11. Target Node 41 for second settlement.", "say_outloud": "Nice spot, TH!"}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> TH just placed their first settlement at node 20 (W11, B6, S8). This is a strong start for them. I need to find an equally strong first settlement for myself. My previous consideration of Node 25 is not ideal due to the adjacent Desert hex. I've identified Node 10 (W12, S8, B6) as an excellent spot, providing Wood, Sheep, and Brick with high numbers (12, 8, 6). This gives me a strong foundation for core building resources. My strategy for the second settlement will be to target Node 41 (O5, Wh9, B10) to secure Ore and Wheat, along with more Brick, completing my resource set with good numbers. For this turn, I will place my road from Node 10 towards Node 11, leading away from TH's initial placement.
+
+#### 📝 Note to Self
+
+*"Settle at Node 10 and road 10-11. Target Node 41 for second settlement."*
+
+#### 💬 Says Out Loud
+
+**"Nice spot, TH!"**
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "TH just placed their first settlement at node 20 (W11, B6, S8). This is a strong start for them. I need to find an equally strong first settlement for myself. My previous consideration of Node 25 is not ideal due to the adjacent Desert hex. I've identified Node 10 (W12, S8, B6) as an excellent spot, providing Wood, Sheep, and Brick with high numbers (12, 8, 6). This gives me a strong foundation for core building resources. My strategy for the second settlement will be to target Node 41 (O5, Wh9, B10) to secure Ore and Wheat, along with more Brick, completing my resource set with good numbers. For this turn, I will place my road from Node 10 towards Node 11, leading away from TH's initial placement.",
+  "note_to_self": "Settle at Node 10 and road 10-11. Target Node 41 for second settlement.",
+  "say_outloud": "Nice spot, TH!"
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 03:00:50
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "NH",
+    "role": "You are player 'NH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player TH placed their first settlement at node 41 and is now choosing where to place their starting road.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"TH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 1,
+        "player": "TH",
+        "message": "I'm settling at 41."
+      },
+      {
+        "msg": 2,
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
+      },
+      {
+        "msg": 3,
+        "player": "NH",
+        "message": "Waiting for TH to settle."
+      },
+      {
+        "msg": 4,
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
+      },
+      {
+        "msg": 5,
+        "player": "NH",
+        "message": "Nice spot, TH!"
+      }
+    ]
+  },
+  "memory": {
+    "previous_note_to_self": "Settle at Node 10 and road 10-11. Target Node 41 for second settlement."
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 27.50s
+- **Tokens:** 1148 (prompt: 843, completion: 305)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{
+  "internal_thinking": "Player TH just placed their first settlement at Node 41 (S11, Wh9, B10). Player SH placed their first settlement at Node 20 (W11, B10, S8). My previous plan to target Node 41 for my second settlement is no longer viable. I need to revise my strategy for my first settlement and road placement when it is my turn. \n\nMy new plan for my first settlement is Node 31. This node provides Wheat (9), Brick (10), and Wood (11). These are excellent numbers and provide a balanced set of essential resources for early game expansion and development. This will allow me to build roads and settlements quickly. \n\nFor my first road, from Node 31, I will aim towards Node 30. This direction leads towards a Sheep 2:1 port (Node 29) and a Wood 2:1 port (Node 40), offering good future options for resource trading and expansion. This position also leaves open the possibility for a strong second settlement at Node 42 (O5, S11, Wh9) or Node 26 (S4, B10, O2 port) later in the game. \n\nSince it's currently TH's turn to place their road, I will wait for their action.",
+  "note_to_self": "First settlement: Node 31 (Wh9, B10, W11). First road: [31,30].",
+  "say_outloud": "Waiting for TH's road placement."
+}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> Player TH just placed their first settlement at Node 41 (S11, Wh9, B10). Player SH placed their first settlement at Node 20 (W11, B10, S8). My previous plan to target Node 41 for my second settlement is no longer viable. I need to revise my strategy for my first settlement and road placement when it is my turn. 
+
+My new plan for my first settlement is Node 31. This node provides Wheat (9), Brick (10), and Wood (11). These are excellent numbers and provide a balanced set of essential resources for early game expansion and development. This will allow me to build roads and settlements quickly. 
+
+For my first road, from Node 31, I will aim towards Node 30. This direction leads towards a Sheep 2:1 port (Node 29) and a Wood 2:1 port (Node 40), offering good future options for resource trading and expansion. This position also leaves open the possibility for a strong second settlement at Node 42 (O5, S11, Wh9) or Node 26 (S4, B10, O2 port) later in the game. 
+
+Since it's currently TH's turn to place their road, I will wait for their action.
+
+#### 📝 Note to Self
+
+*"First settlement: Node 31 (Wh9, B10, W11). First road: [31,30]."*
+
+#### 💬 Says Out Loud
+
+**"Waiting for TH's road placement."**
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "Player TH just placed their first settlement at Node 41 (S11, Wh9, B10). Player SH placed their first settlement at Node 20 (W11, B10, S8). My previous plan to target Node 41 for my second settlement is no longer viable. I need to revise my strategy for my first settlement and road placement when it is my turn. \n\nMy new plan for my first settlement is Node 31. This node provides Wheat (9), Brick (10), and Wood (11). These are excellent numbers and provide a balanced set of essential resources for early game expansion and development. This will allow me to build roads and settlements quickly. \n\nFor my first road, from Node 31, I will aim towards Node 30. This direction leads towards a Sheep 2:1 port (Node 29) and a Wood 2:1 port (Node 40), offering good future options for resource trading and expansion. This position also leaves open the possibility for a strong second settlement at Node 42 (O5, S11, Wh9) or Node 26 (S4, B10, O2 port) later in the game. \n\nSince it's currently TH's turn to place their road, I will wait for their action.",
+  "note_to_self": "First settlement: Node 31 (Wh9, B10, W11). First road: [31,30].",
+  "say_outloud": "Waiting for TH's road placement."
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 03:01:19
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. What's your plan and why?",
+      "minLength": 50
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
+      "maxLength": 100
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type",
+        "parameters"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "object",
+          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
+          "properties": {
+            "target": {
+              "type": "string",
+              "description": "The target of the action (if applicable)"
+            },
+            "amount": {
+              "type": "number",
+              "description": "The amount (if applicable)"
+            },
+            "location": {
+              "type": "string",
+              "description": "The location (if applicable)"
+            }
+          },
+          "propertyOrdering": [
+            "target",
+            "amount",
+            "location"
+          ]
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "NH",
+    "role": "You are player 'NH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 1,
+        "player": "TH",
+        "message": "I'm settling at 41."
+      },
+      {
+        "msg": 2,
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
+      },
+      {
+        "msg": 3,
+        "player": "NH",
+        "message": "Waiting for TH to settle."
+      },
+      {
+        "msg": 4,
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
+      },
+      {
+        "msg": 5,
+        "player": "NH",
+        "message": "Nice spot, TH!"
+      },
+      {
+        "msg": 6,
+        "player": "TH",
+        "message": "My road goes from 41 to 31."
+      },
+      {
+        "msg": 7,
+        "player": "NH",
+        "message": "Waiting for TH's road placement."
+      }
+    ]
+  },
+  "memory": {
+    "previous_note_to_self": "First settlement: Node 31 (Wh9, B10, W11). First road: [31,30]."
+  },
+  "constraints": {
+    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
+    "allowed_actions": [
+      {
+        "action": "place_settlement",
+        "description": "Place your starting settlement on an available node",
+        "example_parameters": {
+          "location": "20"
+        }
+      },
+      {
+        "action": "wait_for_response",
+        "description": "Do nothing on the board, just chat or wait for other players",
+        "example_parameters": {}
+      }
+    ]
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 27.32s
+- **Tokens:** 1360 (prompt: 1010, completion: 350)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking":"My previous note to self about Node 31 was incorrect, as it is adjacent to TH's settlement at 41 and also touches a desert hex. I need to select a new optimal location for my first settlement.Player SH settled at Node 20, blocking its neighbors (19, 21, 10).Player TH settled at Node 41, blocking its neighbors (40, 42, 31).I need to find a node that is not adjacent to 20 or 41, and has a good combination of resources with high probability numbers.I evaluated several options:1. Node 10 (B6, S8, W12): Initially looked good with high pips, but it's blocked as it's adjacent to SH's settlement at Node 20.2. Node 24 (O3, Wh8, W3): Available. Resources: Ore, Wheat, Wood. Numbers: 3, 8, 3. Pips: 9. Good for development and cities.3. Node 45 (O2, S11, Wh6): Available. Resources: Ore, Sheep, Wheat. Numbers: 2, 11, 6. Pips: 8. Excellent resource combination but lower production numbers.4. Node 12 (W3, B6, S5): Available. Resources: Wood, Brick, Sheep. Numbers: 3, 6, 5. Pips: 11.This node provides a strong foundation for early game expansion due to consistent Wood and Brick for roads, and Sheep for settlements or development cards. It has the highest pip count among the available good options and a balanced set of basic resources. This will allow for faster initial expansion and securing better spots.","action":{"type":"place_settlement","parameters":{"location":"12"}}}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> My previous note to self about Node 31 was incorrect, as it is adjacent to TH's settlement at 41 and also touches a desert hex. I need to select a new optimal location for my first settlement.Player SH settled at Node 20, blocking its neighbors (19, 21, 10).Player TH settled at Node 41, blocking its neighbors (40, 42, 31).I need to find a node that is not adjacent to 20 or 41, and has a good combination of resources with high probability numbers.I evaluated several options:1. Node 10 (B6, S8, W12): Initially looked good with high pips, but it's blocked as it's adjacent to SH's settlement at Node 20.2. Node 24 (O3, Wh8, W3): Available. Resources: Ore, Wheat, Wood. Numbers: 3, 8, 3. Pips: 9. Good for development and cities.3. Node 45 (O2, S11, Wh6): Available. Resources: Ore, Sheep, Wheat. Numbers: 2, 11, 6. Pips: 8. Excellent resource combination but lower production numbers.4. Node 12 (W3, B6, S5): Available. Resources: Wood, Brick, Sheep. Numbers: 3, 6, 5. Pips: 11.This node provides a strong foundation for early game expansion due to consistent Wood and Brick for roads, and Sheep for settlements or development cards. It has the highest pip count among the available good options and a balanced set of basic resources. This will allow for faster initial expansion and securing better spots.
+
+#### 🎮 Action
+
+- **Type:** `place_settlement`
+
+- **Parameters:** `{'location': '12'}`
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "My previous note to self about Node 31 was incorrect, as it is adjacent to TH's settlement at 41 and also touches a desert hex. I need to select a new optimal location for my first settlement.Player SH settled at Node 20, blocking its neighbors (19, 21, 10).Player TH settled at Node 41, blocking its neighbors (40, 42, 31).I need to find a node that is not adjacent to 20 or 41, and has a good combination of resources with high probability numbers.I evaluated several options:1. Node 10 (B6, S8, W12): Initially looked good with high pips, but it's blocked as it's adjacent to SH's settlement at Node 20.2. Node 24 (O3, Wh8, W3): Available. Resources: Ore, Wheat, Wood. Numbers: 3, 8, 3. Pips: 9. Good for development and cities.3. Node 45 (O2, S11, Wh6): Available. Resources: Ore, Sheep, Wheat. Numbers: 2, 11, 6. Pips: 8. Excellent resource combination but lower production numbers.4. Node 12 (W3, B6, S5): Available. Resources: Wood, Brick, Sheep. Numbers: 3, 6, 5. Pips: 11.This node provides a strong foundation for early game expansion due to consistent Wood and Brick for roads, and Sheep for settlements or development cards. It has the highest pip count among the available good options and a balanced set of basic resources. This will allow for faster initial expansion and securing better spots.",
+  "action": {
+    "type": "place_settlement",
+    "parameters": {
+      "location": "12"
+    }
+  }
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 03:01:47
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. What's your plan and why?",
+      "minLength": 50
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
+      "maxLength": 100
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type",
+        "parameters"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "object",
+          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
+          "properties": {
+            "target": {
+              "type": "string",
+              "description": "The target of the action (if applicable)"
+            },
+            "amount": {
+              "type": "number",
+              "description": "The amount (if applicable)"
+            },
+            "location": {
+              "type": "string",
+              "description": "The location (if applicable)"
+            }
+          },
+          "propertyOrdering": [
+            "target",
+            "amount",
+            "location"
+          ]
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "NH",
+    "role": "You are player 'NH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 1,
+        "player": "TH",
+        "message": "I'm settling at 41."
+      },
+      {
+        "msg": 2,
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
+      },
+      {
+        "msg": 3,
+        "player": "NH",
+        "message": "Waiting for TH to settle."
+      },
+      {
+        "msg": 4,
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
+      },
+      {
+        "msg": 5,
+        "player": "NH",
+        "message": "Nice spot, TH!"
+      },
+      {
+        "msg": 6,
+        "player": "TH",
+        "message": "My road goes from 41 to 31."
+      },
+      {
+        "msg": 7,
+        "player": "NH",
+        "message": "Waiting for TH's road placement."
+      },
+      {
+        "msg": 8,
+        "player": "TH",
+        "message": "Waiting for NH to place their first settlement."
+      }
+    ]
+  },
+  "memory": {
+    "previous_note_to_self": "First settlement: Node 31 (Wh9, B10, W11). First road: [31,30]."
+  },
+  "constraints": {
+    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
+    "allowed_actions": [
+      {
+        "action": "place_settlement",
+        "description": "Place your starting settlement on an available node",
+        "example_parameters": {
+          "location": "20"
+        }
+      },
+      {
+        "action": "wait_for_response",
+        "description": "Do nothing on the board, just chat or wait for other players",
+        "example_parameters": {}
+      }
+    ]
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 59.33s
+- **Tokens:** 1276 (prompt: 1033, completion: 243)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{
+  "internal_thinking": "My goal is to place my first settlement on a strategic location. The current occupied nodes are 20 (SH) and 41 (TH). I must avoid placing on these nodes or any node directly adjacent to them. The unavailable nodes are therefore: 10, 19, 20, 21, 30, 31, 41, 42. I need to find a node that offers a good combination of diverse resources and high-probability numbers, and is not in this unavailable set. After reviewing several options, Node 35 stands out. It's connected to Hexes 16 (Sheep 11), 15 (Wheat 6), and 11 (Ore 3). This provides excellent diversity (Sheep, Wheat, Ore) and strong production numbers (11, 6, 3). This combination is strong for pursuing development cards and building cities early in the game. I will aim to get Wood and Brick with my second settlement.",
+  "action": {
+    "type": "place_settlement",
+    "parameters": {
+      "location": "35"
+    }
+  },
+  "say_outloud": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> My goal is to place my first settlement on a strategic location. The current occupied nodes are 20 (SH) and 41 (TH). I must avoid placing on these nodes or any node directly adjacent to them. The unavailable nodes are therefore: 10, 19, 20, 21, 30, 31, 41, 42. I need to find a node that offers a good combination of diverse resources and high-probability numbers, and is not in this unavailable set. After reviewing several options, Node 35 stands out. It's connected to Hexes 16 (Sheep 11), 15 (Wheat 6), and 11 (Ore 3). This provides excellent diversity (Sheep, Wheat, Ore) and strong production numbers (11, 6, 3). This combination is strong for pursuing development cards and building cities early in the game. I will aim to get Wood and Brick with my second settlement.
+
+#### 💬 Says Out Loud
+
+**"I'm settling at Node 35 for Sheep, Wheat, and Ore!"**
+
+#### 🎮 Action
+
+- **Type:** `place_settlement`
+
+- **Parameters:** `{'location': '35'}`
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "My goal is to place my first settlement on a strategic location. The current occupied nodes are 20 (SH) and 41 (TH). I must avoid placing on these nodes or any node directly adjacent to them. The unavailable nodes are therefore: 10, 19, 20, 21, 30, 31, 41, 42. I need to find a node that offers a good combination of diverse resources and high-probability numbers, and is not in this unavailable set. After reviewing several options, Node 35 stands out. It's connected to Hexes 16 (Sheep 11), 15 (Wheat 6), and 11 (Ore 3). This provides excellent diversity (Sheep, Wheat, Ore) and strong production numbers (11, 6, 3). This combination is strong for pursuing development cards and building cities early in the game. I will aim to get Wood and Brick with my second settlement.",
+  "action": {
+    "type": "place_settlement",
+    "parameters": {
+      "location": "35"
+    }
+  },
+  "say_outloud": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 03:02:47
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. What's your plan and why?",
+      "minLength": 50
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
+      "maxLength": 100
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type",
+        "parameters"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "object",
+          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
+          "properties": {
+            "target": {
+              "type": "string",
+              "description": "The target of the action (if applicable)"
+            },
+            "amount": {
+              "type": "number",
+              "description": "The amount (if applicable)"
+            },
+            "location": {
+              "type": "string",
+              "description": "The location (if applicable)"
+            }
+          },
+          "propertyOrdering": [
+            "target",
+            "amount",
+            "location"
+          ]
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "NH",
+    "role": "You are player 'NH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "You placed your first settlement at node 12. Now place a road connecting to it.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"NH\",\"S\"],[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":1,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 1,
+        "player": "TH",
+        "message": "I'm settling at 41."
+      },
+      {
+        "msg": 2,
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
+      },
+      {
+        "msg": 3,
+        "player": "NH",
+        "message": "Waiting for TH to settle."
+      },
+      {
+        "msg": 4,
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
+      },
+      {
+        "msg": 5,
+        "player": "NH",
+        "message": "Nice spot, TH!"
+      },
+      {
+        "msg": 6,
+        "player": "TH",
+        "message": "My road goes from 41 to 31."
+      },
+      {
+        "msg": 7,
+        "player": "NH",
+        "message": "Waiting for TH's road placement."
+      },
+      {
+        "msg": 8,
+        "player": "TH",
+        "message": "Waiting for NH to place their first settlement."
+      },
+      {
+        "msg": 9,
+        "player": "TH",
+        "message": "Waiting for NH to place their settlement."
+      },
+      {
+        "msg": 10,
+        "player": "NH",
+        "message": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+      }
+    ]
+  },
+  "memory": {
+    "previous_note_to_self": "First settlement: Node 31 (Wh9, B10, W11). First road: [31,30]."
+  },
+  "constraints": {
+    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
+    "allowed_actions": [
+      {
+        "action": "build_road",
+        "description": "Place your starting road connecting to your settlement",
+        "example_parameters": {
+          "from": "20",
+          "to": "21"
+        }
+      },
+      {
+        "action": "wait_for_response",
+        "description": "Do nothing on the board, just chat or wait for other players",
+        "example_parameters": {}
+      }
+    ]
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 20.44s
+- **Tokens:** 1366 (prompt: 1081, completion: 285)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "My first settlement is at Node 12, which yields Wheat (6), Brick (6), and Sheep (5). For my road placement, I need to consider optimal expansion for future settlements and resource diversity, specifically aiming for Wood and Ore.Looking at the neighbors of Node 12: Node 11 (B6, S5, W12), Node 13 (Wh6, W4, S5), and Node 22 (D, Wh6, B6).Placing a road from 12 to 22 is less desirable due to the Desert hex.Comparing 12->11 and 12->13: The path to Node 11 leads towards Hex 1 (Wood 12), which is a very strong wood tile. From Node 11, I could potentially expand to Node 10 (W12, S8, B6) or Node 3 (W12, S5). Node 10 offers an excellent combination of W12, S8, and B6, which would significantly diversify my resource production.The path to Node 13 leads towards Hex 3 (Wood 4). While still providing Wood, W12 is statistically more reliable.Therefore, placing the road from 12 to 11 is the most strategic move to gain access to high-yield Wood and open up a strong second settlement location at Node 10.", "action": {"type": "build_road", "parameters": {"target": "[12,11]"}}, "say_outloud": "My road goes from 12 to 11."}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> My first settlement is at Node 12, which yields Wheat (6), Brick (6), and Sheep (5). For my road placement, I need to consider optimal expansion for future settlements and resource diversity, specifically aiming for Wood and Ore.Looking at the neighbors of Node 12: Node 11 (B6, S5, W12), Node 13 (Wh6, W4, S5), and Node 22 (D, Wh6, B6).Placing a road from 12 to 22 is less desirable due to the Desert hex.Comparing 12->11 and 12->13: The path to Node 11 leads towards Hex 1 (Wood 12), which is a very strong wood tile. From Node 11, I could potentially expand to Node 10 (W12, S8, B6) or Node 3 (W12, S5). Node 10 offers an excellent combination of W12, S8, and B6, which would significantly diversify my resource production.The path to Node 13 leads towards Hex 3 (Wood 4). While still providing Wood, W12 is statistically more reliable.Therefore, placing the road from 12 to 11 is the most strategic move to gain access to high-yield Wood and open up a strong second settlement location at Node 10.
+
+#### 💬 Says Out Loud
+
+**"My road goes from 12 to 11."**
+
+#### 🎮 Action
+
+- **Type:** `build_road`
+
+- **Parameters:** `{'target': '[12,11]'}`
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "My first settlement is at Node 12, which yields Wheat (6), Brick (6), and Sheep (5). For my road placement, I need to consider optimal expansion for future settlements and resource diversity, specifically aiming for Wood and Ore.Looking at the neighbors of Node 12: Node 11 (B6, S5, W12), Node 13 (Wh6, W4, S5), and Node 22 (D, Wh6, B6).Placing a road from 12 to 22 is less desirable due to the Desert hex.Comparing 12->11 and 12->13: The path to Node 11 leads towards Hex 1 (Wood 12), which is a very strong wood tile. From Node 11, I could potentially expand to Node 10 (W12, S8, B6) or Node 3 (W12, S5). Node 10 offers an excellent combination of W12, S8, and B6, which would significantly diversify my resource production.The path to Node 13 leads towards Hex 3 (Wood 4). While still providing Wood, W12 is statistically more reliable.Therefore, placing the road from 12 to 11 is the most strategic move to gain access to high-yield Wood and open up a strong second settlement location at Node 10.",
+  "action": {
+    "type": "build_road",
+    "parameters": {
+      "target": "[12,11]"
+    }
+  },
+  "say_outloud": "My road goes from 12 to 11."
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 03:03:08
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. What's your plan and why?",
+      "minLength": 50
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
+      "maxLength": 100
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type",
+        "parameters"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "object",
+          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
+          "properties": {
+            "target": {
+              "type": "string",
+              "description": "The target of the action (if applicable)"
+            },
+            "amount": {
+              "type": "number",
+              "description": "The amount (if applicable)"
+            },
+            "location": {
+              "type": "string",
+              "description": "The location (if applicable)"
+            }
+          },
+          "propertyOrdering": [
+            "target",
+            "amount",
+            "location"
+          ]
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "NH",
+    "role": "You are player 'NH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "You placed your first settlement at node 12. Now place a road connecting to it.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"NH\",\"S\"],[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":1,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 2,
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
+      },
+      {
+        "msg": 3,
+        "player": "NH",
+        "message": "Waiting for TH to settle."
+      },
+      {
+        "msg": 4,
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
+      },
+      {
+        "msg": 5,
+        "player": "NH",
+        "message": "Nice spot, TH!"
+      },
+      {
+        "msg": 6,
+        "player": "TH",
+        "message": "My road goes from 41 to 31."
+      },
+      {
+        "msg": 7,
+        "player": "NH",
+        "message": "Waiting for TH's road placement."
+      },
+      {
+        "msg": 8,
+        "player": "TH",
+        "message": "Waiting for NH to place their first settlement."
+      },
+      {
+        "msg": 9,
+        "player": "TH",
+        "message": "Waiting for NH to place their settlement."
+      },
+      {
+        "msg": 10,
+        "player": "NH",
+        "message": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+      },
+      {
+        "msg": 11,
+        "player": "NH",
+        "message": "My road goes from 12 to 11."
+      }
+    ]
+  },
+  "memory": {
+    "previous_note_to_self": "First settlement: Node 31 (Wh9, B10, W11). First road: [31,30]."
+  },
+  "constraints": {
+    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
+    "allowed_actions": [
+      {
+        "action": "build_road",
+        "description": "Place your starting road connecting to your settlement",
+        "example_parameters": {
+          "from": "20",
+          "to": "21"
+        }
+      },
+      {
+        "action": "wait_for_response",
+        "description": "Do nothing on the board, just chat or wait for other players",
+        "example_parameters": {}
+      }
+    ]
+  }
+}
+```
+</details>
+

examples/ai_testing/my_games/ai_logs/session_20260104_025733/player_SH.md

@@ -0,0 +1,1385 @@
+# 🤖 AI Agent Log - Player SH
+
+---
+
+**Session:** `session_20260104_025733`
+
+**Model:** `models/gemini-2.5-flash`
+
+**Started:** 2026-01-04 02:57:54
+
+---
+
+
+## 🔄 Request #1
+
+**Timestamp:** 2026-01-04 02:57:54
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. What's your plan and why?",
+      "minLength": 50
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
+      "maxLength": 100
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type",
+        "parameters"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "object",
+          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
+          "properties": {
+            "target": {
+              "type": "string",
+              "description": "The target of the action (if applicable)"
+            },
+            "amount": {
+              "type": "number",
+              "description": "The amount (if applicable)"
+            },
+            "location": {
+              "type": "string",
+              "description": "The location (if applicable)"
+            }
+          },
+          "propertyOrdering": [
+            "target",
+            "amount",
+            "location"
+          ]
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "SH",
+    "role": "You are player 'SH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "It's your turn in the setup phase. Place your first settlement on a strategic location.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"SH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[],\"rds\":[]},\"players\":{\"SH\":{\"vp\":0,\"res\":{}},\"TH\":{\"vp\":0,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}",
+  "constraints": {
+    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
+    "allowed_actions": [
+      {
+        "action": "place_settlement",
+        "description": "Place your starting settlement on an available node",
+        "example_parameters": {
+          "location": "20"
+        }
+      },
+      {
+        "action": "wait_for_response",
+        "description": "Do nothing on the board, just chat or wait for other players",
+        "example_parameters": {}
+      }
+    ]
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 20.86s
+- **Tokens:** 1093 (prompt: 827, completion: 266)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "As the first player in the setup phase, my priority is to secure a balanced set of resources that will allow for early expansion (roads and settlements). I analyzed several nodes for resource variety and dice roll probabilities (pips). Node 20 (W11, B6, S8) offers Wood, Brick, and Sheep, which are the essential resources for building roads and settlements. The numbers 6 and 8 are high-probability rolls, providing consistent income, while the 11 for Wood is acceptable. Other strong options like Node 41 (O5, Wh9, B10) provide Ore and Wheat, which are crucial for cities and development cards, but lack Wood, making immediate road building impossible without a second settlement providing it, or trading (not allowed in setup). Node 42 (Wh9, O5, Wh9) is strong for Wheat and Ore, but completely lacks Wood and Brick. Therefore, Node 20 is the optimal choice for a robust initial setup, enabling me to build roads and secure prime locations for my second settlement.", "action": {"type": "place_settlement", "parameters": {"location": "20"}}}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> As the first player in the setup phase, my priority is to secure a balanced set of resources that will allow for early expansion (roads and settlements). I analyzed several nodes for resource variety and dice roll probabilities (pips). Node 20 (W11, B6, S8) offers Wood, Brick, and Sheep, which are the essential resources for building roads and settlements. The numbers 6 and 8 are high-probability rolls, providing consistent income, while the 11 for Wood is acceptable. Other strong options like Node 41 (O5, Wh9, B10) provide Ore and Wheat, which are crucial for cities and development cards, but lack Wood, making immediate road building impossible without a second settlement providing it, or trading (not allowed in setup). Node 42 (Wh9, O5, Wh9) is strong for Wheat and Ore, but completely lacks Wood and Brick. Therefore, Node 20 is the optimal choice for a robust initial setup, enabling me to build roads and secure prime locations for my second settlement.
+
+#### 🎮 Action
+
+- **Type:** `place_settlement`
+
+- **Parameters:** `{'location': '20'}`
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "As the first player in the setup phase, my priority is to secure a balanced set of resources that will allow for early expansion (roads and settlements). I analyzed several nodes for resource variety and dice roll probabilities (pips). Node 20 (W11, B6, S8) offers Wood, Brick, and Sheep, which are the essential resources for building roads and settlements. The numbers 6 and 8 are high-probability rolls, providing consistent income, while the 11 for Wood is acceptable. Other strong options like Node 41 (O5, Wh9, B10) provide Ore and Wheat, which are crucial for cities and development cards, but lack Wood, making immediate road building impossible without a second settlement providing it, or trading (not allowed in setup). Node 42 (Wh9, O5, Wh9) is strong for Wheat and Ore, but completely lacks Wood and Brick. Therefore, Node 20 is the optimal choice for a robust initial setup, enabling me to build roads and secure prime locations for my second settlement.",
+  "action": {
+    "type": "place_settlement",
+    "parameters": {
+      "location": "20"
+    }
+  }
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 02:58:56
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. What's your plan and why?",
+      "minLength": 50
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "A short message to other players (max 100 chars). Use for negotiation, threats, or table talk. Keep in mind you pay for speak outload.",
+      "maxLength": 100
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type",
+        "parameters"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "object",
+          "description": "Action-specific parameters. If no parameters are needed, provide an empty object.",
+          "properties": {
+            "target": {
+              "type": "string",
+              "description": "The target of the action (if applicable)"
+            },
+            "amount": {
+              "type": "number",
+              "description": "The amount (if applicable)"
+            },
+            "location": {
+              "type": "string",
+              "description": "The location (if applicable)"
+            }
+          },
+          "propertyOrdering": [
+            "target",
+            "amount",
+            "location"
+          ]
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "SH",
+    "role": "You are player 'SH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "You placed your first settlement at node 20. Now place a road connecting to it.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"SH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"]],\"rds\":[]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":0,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}",
+  "constraints": {
+    "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
+    "allowed_actions": [
+      {
+        "action": "build_road",
+        "description": "Place your starting road connecting to your settlement",
+        "example_parameters": {
+          "from": "20",
+          "to": "21"
+        }
+      },
+      {
+        "action": "wait_for_response",
+        "description": "Do nothing on the board, just chat or wait for other players",
+        "example_parameters": {}
+      }
+    ]
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 1.56s
+- **Tokens:** 906 (prompt: 830, completion: 76)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "My first settlement is at node 20. I need to place a road connecting to it. The valid neighbors for node 20 are 19, 21, and 10. I will choose to build a road from 20 to 21, as it's a direct and common starting path.", "action": {"type": "build_road", "parameters": {"target": "21"}}}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> My first settlement is at node 20. I need to place a road connecting to it. The valid neighbors for node 20 are 19, 21, and 10. I will choose to build a road from 20 to 21, as it's a direct and common starting path.
+
+#### 🎮 Action
+
+- **Type:** `build_road`
+
+- **Parameters:** `{'target': '21'}`
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "My first settlement is at node 20. I need to place a road connecting to it. The valid neighbors for node 20 are 19, 21, and 10. I will choose to build a road from 20 to 21, as it's a direct and common starting path.",
+  "action": {
+    "type": "build_road",
+    "parameters": {
+      "target": "21"
+    }
+  }
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 02:59:27
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "SH",
+    "role": "You are player 'SH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player TH is placing their first settlement.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"TH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"]],\"rds\":[[[21,20],\"SH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":0,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}"
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 13.07s
+- **Tokens:** 863 (prompt: 691, completion: 172)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "It is TH's turn to place their first settlement. My current settlement is at Node 20, providing Wood (11), Brick (6), and Sheep (8). For my second settlement, I will prioritize obtaining Wheat and Ore, ideally from hexes with good production numbers. Key potential nodes I am watching are: Node 41 (O5, B10, Wh9), Node 43 (Wh9, O5, Wh9), Node 35 (S11, Wh6, O3), Node 33 (Wh6, Wh9, D), Node 25 (O3, Wh8, W3), and Node 14 (Wh8, W3, W4). I will observe TH's and NH's first placements to see which of these vital spots remain available for my second turn, and adjust my strategy accordingly to secure needed resources and build towards development cards or settlements."}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> It is TH's turn to place their first settlement. My current settlement is at Node 20, providing Wood (11), Brick (6), and Sheep (8). For my second settlement, I will prioritize obtaining Wheat and Ore, ideally from hexes with good production numbers. Key potential nodes I am watching are: Node 41 (O5, B10, Wh9), Node 43 (Wh9, O5, Wh9), Node 35 (S11, Wh6, O3), Node 33 (Wh6, Wh9, D), Node 25 (O3, Wh8, W3), and Node 14 (Wh8, W3, W4). I will observe TH's and NH's first placements to see which of these vital spots remain available for my second turn, and adjust my strategy accordingly to secure needed resources and build towards development cards or settlements.
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "It is TH's turn to place their first settlement. My current settlement is at Node 20, providing Wood (11), Brick (6), and Sheep (8). For my second settlement, I will prioritize obtaining Wheat and Ore, ideally from hexes with good production numbers. Key potential nodes I am watching are: Node 41 (O5, B10, Wh9), Node 43 (Wh9, O5, Wh9), Node 35 (S11, Wh6, O3), Node 33 (Wh6, Wh9, D), Node 25 (O3, Wh8, W3), and Node 14 (Wh8, W3, W4). I will observe TH's and NH's first placements to see which of these vital spots remain available for my second turn, and adjust my strategy accordingly to secure needed resources and build towards development cards or settlements."
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 02:59:50
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "SH",
+    "role": "You are player 'SH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player TH is placing their first settlement.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"TH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"]],\"rds\":[[[21,20],\"SH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":0,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 1,
+        "player": "TH",
+        "message": "I'm settling at 41."
+      }
+    ]
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 5.65s
+- **Tokens:** 841 (prompt: 716, completion: 125)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "TH is placing their first settlement at node 41, which gives them Ore 5, Wheat 9, and Brick 10. This is a very strong initial placement, providing good numbers on crucial resources for cities and development cards. My first settlement at node 20 (Wood 11, Brick 6, Sheep 8) gives me a good mix of basic resources but no Wheat or Ore. My strategy for the second settlement will be to secure either Wheat or Ore, as well as considering port access, after observing NH's placement."}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> TH is placing their first settlement at node 41, which gives them Ore 5, Wheat 9, and Brick 10. This is a very strong initial placement, providing good numbers on crucial resources for cities and development cards. My first settlement at node 20 (Wood 11, Brick 6, Sheep 8) gives me a good mix of basic resources but no Wheat or Ore. My strategy for the second settlement will be to secure either Wheat or Ore, as well as considering port access, after observing NH's placement.
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "TH is placing their first settlement at node 41, which gives them Ore 5, Wheat 9, and Brick 10. This is a very strong initial placement, providing good numbers on crucial resources for cities and development cards. My first settlement at node 20 (Wood 11, Brick 6, Sheep 8) gives me a good mix of basic resources but no Wheat or Ore. My strategy for the second settlement will be to secure either Wheat or Ore, as well as considering port access, after observing NH's placement."
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 03:00:10
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "SH",
+    "role": "You are player 'SH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player TH is placing their first settlement.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"TH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"]],\"rds\":[[[21,20],\"SH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":0,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 1,
+        "player": "TH",
+        "message": "I'm settling at 41."
+      },
+      {
+        "msg": 2,
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
+      },
+      {
+        "msg": 3,
+        "player": "NH",
+        "message": "Waiting for TH to settle."
+      }
+    ]
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 39.64s
+- **Tokens:** 960 (prompt: 751, completion: 209)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "TH made a strong first placement at Node 41, securing O5, Wh9, and B10, and positioning for a W2 port. For my second settlement, I need to prioritize Wheat and Ore to complete my resource set. My first settlement is at Node 20 (W11, B6, S8). After evaluating available nodes that explicitly list 3 hexes (or 2 if a port), Node 50 (Hexes H[18]=Wh9, H[17]=O5) stands out. It provides excellent Wheat (9) and Ore (5) and includes a general 3:1 port. This is optimal for resource diversity and trade flexibility. I will place my road from Node 50 towards Node 42 (Wh9, O5, Wh9), as it's another high-value intersection and expands my presence near TH.", "note_to_self": "My second settlement will be at Node 50 with a road to Node 42. Resources: Wh9, O5, and ?3 port. This completes my resource set (W, B, S, Wh, O)."}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> TH made a strong first placement at Node 41, securing O5, Wh9, and B10, and positioning for a W2 port. For my second settlement, I need to prioritize Wheat and Ore to complete my resource set. My first settlement is at Node 20 (W11, B6, S8). After evaluating available nodes that explicitly list 3 hexes (or 2 if a port), Node 50 (Hexes H[18]=Wh9, H[17]=O5) stands out. It provides excellent Wheat (9) and Ore (5) and includes a general 3:1 port. This is optimal for resource diversity and trade flexibility. I will place my road from Node 50 towards Node 42 (Wh9, O5, Wh9), as it's another high-value intersection and expands my presence near TH.
+
+#### 📝 Note to Self
+
+*"My second settlement will be at Node 50 with a road to Node 42. Resources: Wh9, O5, and ?3 port. This completes my resource set (W, B, S, Wh, O)."*
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "TH made a strong first placement at Node 41, securing O5, Wh9, and B10, and positioning for a W2 port. For my second settlement, I need to prioritize Wheat and Ore to complete my resource set. My first settlement is at Node 20 (W11, B6, S8). After evaluating available nodes that explicitly list 3 hexes (or 2 if a port), Node 50 (Hexes H[18]=Wh9, H[17]=O5) stands out. It provides excellent Wheat (9) and Ore (5) and includes a general 3:1 port. This is optimal for resource diversity and trade flexibility. I will place my road from Node 50 towards Node 42 (Wh9, O5, Wh9), as it's another high-value intersection and expands my presence near TH.",
+  "note_to_self": "My second settlement will be at Node 50 with a road to Node 42. Resources: Wh9, O5, and ?3 port. This completes my resource set (W, B, S, Wh, O)."
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 03:00:50
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "SH",
+    "role": "You are player 'SH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player TH placed their first settlement at node 41 and is now choosing where to place their starting road.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"TH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 1,
+        "player": "TH",
+        "message": "I'm settling at 41."
+      },
+      {
+        "msg": 2,
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
+      },
+      {
+        "msg": 3,
+        "player": "NH",
+        "message": "Waiting for TH to settle."
+      },
+      {
+        "msg": 4,
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
+      },
+      {
+        "msg": 5,
+        "player": "NH",
+        "message": "Nice spot, TH!"
+      }
+    ]
+  },
+  "memory": {
+    "previous_note_to_self": "My second settlement will be at Node 50 with a road to Node 42. Resources: Wh9, O5, and ?3 port. This completes my resource set (W, B, S, Wh, O)."
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 3.30s
+- **Tokens:** 983 (prompt: 861, completion: 122)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "TH placed their first settlement at Node 41 (Ore 17, Wheat 14, Brick 13). They are now placing their first road. This is a good spot for production. I'm waiting for TH to place their road and then for NH to make their moves. My plan for my second settlement remains at Node 50 with a road to Node 42.", "note_to_self": "My second settlement will be at Node 50 with a road to Node 42. Resources: Wh9, O5, and ?3 port. This completes my resource set (W, B, S, Wh, O)."}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> TH placed their first settlement at Node 41 (Ore 17, Wheat 14, Brick 13). They are now placing their first road. This is a good spot for production. I'm waiting for TH to place their road and then for NH to make their moves. My plan for my second settlement remains at Node 50 with a road to Node 42.
+
+#### 📝 Note to Self
+
+*"My second settlement will be at Node 50 with a road to Node 42. Resources: Wh9, O5, and ?3 port. This completes my resource set (W, B, S, Wh, O)."*
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "TH placed their first settlement at Node 41 (Ore 17, Wheat 14, Brick 13). They are now placing their first road. This is a good spot for production. I'm waiting for TH to place their road and then for NH to make their moves. My plan for my second settlement remains at Node 50 with a road to Node 42.",
+  "note_to_self": "My second settlement will be at Node 50 with a road to Node 42. Resources: Wh9, O5, and ?3 port. This completes my resource set (W, B, S, Wh, O)."
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 03:01:19
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "SH",
+    "role": "You are player 'SH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player NH is placing their first settlement.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 1,
+        "player": "TH",
+        "message": "I'm settling at 41."
+      },
+      {
+        "msg": 2,
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
+      },
+      {
+        "msg": 3,
+        "player": "NH",
+        "message": "Waiting for TH to settle."
+      },
+      {
+        "msg": 4,
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
+      },
+      {
+        "msg": 5,
+        "player": "NH",
+        "message": "Nice spot, TH!"
+      },
+      {
+        "msg": 6,
+        "player": "TH",
+        "message": "My road goes from 41 to 31."
+      },
+      {
+        "msg": 7,
+        "player": "NH",
+        "message": "Waiting for TH's road placement."
+      }
+    ]
+  },
+  "memory": {
+    "previous_note_to_self": "My second settlement will be at Node 50 with a road to Node 42. Resources: Wh9, O5, and ?3 port. This completes my resource set (W, B, S, Wh, O)."
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 10.12s
+- **Tokens:** 958 (prompt: 886, completion: 72)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "NH is placing their first settlement and road. I need to observe their choice to ensure my planned second settlement at Node 50 (Wh9, O5, ?3 port) remains viable. My current resources are W, B, S from Node 20. Node 50 would complete my resource set (W, B, S, Wh, O)."}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> NH is placing their first settlement and road. I need to observe their choice to ensure my planned second settlement at Node 50 (Wh9, O5, ?3 port) remains viable. My current resources are W, B, S from Node 20. Node 50 would complete my resource set (W, B, S, Wh, O).
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "NH is placing their first settlement and road. I need to observe their choice to ensure my planned second settlement at Node 50 (Wh9, O5, ?3 port) remains viable. My current resources are W, B, S from Node 20. Node 50 would complete my resource set (W, B, S, Wh, O)."
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 03:01:47
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "SH",
+    "role": "You are player 'SH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player NH is placing their first settlement.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":0,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 1,
+        "player": "TH",
+        "message": "I'm settling at 41."
+      },
+      {
+        "msg": 2,
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
+      },
+      {
+        "msg": 3,
+        "player": "NH",
+        "message": "Waiting for TH to settle."
+      },
+      {
+        "msg": 4,
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
+      },
+      {
+        "msg": 5,
+        "player": "NH",
+        "message": "Nice spot, TH!"
+      },
+      {
+        "msg": 6,
+        "player": "TH",
+        "message": "My road goes from 41 to 31."
+      },
+      {
+        "msg": 7,
+        "player": "NH",
+        "message": "Waiting for TH's road placement."
+      },
+      {
+        "msg": 8,
+        "player": "TH",
+        "message": "Waiting for NH to place their first settlement."
+      }
+    ]
+  },
+  "memory": {
+    "previous_note_to_self": "My second settlement will be at Node 50 with a road to Node 42. Resources: Wh9, O5, and ?3 port. This completes my resource set (W, B, S, Wh, O)."
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 6.07s
+- **Tokens:** 1067 (prompt: 909, completion: 158)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking":"NH is placing their first settlement. I need to observe their choice to understand their resource strategy and ensure my planned second settlement location at Node 50 (Wh9, O5, ?3 port) remains available. My current plan for Node 50 complements my first settlement at Node 20 (W11, B6, S8, ?3 port) by providing Wheat and Ore, completing my resource set and giving me access to two ?3 ports.","note_to_self":"My second settlement will be at Node 50 (Wh9, O5, ?3 port) with a road to Node 42. Resources: Wh9, O5, and ?3 port. This ensures I get all resources (W, B, S, Wh, O) and two ?3 ports.","say_outloud":""}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> NH is placing their first settlement. I need to observe their choice to understand their resource strategy and ensure my planned second settlement location at Node 50 (Wh9, O5, ?3 port) remains available. My current plan for Node 50 complements my first settlement at Node 20 (W11, B6, S8, ?3 port) by providing Wheat and Ore, completing my resource set and giving me access to two ?3 ports.
+
+#### 📝 Note to Self
+
+*"My second settlement will be at Node 50 (Wh9, O5, ?3 port) with a road to Node 42. Resources: Wh9, O5, and ?3 port. This ensures I get all resources (W, B, S, Wh, O) and two ?3 ports."*
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "NH is placing their first settlement. I need to observe their choice to understand their resource strategy and ensure my planned second settlement location at Node 50 (Wh9, O5, ?3 port) remains available. My current plan for Node 50 complements my first settlement at Node 20 (W11, B6, S8, ?3 port) by providing Wheat and Ore, completing my resource set and giving me access to two ?3 ports.",
+  "note_to_self": "My second settlement will be at Node 50 (Wh9, O5, ?3 port) with a road to Node 42. Resources: Wh9, O5, and ?3 port. This ensures I get all resources (W, B, S, Wh, O) and two ?3 ports.",
+  "say_outloud": ""
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 03:02:47
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "SH",
+    "role": "You are player 'SH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player NH placed their first settlement at node 12 and is now choosing where to place their starting road.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"NH\",\"S\"],[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":1,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 1,
+        "player": "TH",
+        "message": "I'm settling at 41."
+      },
+      {
+        "msg": 2,
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
+      },
+      {
+        "msg": 3,
+        "player": "NH",
+        "message": "Waiting for TH to settle."
+      },
+      {
+        "msg": 4,
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
+      },
+      {
+        "msg": 5,
+        "player": "NH",
+        "message": "Nice spot, TH!"
+      },
+      {
+        "msg": 6,
+        "player": "TH",
+        "message": "My road goes from 41 to 31."
+      },
+      {
+        "msg": 7,
+        "player": "NH",
+        "message": "Waiting for TH's road placement."
+      },
+      {
+        "msg": 8,
+        "player": "TH",
+        "message": "Waiting for NH to place their first settlement."
+      },
+      {
+        "msg": 9,
+        "player": "TH",
+        "message": "Waiting for NH to place their settlement."
+      },
+      {
+        "msg": 10,
+        "player": "NH",
+        "message": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+      }
+    ]
+  },
+  "memory": {
+    "previous_note_to_self": "My second settlement will be at Node 50 (Wh9, O5, ?3 port) with a road to Node 42. Resources: Wh9, O5, and ?3 port. This ensures I get all resources (W, B, S, Wh, O) and two ?3 ports."
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 4.96s
+- **Tokens:** 1072 (prompt: 983, completion: 89)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking": "NH placed their first settlement at node 12 (W3, B6, S5). Now NH is choosing where to place their first road. I must wait for NH to complete their turn.", "note_to_self": "NH said they settled at Node 35 (S, S, O), but the game state shows them at Node 12 (W, B, S). Important to track actual game state over chat.", "say_outloud": ""}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> NH placed their first settlement at node 12 (W3, B6, S5). Now NH is choosing where to place their first road. I must wait for NH to complete their turn.
+
+#### 📝 Note to Self
+
+*"NH said they settled at Node 35 (S, S, O), but the game state shows them at Node 12 (W, B, S). Important to track actual game state over chat."*
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "NH placed their first settlement at node 12 (W3, B6, S5). Now NH is choosing where to place their first road. I must wait for NH to complete their turn.",
+  "note_to_self": "NH said they settled at Node 35 (S, S, O), but the game state shows them at Node 12 (W, B, S). Important to track actual game state over chat.",
+  "say_outloud": ""
+}
+```
+</details>
+
+
+## 🔄 Request #2
+
+**Timestamp:** 2026-01-04 03:03:08
+
+
+<details>
+<summary><strong>📋 Expected Response Schema</strong></summary>
+
+```json
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Track what's happening. What are opponents doing? What's your strategy for next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Important facts for when it's your turn. Use only if essential for clarity or direct user query. Omit otherwise.",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Optional message to other players (max 100 chars). Propose trades or negotiate. You pay for this.",
+      "maxLength": 100
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+```
+</details>
+
+<details>
+<summary><strong>📤 Prompt Sent to Gemini</strong></summary>
+
+```json
+{
+  "meta_data": {
+    "agent_name": "SH",
+    "role": "You are player 'SH'. Play strategically to win."
+  },
+  "task_context": {
+    "what_just_happened": "Player NH placed their first settlement at node 12 and is now choosing where to place their starting road.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
+  },
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"NH\",\"S\"],[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":1,\"res\":{}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "msg": 2,
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
+      },
+      {
+        "msg": 3,
+        "player": "NH",
+        "message": "Waiting for TH to settle."
+      },
+      {
+        "msg": 4,
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
+      },
+      {
+        "msg": 5,
+        "player": "NH",
+        "message": "Nice spot, TH!"
+      },
+      {
+        "msg": 6,
+        "player": "TH",
+        "message": "My road goes from 41 to 31."
+      },
+      {
+        "msg": 7,
+        "player": "NH",
+        "message": "Waiting for TH's road placement."
+      },
+      {
+        "msg": 8,
+        "player": "TH",
+        "message": "Waiting for NH to place their first settlement."
+      },
+      {
+        "msg": 9,
+        "player": "TH",
+        "message": "Waiting for NH to place their settlement."
+      },
+      {
+        "msg": 10,
+        "player": "NH",
+        "message": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+      },
+      {
+        "msg": 11,
+        "player": "NH",
+        "message": "My road goes from 12 to 11."
+      }
+    ]
+  },
+  "memory": {
+    "previous_note_to_self": "NH said they settled at Node 35 (S, S, O), but the game state shows them at Node 12 (W, B, S). Important to track actual game state over chat."
+  }
+}
+```
+</details>
+
+
+### ✅ Response Received
+
+- **Latency:** 6.37s
+- **Tokens:** 1096 (prompt: 975, completion: 121)
+
+<details>
+<summary><strong>📥 Raw Response from Gemini</strong></summary>
+
+```json
+{"internal_thinking":"NH settled at Node 12, giving them Wood, Brick, and Sheep. They have announced their road will go from 12 to 11. This connects them to Node 11, which borders Wood, Sheep, and Ore. This gives NH a solid initial resource spread with access to all basic resources and Ore. I need to keep this in mind for my second settlement placement.","note_to_self":"NH's first settlement is at Node 12 (W3, B6, S5). Their road connects 12-11, opening up Node 11 (W12, S4, O3)."}
+```
+</details>
+
+
+### ✅ Parse Success
+
+
+### 🎯 AI Response
+
+#### 💭 Internal Thinking
+
+> NH settled at Node 12, giving them Wood, Brick, and Sheep. They have announced their road will go from 12 to 11. This connects them to Node 11, which borders Wood, Sheep, and Ore. This gives NH a solid initial resource spread with access to all basic resources and Ore. I need to keep this in mind for my second settlement placement.
+
+#### 📝 Note to Self
+
+*"NH's first settlement is at Node 12 (W3, B6, S5). Their road connects 12-11, opening up Node 11 (W12, S4, O3)."*
+
+
+<details>
+<summary><strong>🔍 Raw JSON (Debug)</strong></summary>
+
+```json
+{
+  "internal_thinking": "NH settled at Node 12, giving them Wood, Brick, and Sheep. They have announced their road will go from 12 to 11. This connects them to Node 11, which borders Wood, Sheep, and Ore. This gives NH a solid initial resource spread with access to all basic resources and Ore. I need to keep this in mind for my second settlement placement.",
+  "note_to_self": "NH's first settlement is at Node 12 (W3, B6, S5). Their road connects 12-11, opening up Node 11 (W12, S4, O3)."
+}
+```
+</details>
+

examples/ai_testing/my_games/ai_logs/{session_20260104_023155/prompts/prompt_player_A.json → session_20260104_025733/prompts/prompt_player_NH.json}

@@ -72,75 +72,79 @@
   "system_instruction": "You are an expert Settlers of Catan player. Analyze the game state carefully and respond in the exact JSON format specified in response_schema.",
   "prompt": {
     "meta_data": {
-      "agent_name": "A",
-      "role": "You are player 'A'. Play strategically to win."
+      "agent_name": "NH",
+      "role": "You are player 'NH'. Play strategically to win."
     },
     "task_context": {
-      "what_just_happened": "You placed your first settlement at node 42. Now place a road connecting to it.",
+      "what_just_happened": "It's your turn in the second setup round. Place your second settlement.",
       "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
     },
-    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
+    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_SECOND_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"NH\",\"S\"],[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"],[[12,11],\"NH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":1,\"res\":{}}}}",
     "social_context": {
       "recent_chat": [
-        {
-          "msg": 1,
-          "player": "B",
-          "message": "Nice wheat spot A!"
-        },
         {
           "msg": 2,
-          "player": "A",
-          "message": "My first road is placed!"
+          "player": "TH",
+          "message": "I'm placing my settlement at 41."
         },
         {
           "msg": 3,
-          "player": "A",
-          "message": "Thanks, B! My second road is placed, extending towards some useful brick."
+          "player": "NH",
+          "message": "Waiting for TH to settle."
         },
         {
           "msg": 4,
-          "player": "B",
-          "message": "Good luck finding that brick, A!"
+          "player": "TH",
+          "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
         },
         {
           "msg": 5,
-          "player": "A",
-          "message": "I'm building my first road, connecting to node 31 to secure some much-needed wood!"
+          "player": "NH",
+          "message": "Nice spot, TH!"
         },
         {
           "msg": 6,
-          "player": "C",
-          "message": "Waiting to see A's road placement!"
+          "player": "TH",
+          "message": "My road goes from 41 to 31."
         },
         {
           "msg": 7,
-          "player": "A",
-          "message": "My first road is placed, connecting to node 31 for that sweet wood!"
+          "player": "NH",
+          "message": "Waiting for TH's road placement."
         },
         {
           "msg": 8,
-          "player": "B",
-          "message": "Sounds like a good plan, A!"
+          "player": "TH",
+          "message": "Waiting for NH to place their first settlement."
         },
         {
           "msg": 9,
-          "player": "A",
-          "message": "Alright, my first road is placed! Connecting to node 31 to secure that sweet Wood 11!"
+          "player": "TH",
+          "message": "Waiting for NH to place their settlement."
+        },
+        {
+          "msg": 10,
+          "player": "NH",
+          "message": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+        },
+        {
+          "msg": 11,
+          "player": "NH",
+          "message": "My road goes from 12 to 11."
         }
       ]
     },
     "memory": {
-      "previous_note_to_self": "Settlement at 42 yields Ore 5, Wheat 9, Brick 10. Road to 31 opens access to Wood 11 for further road building. Next, aim for a settlement on an unoccupied node with good resource variety or ports."
+      "previous_note_to_self": "First settlement: Node 31 (Wh9, B10, W11). First road: [31,30]."
     },
     "constraints": {
       "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
       "allowed_actions": [
         {
-          "action": "build_road",
-          "description": "Place your starting road connecting to your settlement",
+          "action": "place_settlement",
+          "description": "Place your starting settlement on an available node",
           "example_parameters": {
-            "from": "20",
-            "to": "21"
+            "location": "20"
           }
         },
         {

examples/ai_testing/my_games/ai_logs/{session_20260104_023155/prompts/prompt_player_A.txt → session_20260104_025733/prompts/prompt_player_NH.txt}

@@ -1,6 +1,6 @@
 ================================================================================
-AI AGENT PROMPT - PLAYER A
-Generated: 2026-01-04 02:36:07
+AI AGENT PROMPT - PLAYER NH
+Generated: 2026-01-04 03:03:55
 ================================================================================
 
 📋 RESPONSE SCHEMA (Expected LLM Output Format)
@@ -82,75 +82,79 @@ Generated: 2026-01-04 02:36:07
 
 {
   "meta_data": {
-    "agent_name": "A",
-    "role": "You are player 'A'. Play strategically to win."
+    "agent_name": "NH",
+    "role": "You are player 'NH'. Play strategically to win."
   },
   "task_context": {
-    "what_just_happened": "You placed your first settlement at node 42. Now place a road connecting to it.",
+    "what_just_happened": "It's your turn in the second setup round. Place your second settlement.",
     "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. You have 2 possible actions. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
   },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_SECOND_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"NH\",\"S\"],[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"],[[12,11],\"NH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":1,\"res\":{}}}}",
   "social_context": {
     "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      },
       {
         "msg": 2,
-        "player": "A",
-        "message": "My first road is placed!"
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
       },
       {
         "msg": 3,
-        "player": "A",
-        "message": "Thanks, B! My second road is placed, extending towards some useful brick."
+        "player": "NH",
+        "message": "Waiting for TH to settle."
       },
       {
         "msg": 4,
-        "player": "B",
-        "message": "Good luck finding that brick, A!"
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
       },
       {
         "msg": 5,
-        "player": "A",
-        "message": "I'm building my first road, connecting to node 31 to secure some much-needed wood!"
+        "player": "NH",
+        "message": "Nice spot, TH!"
       },
       {
         "msg": 6,
-        "player": "C",
-        "message": "Waiting to see A's road placement!"
+        "player": "TH",
+        "message": "My road goes from 41 to 31."
       },
       {
         "msg": 7,
-        "player": "A",
-        "message": "My first road is placed, connecting to node 31 for that sweet wood!"
+        "player": "NH",
+        "message": "Waiting for TH's road placement."
       },
       {
         "msg": 8,
-        "player": "B",
-        "message": "Sounds like a good plan, A!"
+        "player": "TH",
+        "message": "Waiting for NH to place their first settlement."
       },
       {
         "msg": 9,
-        "player": "A",
-        "message": "Alright, my first road is placed! Connecting to node 31 to secure that sweet Wood 11!"
+        "player": "TH",
+        "message": "Waiting for NH to place their settlement."
+      },
+      {
+        "msg": 10,
+        "player": "NH",
+        "message": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+      },
+      {
+        "msg": 11,
+        "player": "NH",
+        "message": "My road goes from 12 to 11."
       }
     ]
   },
   "memory": {
-    "previous_note_to_self": "Settlement at 42 yields Ore 5, Wheat 9, Brick 10. Road to 31 opens access to Wood 11 for further road building. Next, aim for a settlement on an unoccupied node with good resource variety or ports."
+    "previous_note_to_self": "First settlement: Node 31 (Wh9, B10, W11). First road: [31,30]."
   },
   "constraints": {
     "usage_instructions": "Choose one action type from the list below. Populate the 'parameters' field in your response strictly according to the 'example_parameters' structure provided.",
     "allowed_actions": [
       {
-        "action": "build_road",
-        "description": "Place your starting road connecting to your settlement",
+        "action": "place_settlement",
+        "description": "Place your starting settlement on an available node",
         "example_parameters": {
-          "from": "20",
-          "to": "21"
+          "location": "20"
         }
       },
       {

examples/ai_testing/my_games/ai_logs/{session_20260104_023155/prompts/prompt_player_B.json → session_20260104_025733/prompts/prompt_player_SH.json}

@@ -30,65 +30,70 @@
   "system_instruction": "You are observing the game while waiting for your turn. Track what's happening, plan your strategy, and you can communicate with other players.",
   "prompt": {
     "meta_data": {
-      "agent_name": "B",
-      "role": "You are player 'B'. Play strategically to win."
+      "agent_name": "SH",
+      "role": "You are player 'SH'. Play strategically to win."
     },
     "task_context": {
-      "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
+      "what_just_happened": "Player NH is placing their second settlement.",
       "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
     },
-    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
+    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_SECOND_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"NH\",\"S\"],[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"],[[12,11],\"NH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":1,\"res\":{}}}}",
     "social_context": {
       "recent_chat": [
-        {
-          "msg": 1,
-          "player": "B",
-          "message": "Nice wheat spot A!"
-        },
         {
           "msg": 2,
-          "player": "A",
-          "message": "My first road is placed!"
+          "player": "TH",
+          "message": "I'm placing my settlement at 41."
         },
         {
           "msg": 3,
-          "player": "A",
-          "message": "Thanks, B! My second road is placed, extending towards some useful brick."
+          "player": "NH",
+          "message": "Waiting for TH to settle."
         },
         {
           "msg": 4,
-          "player": "B",
-          "message": "Good luck finding that brick, A!"
+          "player": "TH",
+          "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
         },
         {
           "msg": 5,
-          "player": "A",
-          "message": "I'm building my first road, connecting to node 31 to secure some much-needed wood!"
+          "player": "NH",
+          "message": "Nice spot, TH!"
         },
         {
           "msg": 6,
-          "player": "C",
-          "message": "Waiting to see A's road placement!"
+          "player": "TH",
+          "message": "My road goes from 41 to 31."
         },
         {
           "msg": 7,
-          "player": "A",
-          "message": "My first road is placed, connecting to node 31 for that sweet wood!"
+          "player": "NH",
+          "message": "Waiting for TH's road placement."
         },
         {
           "msg": 8,
-          "player": "B",
-          "message": "Sounds like a good plan, A!"
+          "player": "TH",
+          "message": "Waiting for NH to place their first settlement."
         },
         {
           "msg": 9,
-          "player": "A",
-          "message": "Alright, my first road is placed! Connecting to node 31 to secure that sweet Wood 11!"
+          "player": "TH",
+          "message": "Waiting for NH to place their settlement."
+        },
+        {
+          "msg": 10,
+          "player": "NH",
+          "message": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+        },
+        {
+          "msg": 11,
+          "player": "NH",
+          "message": "My road goes from 12 to 11."
         }
       ]
     },
     "memory": {
-      "previous_note_to_self": "My first settlement will be at Node 10 (B6, S8, W12) and my first road will be 10-9 (to access the ?3 port). This choice is based on strong resource numbers and port access, and is still available."
+      "previous_note_to_self": "NH's first settlement is at Node 12 (W3, B6, S5). Their road connects 12-11, opening up Node 11 (W12, S4, O3)."
     }
   }
 }

examples/ai_testing/my_games/ai_logs/{session_20260104_023155/prompts/prompt_player_B.txt → session_20260104_025733/prompts/prompt_player_SH.txt}

@@ -1,6 +1,6 @@
 ================================================================================
-AI AGENT PROMPT - PLAYER B
-Generated: 2026-01-04 02:36:07
+AI AGENT PROMPT - PLAYER SH
+Generated: 2026-01-04 03:03:55
 ================================================================================
 
 📋 RESPONSE SCHEMA (Expected LLM Output Format)
@@ -40,65 +40,70 @@ Generated: 2026-01-04 02:36:07
 
 {
   "meta_data": {
-    "agent_name": "B",
-    "role": "You are player 'B'. Play strategically to win."
+    "agent_name": "SH",
+    "role": "You are player 'SH'. Play strategically to win."
   },
   "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
+    "what_just_happened": "Player NH is placing their second settlement.",
     "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
   },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_SECOND_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"NH\",\"S\"],[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"],[[12,11],\"NH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":1,\"res\":{}}}}",
   "social_context": {
     "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      },
       {
         "msg": 2,
-        "player": "A",
-        "message": "My first road is placed!"
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
       },
       {
         "msg": 3,
-        "player": "A",
-        "message": "Thanks, B! My second road is placed, extending towards some useful brick."
+        "player": "NH",
+        "message": "Waiting for TH to settle."
       },
       {
         "msg": 4,
-        "player": "B",
-        "message": "Good luck finding that brick, A!"
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
       },
       {
         "msg": 5,
-        "player": "A",
-        "message": "I'm building my first road, connecting to node 31 to secure some much-needed wood!"
+        "player": "NH",
+        "message": "Nice spot, TH!"
       },
       {
         "msg": 6,
-        "player": "C",
-        "message": "Waiting to see A's road placement!"
+        "player": "TH",
+        "message": "My road goes from 41 to 31."
       },
       {
         "msg": 7,
-        "player": "A",
-        "message": "My first road is placed, connecting to node 31 for that sweet wood!"
+        "player": "NH",
+        "message": "Waiting for TH's road placement."
       },
       {
         "msg": 8,
-        "player": "B",
-        "message": "Sounds like a good plan, A!"
+        "player": "TH",
+        "message": "Waiting for NH to place their first settlement."
       },
       {
         "msg": 9,
-        "player": "A",
-        "message": "Alright, my first road is placed! Connecting to node 31 to secure that sweet Wood 11!"
+        "player": "TH",
+        "message": "Waiting for NH to place their settlement."
+      },
+      {
+        "msg": 10,
+        "player": "NH",
+        "message": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+      },
+      {
+        "msg": 11,
+        "player": "NH",
+        "message": "My road goes from 12 to 11."
       }
     ]
   },
   "memory": {
-    "previous_note_to_self": "My first settlement will be at Node 10 (B6, S8, W12) and my first road will be 10-9 (to access the ?3 port). This choice is based on strong resource numbers and port access, and is still available."
+    "previous_note_to_self": "NH's first settlement is at Node 12 (W3, B6, S5). Their road connects 12-11, opening up Node 11 (W12, S4, O3)."
   }
 }
 

examples/ai_testing/my_games/ai_logs/{session_20260104_023155/prompts/prompt_player_C.json → session_20260104_025733/prompts/prompt_player_TH.json}

@@ -30,65 +30,70 @@
   "system_instruction": "You are observing the game while waiting for your turn. Track what's happening, plan your strategy, and you can communicate with other players.",
   "prompt": {
     "meta_data": {
-      "agent_name": "C",
-      "role": "You are player 'C'. Play strategically to win."
+      "agent_name": "TH",
+      "role": "You are player 'TH'. Play strategically to win."
     },
     "task_context": {
-      "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
+      "what_just_happened": "Player NH is placing their second settlement.",
       "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
     },
-    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
+    "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_SECOND_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"NH\",\"S\"],[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"],[[12,11],\"NH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":1,\"res\":{}}}}",
     "social_context": {
       "recent_chat": [
-        {
-          "msg": 1,
-          "player": "B",
-          "message": "Nice wheat spot A!"
-        },
         {
           "msg": 2,
-          "player": "A",
-          "message": "My first road is placed!"
+          "player": "TH",
+          "message": "I'm placing my settlement at 41."
         },
         {
           "msg": 3,
-          "player": "A",
-          "message": "Thanks, B! My second road is placed, extending towards some useful brick."
+          "player": "NH",
+          "message": "Waiting for TH to settle."
         },
         {
           "msg": 4,
-          "player": "B",
-          "message": "Good luck finding that brick, A!"
+          "player": "TH",
+          "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
         },
         {
           "msg": 5,
-          "player": "A",
-          "message": "I'm building my first road, connecting to node 31 to secure some much-needed wood!"
+          "player": "NH",
+          "message": "Nice spot, TH!"
         },
         {
           "msg": 6,
-          "player": "C",
-          "message": "Waiting to see A's road placement!"
+          "player": "TH",
+          "message": "My road goes from 41 to 31."
         },
         {
           "msg": 7,
-          "player": "A",
-          "message": "My first road is placed, connecting to node 31 for that sweet wood!"
+          "player": "NH",
+          "message": "Waiting for TH's road placement."
         },
         {
           "msg": 8,
-          "player": "B",
-          "message": "Sounds like a good plan, A!"
+          "player": "TH",
+          "message": "Waiting for NH to place their first settlement."
         },
         {
           "msg": 9,
-          "player": "A",
-          "message": "Alright, my first road is placed! Connecting to node 31 to secure that sweet Wood 11!"
+          "player": "TH",
+          "message": "Waiting for NH to place their settlement."
+        },
+        {
+          "msg": 10,
+          "player": "NH",
+          "message": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+        },
+        {
+          "msg": 11,
+          "player": "NH",
+          "message": "My road goes from 12 to 11."
         }
       ]
     },
     "memory": {
-      "previous_note_to_self": "My plan: 1st settlement at Node 10 (B6, S8, W12), road 10-11. 2nd settlement at Node 26 (O3, Wh8), road 26-16 (to ORE 2:1 port)."
+      "previous_note_to_self": "NH has W3, B6, S5. My next settlement is Node 30 (W11, S8, B10)."
     }
   }
 }

examples/ai_testing/my_games/ai_logs/{session_20260104_023155/prompts/prompt_player_C.txt → session_20260104_025733/prompts/prompt_player_TH.txt}

@@ -1,6 +1,6 @@
 ================================================================================
-AI AGENT PROMPT - PLAYER C
-Generated: 2026-01-04 02:36:07
+AI AGENT PROMPT - PLAYER TH
+Generated: 2026-01-04 03:03:55
 ================================================================================
 
 📋 RESPONSE SCHEMA (Expected LLM Output Format)
@@ -40,65 +40,70 @@ Generated: 2026-01-04 02:36:07
 
 {
   "meta_data": {
-    "agent_name": "C",
-    "role": "You are player 'C'. Play strategically to win."
+    "agent_name": "TH",
+    "role": "You are player 'TH'. Play strategically to win."
   },
   "task_context": {
-    "what_just_happened": "Player A placed their first settlement at node 42 and is now choosing where to place their starting road.",
+    "what_just_happened": "Player NH is placing their second settlement.",
     "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. If you wish to negotiate or wait for other players, select the 'wait_for_response' action."
   },
-  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"A\",\"phase\":\"SETUP_FIRST_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[42,\"A\",\"S\"]],\"rds\":[]},\"players\":{\"A\":{\"vp\":1,\"res\":{}},\"B\":{\"vp\":0,\"res\":{}},\"C\":{\"vp\":0,\"res\":{}}}}",
+  "game_state": "\n  1. LOOKUP TABLES:\n   • \"H\" (Hexes): Array where Index = HexID. Value = Resource+Num.\n     Example: H[1]=\"W12\" -> Hex 1 is Wood 12.\n   • \"N\" (Nodes): Array where Index = NodeID.\n     Format: [ [Neighbors], [HexIDs], Port? ]\n     Logic: To find yield of Node 10, check N[10]. Get HexIDs (e.g. [1,5]). Look up H[1] and H[5].\n\n2. CODES: W=Wood, B=Brick, S=Sheep, Wh=Wheat, O=Ore, D=Desert.\n          ?3=Any 3:1 port, X2=Specific Resource 2:1 port.\n\n3. STATE: \"bld\"=[NodeID, Owner, Type], \"rds\"=[[From,To], Owner].\n\n4. PLAYERS: \"res\"={Resource:Count}, \"dev\"={\"h\":[Hidden Cards], \"r\":[Revealed] (K=Knight)}, \n            \"stat\"=[\"LR\" (Longest Road), \"LA\" (Largest Army)].\n\n5. ROBBER: Located at HexID specified in \"meta.robber\". H[id] is blocked.\n\nJSON:\n{\"meta\":{\"curr\":\"NH\",\"phase\":\"SETUP_SECOND_ROUND\",\"robber\":10,\"dice\":null},\"H\":[\"\",\"W12\",\"S5\",\"W4\",\"S8\",\"B6\",\"W3\",\"Wh8\",\"B10\",\"W11\",\"D\",\"O3\",\"S4\",\"B10\",\"Wh9\",\"Wh6\",\"S11\",\"O5\",\"Wh9\",\"O2\"],\"N\":[null,[[2,9],[1]],[[1,3],[1],\"Wh2\"],[[2,4,11],[2,1],\"Wh2\"],[[3,5],[2]],[[4,6,13],[3,2]],[[5,7],[3],\"B2\"],[[6,15],[3],\"B2\"],[[9,18],[4],\"?3\"],[[8,10,1],[4,1],\"?3\"],[[9,11,20],[5,4,1]],[[10,12,3],[5,2,1]],[[11,13,22],[6,5,2]],[[12,14,5],[6,3,2]],[[13,15,24],[7,6,3]],[[14,16,7],[7,3]],[[15,26],[7],\"O2\"],[[18,28],[8],\"S2\"],[[17,19,8],[8,4]],[[18,20,30],[9,8,4]],[[19,21,10],[9,5,4]],[[20,22,32],[10,9,5]],[[21,23,12],[10,6,5]],[[22,24,34],[11,10,6]],[[23,25,14],[11,7,6]],[[24,26,36],[12,11,7]],[[25,27,16],[12,7],\"O2\"],[[26,38],[12]],[[29,17],[8],\"S2\"],[[28,30,39],[13,8]],[[29,31,19],[13,9,8]],[[30,32,41],[14,13,9]],[[31,33,21],[14,10,9]],[[32,34,43],[15,14,10]],[[33,35,23],[15,11,10]],[[34,36,45],[16,15,11]],[[35,37,25],[16,12,11]],[[36,38,47],[16,12],\"?3\"],[[37,27],[12],\"?3\"],[[40,29],[13]],[[39,41,48],[17,13],\"W2\"],[[40,42,31],[17,14,13]],[[41,43,50],[18,17,14]],[[42,44,33],[18,15,14]],[[43,45,52],[19,18,15]],[[44,46,35],[19,16,15]],[[45,47,54],[19,16]],[[46,37],[16]],[[49,40],[17],\"W2\"],[[48,50],[17]],[[49,51,42],[18,17],\"?3\"],[[50,52],[18],\"?3\"],[[51,53,44],[19,18]],[[52,54],[19],\"?3\"],[[53,46],[19],\"?3\"]],\"state\":{\"bld\":[[12,\"NH\",\"S\"],[20,\"SH\",\"S\"],[41,\"TH\",\"S\"]],\"rds\":[[[21,20],\"SH\"],[[41,31],\"TH\"],[[12,11],\"NH\"]]},\"players\":{\"SH\":{\"vp\":1,\"res\":{}},\"TH\":{\"vp\":1,\"res\":{}},\"NH\":{\"vp\":1,\"res\":{}}}}",
   "social_context": {
     "recent_chat": [
-      {
-        "msg": 1,
-        "player": "B",
-        "message": "Nice wheat spot A!"
-      },
       {
         "msg": 2,
-        "player": "A",
-        "message": "My first road is placed!"
+        "player": "TH",
+        "message": "I'm placing my settlement at 41."
       },
       {
         "msg": 3,
-        "player": "A",
-        "message": "Thanks, B! My second road is placed, extending towards some useful brick."
+        "player": "NH",
+        "message": "Waiting for TH to settle."
       },
       {
         "msg": 4,
-        "player": "B",
-        "message": "Good luck finding that brick, A!"
+        "player": "TH",
+        "message": "I'm placing my first settlement at Node 41, getting Ore, Wheat, and Brick."
       },
       {
         "msg": 5,
-        "player": "A",
-        "message": "I'm building my first road, connecting to node 31 to secure some much-needed wood!"
+        "player": "NH",
+        "message": "Nice spot, TH!"
       },
       {
         "msg": 6,
-        "player": "C",
-        "message": "Waiting to see A's road placement!"
+        "player": "TH",
+        "message": "My road goes from 41 to 31."
       },
       {
         "msg": 7,
-        "player": "A",
-        "message": "My first road is placed, connecting to node 31 for that sweet wood!"
+        "player": "NH",
+        "message": "Waiting for TH's road placement."
       },
       {
         "msg": 8,
-        "player": "B",
-        "message": "Sounds like a good plan, A!"
+        "player": "TH",
+        "message": "Waiting for NH to place their first settlement."
       },
       {
         "msg": 9,
-        "player": "A",
-        "message": "Alright, my first road is placed! Connecting to node 31 to secure that sweet Wood 11!"
+        "player": "TH",
+        "message": "Waiting for NH to place their settlement."
+      },
+      {
+        "msg": 10,
+        "player": "NH",
+        "message": "I'm settling at Node 35 for Sheep, Wheat, and Ore!"
+      },
+      {
+        "msg": 11,
+        "player": "NH",
+        "message": "My road goes from 12 to 11."
       }
     ]
   },
   "memory": {
-    "previous_note_to_self": "My plan: 1st settlement at Node 10 (B6, S8, W12), road 10-11. 2nd settlement at Node 26 (O3, Wh8), road 26-16 (to ORE 2:1 port)."
+    "previous_note_to_self": "NH has W3, B6, S5. My next settlement is Node 30 (W11, S8, B10)."
   }
 }