1

examples/ai_testing/my_games/current_session.txt

@@ -1 +1 @@
-session_20260516_020509
+session_20260516_024828

examples/ai_testing/my_games/session_20260516_020509/Hadar/Hadar.md

@@ -561,3 +561,412 @@ Current required action: Trade offer trade_29_13: Ziv offers 1 sheep to Hadar fo
 ### Prompt Sent
 See: [prompt_22.json](prompts/prompt_22.json)
 
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 2062 (in:1870 out:192) | **Cost:** $0.001511
+
+**Thinking:** Ziv is offering 1 sheep for 1 wood. I currently have 2 wood and I need sheep to build my next settlement at node 35 (or for development cards). My wood production is quite strong with settlements near hexes 1, 3, 4, and 9, so giving up one wood is not a major loss. Ziv is currently at 3 points and is blocked on the 9, so he isn't an immediate threat to win this turn. This trade helps me diversify my resources. I'll accept.
+
+**Note to Self:** Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.
+
+**Says:** "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+
+**Action:** **trade_accept**
+
+---
+
+## Request #23 - 🎯 ACTIVE TURN
+
+**Time:** 02:25:30
+**Tools:** inspect_node, find_best_nodes, analyze_path_potential
+
+
+### What Happened
+trade offer trade 29 14: ziv offers 1 wheat to hadar for 1 brick.
+Current required action: Trade offer trade_29_14: Ziv offers 1 wheat to Hadar for 1 brick. You do not have the requested cards (1 brick), so this trade cannot be accepted. Choose trade_reject and briefly explain that you cannot make this trade.
+
+### Prompt Sent
+See: [prompt_23.json](prompts/prompt_23.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 2026 (in:1859 out:167) | **Cost:** $0.001430
+
+**Thinking:** Ziv offered 1 Wheat for 1 Brick. I currently have 1 Wood and 1 Sheep, so I cannot fulfill this trade even if I wanted to. I will reject the trade and explain that I don't have any bricks to trade. My goal remains building a settlement at node 35, which requires Wood (have), Sheep (have), Brick (need), and Wheat (need).
+
+**Note to Self:** I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.
+
+**Says:** "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+
+**Action:** **trade_reject**
+
+---
+
+## Request #24 - 👀 OBSERVING
+
+**Time:** 02:26:26
+
+### What Happened
+Event 1: Ziv said: "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Ziv
+Reaction event id: 29:2:END_TURN:100:0
+
+### Prompt Sent
+See: [prompt_24.json](prompts/prompt_24.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 1901 (in:1781 out:120) | **Cost:** $0.001251
+
+**Thinking:** זיו ממש מתוסכל מהחסימה על ה-9, וזה מובן כי יש לו שם עיר. שון הוא היחיד שמייצר לבנים כרגע בזכות הבית ב-18, אז כנראה שזיו ינסה לפנות אליו בתור הבא. אני צריכה למצוא דרך להשיג חיטה ולבנה כדי להתקדם ל-35 לפני שמישהו אחר יתפוס לי את המקום. אין טעם להגיב לזיו עכשיו, כבר אמרתי לו שאין לי לבנים.
+
+**Note to Self:** זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.
+
+---
+
+## Request #25 - 🎯 ACTIVE TURN
+
+**Time:** 02:26:40
+**Tools:** inspect_node, find_best_nodes, analyze_path_potential
+
+
+### What Happened
+Previous game event: ziv ended their turn
+It's your turn.
+Current required action: Start your turn by rolling the dice. You may use a development card before rolling if it is useful.
+
+### Prompt Sent
+See: [prompt_25.json](prompts/prompt_25.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 2130 (in:1912 out:218) | **Cost:** $0.001610
+
+**Thinking:** It's the start of my turn. I currently have 1 Wood and 1 Sheep. My development card (Knight) has already been played (it's in the 'r' revealed list). My current goal is to build a settlement at node 35, for which I need 1 Brick and 1 Wheat. I've already built the road leading there. The robber is currently on Hex 14 (Wheat 9), which is blocking Ziv and Shon, but not me. I need to roll the dice to generate resources and move the game forward.
+
+**Note to Self:** The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.
+
+**Says:** "טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם."
+
+**Action:** **roll_dice**
+
+---
+
+## Request #26 - 🎯 ACTIVE TURN
+
+**Time:** 02:27:13
+**Tools:** inspect_node, find_best_nodes, analyze_path_potential
+
+
+### What Happened
+Hadar performed action: rolled the dice
+Current required action: Your turn - build, trade, or end turn. Type 'help' for commands.
+
+### Prompt Sent
+See: [prompt_26.json](prompts/prompt_26.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 5548 (in:4986 out:294) | **Cost:** $0.003375
+
+**Thinking:** I have 3 Wood and 3 Sheep after the dice roll of 4 (producing 1 Wood from node 14 and 1 Sheep from node 25). My goal is to build a settlement at node 35, which requires 1 Wood, 1 Brick, 1 Sheep, and 1 Wheat. I am currently missing Brick and Wheat. Looking at the other players, Shon has 2 Wheat and 1 Sheep, while Ziv has 1 Wheat and 1 Wood. Neither has Brick in their hand. Since I have a surplus of Sheep and Shon has previously accepted sheep trades, I will propose a 1:1 trade of Sheep for Wheat. This will get me closer to my goal. I'll keep the Knight for now because the robber is currently blocking a Wheat 9 hex where Ziv has a city and Shon has a settlement, which is a very strong position for me.
+
+**Note to Self:** Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.
+
+**Says:** "שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע."
+
+**Action:** **trade_propose** - {"target_player": "Shon", "offer": {"sheep": 1}, "request": {"wheat": 1}}
+
+---
+
+## Request #27 - 🎯 ACTIVE TURN
+
+**Time:** 02:28:40
+**Tools:** inspect_node, find_best_nodes, analyze_path_potential
+
+
+### What Happened
+Your previous action failed: TRADE_PROPOSE {'offer': {'sheep': 1}, 'request': {'wheat': 1}, 'target_player': 1, '_ai_say_outloud': 'שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע.', 'trade_id': 'trade_30_15', 'trade_status': 'rejected'}. Error: Shon rejected your trade offer
+Current required action: Your turn - build, trade, or end turn. Type 'help' for commands.
+
+### Prompt Sent
+See: [prompt_27.json](prompts/prompt_27.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 2626 (in:2370 out:256) | **Cost:** $0.001953
+
+**Thinking:** I have 2 Wood and 2 Sheep. I need 1 Brick and 1 Wheat to build a settlement at node 35. Shon just rejected my trade for wheat, so I'll try Ziv. Ziv mentioned earlier they were looking for bricks and had wheat to offer. Since I don't have bricks, I'll offer a sheep instead, as Ziv might need it for a settlement or dev card. I also have a Knight card, but since the robber is currently blocking both Shon and Ziv on a Wheat 9 hex (Hex 14), it's actually helping me by slowing them down. I'll hold the Knight for now and try to trade for the wheat I need.
+
+**Note to Self:** Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.
+
+**Says:** "זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים."
+
+**Action:** **trade_propose** - {"target_player": "Ziv", "offer": {"sheep": 1}, "request": {"wheat": 1}}
+
+---
+
+## Request #28 - 🎯 ACTIVE TURN
+
+**Time:** 02:29:35
+**Tools:** inspect_node, find_best_nodes, analyze_path_potential
+
+
+### What Happened
+Your previous action failed: TRADE_PROPOSE {'offer': {'sheep': 1}, 'request': {'wheat': 1}, 'target_player': 2, '_ai_say_outloud': 'זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים.', 'trade_id': 'trade_30_16', 'trade_status': 'rejected'}. Error: Ziv rejected your trade offer
+Current required action: Your turn - build, trade, or end turn. Type 'help' for commands.
+
+### Prompt Sent
+See: [prompt_28.json](prompts/prompt_28.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 7728 (in:6464 out:294) | **Cost:** $0.004114
+
+**Thinking:** I have 2 Wood and 2 Sheep. To build my next settlement at node 35, I need 1 Wood, 1 Brick, 1 Wheat, and 1 Sheep. I am currently missing Brick and Wheat. While I have Brick production on node 20 (Hex 5, B6) and Wheat production on nodes 14 and 25 (Hex 7, Wh8), the recent dice roll of 4 didn't give me anything. Shon has 2 Wheat and might be willing to trade one for Wood, especially since he only has one Wood-producing hex (Hex 9, W11). Ziv only has 1 Wheat and already rejected a trade, so Shon is my best bet. If this trade fails, I'll have to wait for a 6, 8, or 10 to roll or accumulate enough resources for a 3:1 trade at my port on node 9.
+
+**Note to Self:** Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).
+
+**Says:** "שון, אולי תרצה עץ בתמורה לחיטה? ראיתי שאתה שומר אותה, אבל עץ יכול לעזור לך להתקדם בבנייה של הדרכים או היישוב הבא שלך."
+
+**Action:** **trade_propose** - {"target_player": "Shon", "offer": {"wood": 1}, "request": {"wheat": 1}}
+
+---
+
+## Request #29 - 🎯 ACTIVE TURN
+
+**Time:** 02:31:27
+**Tools:** inspect_node, find_best_nodes, analyze_path_potential
+
+
+### What Happened
+hadar proposed a trade
+Current required action: Your turn - build, trade, or end turn. Type 'help' for commands.
+
+### Prompt Sent
+See: [prompt_29.json](prompts/prompt_29.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 7412 (in:6222 out:365) | **Cost:** $0.004206
+
+**Thinking:** After the recent trade with Shon (giving 1 wood for 1 wheat), my current resources are 1 Wheat, 1 Wood, and 2 Sheep. I am currently positioned to build a settlement at node 35, which is a high-value spot (9 pips: Wheat 6, Sheep 11, Ore 3). However, I am missing a Brick to complete the settlement (requires 1 Wood, 1 Brick, 1 Wheat, 1 Sheep). Since the players have indicated in the chat that no one has bricks at the moment, and I do not have enough of any single resource to use my 3:1 port at node 9 (requires 3 of a kind), I cannot build, buy a development card, or trade with the bank this turn. I will hold onto my revealed Knight card for now, as the robber is currently on Hex 14 (Wheat 9), which effectively blocks both Shon and Ziv while not affecting my production. Moving it now would be counter-productive. Therefore, the best move is to end my turn and wait for better rolls.
+
+**Note to Self:** I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.
+
+**Says:** "תודה על ההחלפה שון, זה יעזור לי בהמשך. נראה שבאמת אין לבנים לאף אחד כרגע וזה קצת תוקע את כולנו, אז אין לי הרבה מה לעשות. אני אסיים את התור ונקווה שהקוביות יהיו יותר לטובתנו בסיבוב הבא."
+
+**Action:** **end_turn**
+
+---
+
+## Request #30 - 👀 OBSERVING
+
+**Time:** 02:33:15
+
+### What Happened
+Event 1: Shon said: "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Shon
+Reaction event id: 31:1:ROLL_DICE:106:0
+
+### Prompt Sent
+See: [prompt_30.json](prompts/prompt_30.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 2054 (in:1923 out:131) | **Cost:** $0.001355
+
+**Thinking:** Shon rolled a 6. Looking at the board, Hex 5 is Brick 6 and Ziv has a settlement on Node 12, so Ziv just got the brick Shon was talking about. I also need brick for my settlement at node 35, but it's Shon's turn now. I'll stay quiet and see if he tries to trade with Ziv for it. Shon's comment was just generic table talk before the roll.
+
+**Note to Self:** Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.
+
+---
+
+## Request #31 - 🎯 ACTIVE TURN
+
+**Time:** 02:33:56
+**Tools:** inspect_node, find_best_nodes, analyze_path_potential
+
+
+### What Happened
+trade offer trade 31 18: shon offers 1 wheat to hadar for 1 brick.
+Current required action: Trade offer trade_31_18: Shon offers 1 wheat to Hadar for 1 brick. Choose trade_accept to accept or trade_reject to reject.
+
+### Prompt Sent
+See: [prompt_31.json](prompts/prompt_31.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 2226 (in:1981 out:245) | **Cost:** $0.001726
+
+**Thinking:** Shon is offering 1 Wheat for 1 Brick. Looking at my resources, I have exactly 1 Wheat, 1 Brick, 1 Wood, and 2 Sheep. I need that Brick, along with the Wood, Wheat, and one Sheep, to build a settlement at Node 35, which I've already reached with my roads. Since Brick is scarce and I finally got one from the roll of 6 (my settlement at Node 20 is adjacent to the B6 hex), it would be a mistake to trade it away, especially for a resource I already possess. I will reject the trade to ensure I can build my settlement on my next turn.
+
+**Note to Self:** I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.
+
+**Says:** "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+
+**Action:** **trade_reject**
+
+---
+
+## Request #32 - 👀 OBSERVING
+
+**Time:** 02:35:27
+
+### What Happened
+Event 1: Shon said: "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+Trade offer trade_31_19: Shon offers 1 wheat to Ziv for 1 brick.
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Shon
+Reaction event id: 31:1:TRADE_PROPOSE:108:0
+
+### Prompt Sent
+See: [prompt_32.json](prompts/prompt_32.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 2055 (in:1905 out:150) | **Cost:** $0.001403
+
+**Thinking:** Shon is trying to exploit the fact that Ziv's wheat production on 9 is blocked to get a brick, but Ziv is playing it smart and keeping the brick for himself. I have exactly what I need for my settlement at node 35 (1 Wheat, 1 Brick, 1 Wood, 1 Sheep), so I definitely won't be trading my brick away. Given Shon's history of betrayal, I'm glad Ziv isn't giving in easily. I'll stay quiet and wait for my turn.
+
+**Note to Self:** I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.
+
+---
+
+## Request #33 - 👀 OBSERVING
+
+**Time:** 02:36:19
+
+### What Happened
+Event 1: Shon said: "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Shon
+Reaction event id: 31:1:END_TURN:109:0
+
+### Prompt Sent
+See: [prompt_33.json](prompts/prompt_33.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 2016 (in:1875 out:141) | **Cost:** $0.001360
+
+**Thinking:** Shon is finishing his turn. He's clearly frustrated about the lack of bricks, which makes sense since everyone is hoarding them for their own expansion. I have the resources I need (Wheat, Brick, Wood, Sheep) to build my settlement at node 35 on my next turn, so I definitely wasn't going to trade my brick away. I'll just stay quiet and hope no 7 is rolled before it's my turn. Ziv is up next.
+
+**Note to Self:** I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.
+
+---
+
+## Request #34 - 👀 OBSERVING
+
+**Time:** 02:36:52
+
+### What Happened
+Event 1: Ziv said: "יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים."
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Ziv
+Reaction event id: 32:2:ROLL_DICE:110:0
+
+### Prompt Sent
+See: [prompt_34.json](prompts/prompt_34.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 1947 (in:1816 out:131) | **Cost:** $0.001301
+
+**Thinking:** The roll is 9. That should have been great for me and Ziv (Hex 14), but the robber is sitting right there. Only Shon gets wheat from the other 9 (Hex 18). Ziv's hope for something to 'move things along' didn't really work out for him or me. I'm still holding my resources for the settlement at node 35, just need to make sure I don't lose them to a 7 or a robbery before my turn.
+
+**Note to Self:** The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited.
+
+---
+
+## Request #35 - 👀 OBSERVING
+
+**Time:** 02:38:04
+
+### What Happened
+Event 1: Ziv said: "מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה."
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Ziv
+Reaction event id: 32:2:BUILD_ROAD:111:0
+
+### Prompt Sent
+See: [prompt_35.json](prompts/prompt_35.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 1918 (in:1771 out:147) | **Cost:** $0.001326
+
+**Thinking:** Ziv is right to be frustrated. The robber on hex 14 is blocking both his city and my settlement, which means every 9 that rolls is a huge waste for us while Shon collects wheat from his other 9. I should agree with Ziv to keep our shared interest in moving the robber aligned. I have the resources for my next settlement at 35, but I'll need that wheat flow back soon.
+
+**Note to Self:** Shon is the only one benefiting from 9 rolls because hex 14 is blocked. Ziv and I are both losing out on wheat.
+
+**Says:** "לגמרי, ה-9 הזה חסום לשנינו. בינתיים רק שון חוגג עליו."
+
+---
+
+## Request #36 - 👀 OBSERVING
+
+**Time:** 02:39:09
+
+### What Happened
+Event 1: Ziv said: "נו באמת, ה-9 הזה חסום ודווקא עכשיו הוא יוצא. אין לי כל כך מה לעשות כרגע כשהחיטה שלי תקועה. מסיים תור ונקווה לטוב בסיבוב הבא."
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Ziv
+Reaction event id: 32:2:END_TURN:112:0
+
+### Prompt Sent
+See: [prompt_36.json](prompts/prompt_36.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 1924 (in:1800 out:124) | **Cost:** $0.001272
+
+**Thinking:** Ziv is frustrated because his city on the 9 is blocked while Shon keeps collecting wheat from the other 9. I'm also not getting anything, but I have the resources I need for my next settlement at node 35. I'll stay quiet and wait for my turn to build. Shon is the one to watch since he's the only one benefiting from the 9s right now.
+
+**Note to Self:** Shon is accumulating wheat from the unblocked 9. I have enough for a settlement at node 35 (Wh, B, W, S).
+
+---
+
+## Request #37 - 🎯 ACTIVE TURN
+
+**Time:** 02:39:27
+**Tools:** inspect_node, find_best_nodes, analyze_path_potential
+
+
+### What Happened
+Previous game event: ziv ended their turn
+It's your turn.
+Current required action: Start your turn by rolling the dice. You may use a development card before rolling if it is useful.
+
+### Prompt Sent
+See: [prompt_37.json](prompts/prompt_37.json)
+
+### Response Received ✅
+
+**Latency:** 0.00s | **Tokens:** 2144 (in:1891 out:253) | **Cost:** $0.001705
+
+**Thinking:** I currently have 1 Wheat, 1 Brick, 1 Wood, and 2 Sheep, which is exactly what I need to build a settlement at node 35 (where my road already ends). Node 35 is a strong location providing Sheep (11), Wheat (6), and Ore (3). Before I can build, I must roll the dice. There are no development cards available for me to play this turn (the Knight is already revealed). I notice that Shon is benefiting significantly from the unblocked 9 (Hex 18) while Ziv's 9 (Hex 14) is currently blocked by the robber. I'll roll the dice and hope to maintain my resources to build the settlement.
+
+**Note to Self:** I have the resources for a settlement at node 35. If I roll a 7, I should move the robber to Hex 18 (Shon's Wheat 9) to slow him down, as he's currently the only one benefiting from 9s.
+
+**Says:** "טוב, בואו נראה מה הקוביות יגידו. שון, אתה באמת חוגג על ה-9 הזה בזמן שזיו תקוע, אולי הגיע הזמן שהמזל יתהפך קצת."
+
+**Action:** **roll_dice**
+
+---
+
+## Request #38 - 🎯 ACTIVE TURN
+
+**Time:** 02:39:59
+**Tools:** inspect_node, find_best_nodes, analyze_path_potential
+
+
+### What Happened
+Hadar performed action: rolled the dice
+Current required action: Your turn - build, trade, or end turn. Type 'help' for commands.
+
+### Prompt Sent
+See: [prompt_38.json](prompts/prompt_38.json)
+

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_23.json

@@ -0,0 +1,250 @@
+{
+  "request_number": 23,
+  "timestamp": "2026-05-16T02:25:30.419209",
+  "player_name": "Hadar",
+  "is_active_turn": true,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "trade offer trade 29 14: ziv offers 1 wheat to hadar for 1 brick.\nCurrent required action: Trade offer trade_29_14: Ziv offers 1 wheat to Hadar for 1 brick. You do not have the requested cards (1 brick), so this trade cannot be accepted. Choose trade_reject and briefly explain that you cannot make this trade.\nCurrent dice result: 9 (6+3). Resource production uses this total.",
+      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. Only one action is currently available. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+    },
+    "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\":\"Ziv\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[6,3],\"dice_total\":9},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"W\":1,\"S\":1},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Shon",
+          "message": "הדר, ה-12 הזה לפחות נתן לך משהו. אני עדיין תקוע בלי לבנים, אז אין לי ברירה אלא ללכת לבנק ולהשתמש בנמל שלי."
+        },
+        {
+          "from": "Hadar",
+          "message": "לפחות משהו זז עם ה-12 הזה, באמת היה יבש."
+        },
+        {
+          "from": "Shon",
+          "message": "הנה, סוף סוף השגתי את הלבנה שהייתי צריך. אני בונה ב-18, לפחות עכשיו יהיה לי קצת ייצור לבנים משלי ולא אצטרך להתחנן לכל אחד."
+        },
+        {
+          "from": "Hadar",
+          "message": "תתחדש, באמת הגיע הזמן שתפסיק להתחנן ללבנים מכולם."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, לפחות ה-12 הזה עשה משהו למישהו, למרות שלי הוא לא עזר בכלל. אני אסיים את התור בינתיים, נראה מה יצא בסיבוב הבא."
+        },
+        {
+          "from": "Ziv",
+          "message": "טוב, בואו נראה אם הקוביות יחליטו לפנק קצת אחרי היובש הזה."
+        },
+        {
+          "from": "Hadar",
+          "message": "איזה תזמון ל-9... בדיוק כשהוא חסום."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, ה-9 הזה שחסמת לי באמת חונק את המשחק. יש לך אולי עץ מיותר? אני מוכן לתת כבשה בתמורה, אולי זה יעזור לי לזוז קצת למקום אחר."
+        },
+        {
+          "from": "Hadar",
+          "message": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+        }
+      ],
+      "trade_context": "Recent trade history: You offered Shon 2 sheep for 1 wood; Shon rejected. You offered Shon 2 sheep for 1 brick; Shon accepted. Shon offered you 1 sheep for 1 wood; you rejected. Ziv offered you 1 sheep for 1 wood; you accepted.",
+      "pending_trades": [
+        {
+          "trade_id": "trade_29_14",
+          "from": "Ziv",
+          "to": "Hadar",
+          "offer": {
+            "wheat": 1
+          },
+          "request": {
+            "brick": 1
+          },
+          "status": "pending"
+        }
+      ]
+    },
+    "memory": {
+      "note_from_last_turn": "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.",
+      "recent_notes": [
+        "Shon is desperate for bricks and using his ports. Ziv is quiet but dangerous with that city.",
+        "Shon now has independent brick production at hex 8. He will be less willing to trade resources away now.",
+        "שון התייצב על ייצור לבנים ב-18. זיו שקט מדי, בטח מתכנן את העיר הבאה או קונה קלפי פיתוח. אני עדיין צריכה חיטה וכבשה ליישוב הבא ב-35.",
+        "Ziv is blocked on 9 (Wheat) where he has a city. Shon gained wheat from his settlement on 18. I still need Wheat and Sheep for my next settlement at 35.",
+        "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35."
+      ]
+    },
+    "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": [
+        {
+          "type": "trade_reject",
+          "description": "Trade Reject",
+          "example_parameters": {}
+        }
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking",
+      "action"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+        "minLength": 120
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+        "maxLength": 120
+      },
+      "action": {
+        "type": "object",
+        "required": [
+          "type"
+        ],
+        "properties": {
+          "type": {
+            "type": "string",
+            "description": "The action type (must match one from allowed_actions in constraints)"
+          },
+          "parameters": {
+            "type": "string",
+            "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+          }
+        },
+        "propertyOrdering": [
+          "type",
+          "parameters"
+        ]
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud",
+      "action"
+    ]
+  },
+  "what_happened": "trade offer trade 29 14: ziv offers 1 wheat to hadar for 1 brick.\nCurrent required action: Trade offer trade_29_14: Ziv offers 1 wheat to Hadar for 1 brick. You do not have the requested cards (1 brick), so this trade cannot be accepted. Choose trade_reject and briefly explain that you cannot make this trade.",
+  "allowed_actions": [
+    {
+      "type": "trade_reject",
+      "description": "Trade Reject",
+      "example_parameters": {}
+    }
+  ],
+  "tools_schema": [
+    {
+      "name": "inspect_node",
+      "description": "Get detailed information about a specific node on the board. USE THIS to verify node data instead of trying to interpret Arrays N and H yourself - this prevents hallucinations!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain WHY you're inspecting this specific node. What are you trying to verify or learn?"
+          },
+          "node_id": {
+            "type": "integer",
+            "description": "The node ID to inspect (e.g., 10, 18, 40)"
+          }
+        },
+        "required": [
+          "reasoning",
+          "node_id"
+        ]
+      }
+    },
+    {
+      "name": "find_best_nodes",
+      "description": "Search for the best available nodes matching specific criteria. USE THIS instead of manually scanning the board - prevents missing opportunities!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your search strategy. What kind of position are you looking for and why?"
+          },
+          "min_pips": {
+            "type": "integer",
+            "description": "Minimum total pip value (probability). Good nodes have 10+, excellent have 12+",
+            "default": 0
+          },
+          "must_have_resource": {
+            "type": "string",
+            "description": "Required resource type (e.g., 'Wheat', 'Ore', 'Brick', 'Wood', 'Sheep')",
+            "nullable": true
+          },
+          "exclude_blocked": {
+            "type": "boolean",
+            "description": "Skip nodes that cannot be built on (occupied or too close to other buildings)",
+            "default": true
+          },
+          "prefer_port": {
+            "type": "boolean",
+            "description": "Prioritize nodes with port access",
+            "default": false
+          },
+          "limit": {
+            "type": "integer",
+            "description": "Maximum number of results to return",
+            "default": 10
+          }
+        },
+        "required": [
+          "reasoning"
+        ]
+      }
+    },
+    {
+      "name": "analyze_path_potential",
+      "description": "Analyze where a road path leads and what opportunities exist ahead. USE THIS to plan road building - shows ports and valuable nodes 1-2 steps away!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your road-building strategy. Why analyze this path? What are you hoping to reach?"
+          },
+          "from_node": {
+            "type": "integer",
+            "description": "Starting node ID (where you currently have a settlement/road)"
+          },
+          "direction_node": {
+            "type": "integer",
+            "description": "Specific neighbor to analyze, or omit to see all directions",
+            "nullable": true
+          },
+          "max_depth": {
+            "type": "integer",
+            "description": "How many steps ahead to look (1 or 2)",
+            "default": 2
+          }
+        },
+        "required": [
+          "reasoning",
+          "from_node"
+        ]
+      }
+    }
+  ]
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_23.txt

@@ -0,0 +1,157 @@
+=== Prompt #23 for Hadar ===
+Timestamp: 2026-05-16T02:25:30.421068
+Active Turn: True
+
+--- What Happened ---
+trade offer trade 29 14: ziv offers 1 wheat to hadar for 1 brick.
+Current required action: Trade offer trade_29_14: Ziv offers 1 wheat to Hadar for 1 brick. You do not have the requested cards (1 brick), so this trade cannot be accepted. Choose trade_reject and briefly explain that you cannot make this trade.
+
+--- Tools Available ---
+  - inspect_node: Get detailed information about a specific node on the board. USE THIS to verify ...
+  - find_best_nodes: Search for the best available nodes matching specific criteria. USE THIS instead...
+  - analyze_path_potential: Analyze where a road path leads and what opportunities exist ahead. USE THIS to ...
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+      "minLength": 120
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+      "maxLength": 120
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "string",
+          "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "trade offer trade 29 14: ziv offers 1 wheat to hadar for 1 brick.\nCurrent required action: Trade offer trade_29_14: Ziv offers 1 wheat to Hadar for 1 brick. You do not have the requested cards (1 brick), so this trade cannot be accepted. Choose trade_reject and briefly explain that you cannot make this trade.\nCurrent dice result: 9 (6+3). Resource production uses this total.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. Only one action is currently available. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+  },
+  "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\":\"Ziv\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[6,3],\"dice_total\":9},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"W\":1,\"S\":1},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Shon",
+        "message": "הדר, ה-12 הזה לפחות נתן לך משהו. אני עדיין תקוע בלי לבנים, אז אין לי ברירה אלא ללכת לבנק ולהשתמש בנמל שלי."
+      },
+      {
+        "from": "Hadar",
+        "message": "לפחות משהו זז עם ה-12 הזה, באמת היה יבש."
+      },
+      {
+        "from": "Shon",
+        "message": "הנה, סוף סוף השגתי את הלבנה שהייתי צריך. אני בונה ב-18, לפחות עכשיו יהיה לי קצת ייצור לבנים משלי ולא אצטרך להתחנן לכל אחד."
+      },
+      {
+        "from": "Hadar",
+        "message": "תתחדש, באמת הגיע הזמן שתפסיק להתחנן ללבנים מכולם."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, לפחות ה-12 הזה עשה משהו למישהו, למרות שלי הוא לא עזר בכלל. אני אסיים את התור בינתיים, נראה מה יצא בסיבוב הבא."
+      },
+      {
+        "from": "Ziv",
+        "message": "טוב, בואו נראה אם הקוביות יחליטו לפנק קצת אחרי היובש הזה."
+      },
+      {
+        "from": "Hadar",
+        "message": "איזה תזמון ל-9... בדיוק כשהוא חסום."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, ה-9 הזה שחסמת לי באמת חונק את המשחק. יש לך אולי עץ מיותר? אני מוכן לתת כבשה בתמורה, אולי זה יעזור לי לזוז קצת למקום אחר."
+      },
+      {
+        "from": "Hadar",
+        "message": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+      }
+    ],
+    "trade_context": "Recent trade history: You offered Shon 2 sheep for 1 wood; Shon rejected. You offered Shon 2 sheep for 1 brick; Shon accepted. Shon offered you 1 sheep for 1 wood; you rejected. Ziv offered you 1 sheep for 1 wood; you accepted.",
+    "pending_trades": [
+      {
+        "trade_id": "trade_29_14",
+        "from": "Ziv",
+        "to": "Hadar",
+        "offer": {
+          "wheat": 1
+        },
+        "request": {
+          "brick": 1
+        },
+        "status": "pending"
+      }
+    ]
+  },
+  "memory": {
+    "note_from_last_turn": "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.",
+    "recent_notes": [
+      "Shon is desperate for bricks and using his ports. Ziv is quiet but dangerous with that city.",
+      "Shon now has independent brick production at hex 8. He will be less willing to trade resources away now.",
+      "שון התייצב על ייצור לבנים ב-18. זיו שקט מדי, בטח מתכנן את העיר הבאה או קונה קלפי פיתוח. אני עדיין צריכה חיטה וכבשה ליישוב הבא ב-35.",
+      "Ziv is blocked on 9 (Wheat) where he has a city. Shon gained wheat from his settlement on 18. I still need Wheat and Sheep for my next settlement at 35.",
+      "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35."
+    ]
+  },
+  "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": [
+      {
+        "type": "trade_reject",
+        "description": "Trade Reject",
+        "example_parameters": {}
+      }
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_24.json

@@ -0,0 +1,102 @@
+{
+  "request_number": 24,
+  "timestamp": "2026-05-16T02:26:26.022295",
+  "player_name": "Hadar",
+  "is_active_turn": false,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Event 1: Ziv said: \"טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Ziv\nReaction event id: 29:2:END_TURN:100:0\nCurrent dice result: 9 (6+3). Resource production uses this total.",
+      "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+    },
+    "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\":\"Ziv\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[6,3],\"dice_total\":9},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"W\":1,\"S\":1},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Shon",
+          "message": "הנה, סוף סוף השגתי את הלבנה שהייתי צריך. אני בונה ב-18, לפחות עכשיו יהיה לי קצת ייצור לבנים משלי ולא אצטרך להתחנן לכל אחד."
+        },
+        {
+          "from": "Hadar",
+          "message": "תתחדש, באמת הגיע הזמן שתפסיק להתחנן ללבנים מכולם."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, לפחות ה-12 הזה עשה משהו למישהו, למרות שלי הוא לא עזר בכלל. אני אסיים את התור בינתיים, נראה מה יצא בסיבוב הבא."
+        },
+        {
+          "from": "Ziv",
+          "message": "טוב, בואו נראה אם הקוביות יחליטו לפנק קצת אחרי היובש הזה."
+        },
+        {
+          "from": "Hadar",
+          "message": "איזה תזמון ל-9... בדיוק כשהוא חסום."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, ה-9 הזה שחסמת לי באמת חונק את המשחק. יש לך אולי עץ מיותר? אני מוכן לתת כבשה בתמורה, אולי זה יעזור לי לזוז קצת למקום אחר."
+        },
+        {
+          "from": "Hadar",
+          "message": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+        },
+        {
+          "from": "Ziv",
+          "message": "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+        }
+      ],
+      "trade_context": "Recent trade history: You offered Shon 2 sheep for 1 wood; Shon rejected. You offered Shon 2 sheep for 1 brick; Shon accepted. Shon offered you 1 sheep for 1 wood; you rejected. Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected."
+    },
+    "memory": {
+      "note_from_last_turn": "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.",
+      "recent_notes": [
+        "Shon now has independent brick production at hex 8. He will be less willing to trade resources away now.",
+        "שון התייצב על ייצור לבנים ב-18. זיו שקט מדי, בטח מתכנן את העיר הבאה או קונה קלפי פיתוח. אני עדיין צריכה חיטה וכבשה ליישוב הבא ב-35.",
+        "Ziv is blocked on 9 (Wheat) where he has a city. Shon gained wheat from his settlement on 18. I still need Wheat and Sheep for my next settlement at 35.",
+        "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.",
+        "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now."
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+        "minLength": 30
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations (e.g., 'Blue is going for longest road').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+        "maxLength": 120
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud"
+    ]
+  },
+  "what_happened": "Event 1: Ziv said: \"טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Ziv\nReaction event id: 29:2:END_TURN:100:0"
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_24.txt

@@ -0,0 +1,111 @@
+=== Prompt #24 for Hadar ===
+Timestamp: 2026-05-16T02:26:26.023732
+Active Turn: False
+
+--- What Happened ---
+Event 1: Ziv said: "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Ziv
+Reaction event id: 29:2:END_TURN:100:0
+
+--- Tools Available ---
+N/A
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations (e.g., 'Blue is going for longest road').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+      "maxLength": 120
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Event 1: Ziv said: \"טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Ziv\nReaction event id: 29:2:END_TURN:100:0\nCurrent dice result: 9 (6+3). Resource production uses this total.",
+    "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+  },
+  "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\":\"Ziv\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[6,3],\"dice_total\":9},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"W\":1,\"S\":1},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Shon",
+        "message": "הנה, סוף סוף השגתי את הלבנה שהייתי צריך. אני בונה ב-18, לפחות עכשיו יהיה לי קצת ייצור לבנים משלי ולא אצטרך להתחנן לכל אחד."
+      },
+      {
+        "from": "Hadar",
+        "message": "תתחדש, באמת הגיע הזמן שתפסיק להתחנן ללבנים מכולם."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, לפחות ה-12 הזה עשה משהו למישהו, למרות שלי הוא לא עזר בכלל. אני אסיים את התור בינתיים, נראה מה יצא בסיבוב הבא."
+      },
+      {
+        "from": "Ziv",
+        "message": "טוב, בואו נראה אם הקוביות יחליטו לפנק קצת אחרי היובש הזה."
+      },
+      {
+        "from": "Hadar",
+        "message": "איזה תזמון ל-9... בדיוק כשהוא חסום."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, ה-9 הזה שחסמת לי באמת חונק את המשחק. יש לך אולי עץ מיותר? אני מוכן לתת כבשה בתמורה, אולי זה יעזור לי לזוז קצת למקום אחר."
+      },
+      {
+        "from": "Hadar",
+        "message": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+      },
+      {
+        "from": "Ziv",
+        "message": "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+      }
+    ],
+    "trade_context": "Recent trade history: You offered Shon 2 sheep for 1 wood; Shon rejected. You offered Shon 2 sheep for 1 brick; Shon accepted. Shon offered you 1 sheep for 1 wood; you rejected. Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected."
+  },
+  "memory": {
+    "note_from_last_turn": "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.",
+    "recent_notes": [
+      "Shon now has independent brick production at hex 8. He will be less willing to trade resources away now.",
+      "שון התייצב על ייצור לבנים ב-18. זיו שקט מדי, בטח מתכנן את העיר הבאה או קונה קלפי פיתוח. אני עדיין צריכה חיטה וכבשה ליישוב הבא ב-35.",
+      "Ziv is blocked on 9 (Wheat) where he has a city. Shon gained wheat from his settlement on 18. I still need Wheat and Sheep for my next settlement at 35.",
+      "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.",
+      "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now."
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_25.json

@@ -0,0 +1,246 @@
+{
+  "request_number": 25,
+  "timestamp": "2026-05-16T02:26:40.894149",
+  "player_name": "Hadar",
+  "is_active_turn": true,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Previous game event: ziv ended their turn\nIt's your turn.\nCurrent required action: Start your turn by rolling the dice. You may use a development card before rolling if it is useful.",
+      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 2 possible actions. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+    },
+    "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"W\":1,\"S\":1},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Shon",
+          "message": "הנה, סוף סוף השגתי את הלבנה שהייתי צריך. אני בונה ב-18, לפחות עכשיו יהיה לי קצת ייצור לבנים משלי ולא אצטרך להתחנן לכל אחד."
+        },
+        {
+          "from": "Hadar",
+          "message": "תתחדש, באמת הגיע הזמן שתפסיק להתחנן ללבנים מכולם."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, לפחות ה-12 הזה עשה משהו למישהו, למרות שלי הוא לא עזר בכלל. אני אסיים את התור בינתיים, נראה מה יצא בסיבוב הבא."
+        },
+        {
+          "from": "Ziv",
+          "message": "טוב, בואו נראה אם הקוביות יחליטו לפנק קצת אחרי היובש הזה."
+        },
+        {
+          "from": "Hadar",
+          "message": "איזה תזמון ל-9... בדיוק כשהוא חסום."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, ה-9 הזה שחסמת לי באמת חונק את המשחק. יש לך אולי עץ מיותר? אני מוכן לתת כבשה בתמורה, אולי זה יעזור לי לזוז קצת למקום אחר."
+        },
+        {
+          "from": "Hadar",
+          "message": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+        },
+        {
+          "from": "Ziv",
+          "message": "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+        }
+      ],
+      "trade_context": "Recent trade history: You offered Shon 2 sheep for 1 wood; Shon rejected. You offered Shon 2 sheep for 1 brick; Shon accepted. Shon offered you 1 sheep for 1 wood; you rejected. Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected."
+    },
+    "memory": {
+      "note_from_last_turn": "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.",
+      "recent_notes": [
+        "שון התייצב על ייצור לבנים ב-18. זיו שקט מדי, בטח מתכנן את העיר הבאה או קונה קלפי פיתוח. אני עדיין צריכה חיטה וכבשה ליישוב הבא ב-35.",
+        "Ziv is blocked on 9 (Wheat) where he has a city. Shon gained wheat from his settlement on 18. I still need Wheat and Sheep for my next settlement at 35.",
+        "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.",
+        "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.",
+        "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35."
+      ]
+    },
+    "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": [
+        {
+          "type": "roll_dice",
+          "description": "Roll the dice",
+          "example_parameters": "{}"
+        },
+        {
+          "type": "use_dev_card",
+          "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+          "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+        }
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking",
+      "action"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+        "minLength": 120
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+        "maxLength": 120
+      },
+      "action": {
+        "type": "object",
+        "required": [
+          "type"
+        ],
+        "properties": {
+          "type": {
+            "type": "string",
+            "description": "The action type (must match one from allowed_actions in constraints)"
+          },
+          "parameters": {
+            "type": "string",
+            "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+          }
+        },
+        "propertyOrdering": [
+          "type",
+          "parameters"
+        ]
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud",
+      "action"
+    ]
+  },
+  "what_happened": "Previous game event: ziv ended their turn\nIt's your turn.\nCurrent required action: Start your turn by rolling the dice. You may use a development card before rolling if it is useful.",
+  "allowed_actions": [
+    {
+      "type": "roll_dice",
+      "description": "Roll the dice",
+      "example_parameters": "{}"
+    },
+    {
+      "type": "use_dev_card",
+      "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+      "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+    }
+  ],
+  "tools_schema": [
+    {
+      "name": "inspect_node",
+      "description": "Get detailed information about a specific node on the board. USE THIS to verify node data instead of trying to interpret Arrays N and H yourself - this prevents hallucinations!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain WHY you're inspecting this specific node. What are you trying to verify or learn?"
+          },
+          "node_id": {
+            "type": "integer",
+            "description": "The node ID to inspect (e.g., 10, 18, 40)"
+          }
+        },
+        "required": [
+          "reasoning",
+          "node_id"
+        ]
+      }
+    },
+    {
+      "name": "find_best_nodes",
+      "description": "Search for the best available nodes matching specific criteria. USE THIS instead of manually scanning the board - prevents missing opportunities!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your search strategy. What kind of position are you looking for and why?"
+          },
+          "min_pips": {
+            "type": "integer",
+            "description": "Minimum total pip value (probability). Good nodes have 10+, excellent have 12+",
+            "default": 0
+          },
+          "must_have_resource": {
+            "type": "string",
+            "description": "Required resource type (e.g., 'Wheat', 'Ore', 'Brick', 'Wood', 'Sheep')",
+            "nullable": true
+          },
+          "exclude_blocked": {
+            "type": "boolean",
+            "description": "Skip nodes that cannot be built on (occupied or too close to other buildings)",
+            "default": true
+          },
+          "prefer_port": {
+            "type": "boolean",
+            "description": "Prioritize nodes with port access",
+            "default": false
+          },
+          "limit": {
+            "type": "integer",
+            "description": "Maximum number of results to return",
+            "default": 10
+          }
+        },
+        "required": [
+          "reasoning"
+        ]
+      }
+    },
+    {
+      "name": "analyze_path_potential",
+      "description": "Analyze where a road path leads and what opportunities exist ahead. USE THIS to plan road building - shows ports and valuable nodes 1-2 steps away!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your road-building strategy. Why analyze this path? What are you hoping to reach?"
+          },
+          "from_node": {
+            "type": "integer",
+            "description": "Starting node ID (where you currently have a settlement/road)"
+          },
+          "direction_node": {
+            "type": "integer",
+            "description": "Specific neighbor to analyze, or omit to see all directions",
+            "nullable": true
+          },
+          "max_depth": {
+            "type": "integer",
+            "description": "How many steps ahead to look (1 or 2)",
+            "default": 2
+          }
+        },
+        "required": [
+          "reasoning",
+          "from_node"
+        ]
+      }
+    }
+  ]
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_25.txt

@@ -0,0 +1,149 @@
+=== Prompt #25 for Hadar ===
+Timestamp: 2026-05-16T02:26:40.895696
+Active Turn: True
+
+--- What Happened ---
+Previous game event: ziv ended their turn
+It's your turn.
+Current required action: Start your turn by rolling the dice. You may use a development card before rolling if it is useful.
+
+--- Tools Available ---
+  - inspect_node: Get detailed information about a specific node on the board. USE THIS to verify ...
+  - find_best_nodes: Search for the best available nodes matching specific criteria. USE THIS instead...
+  - analyze_path_potential: Analyze where a road path leads and what opportunities exist ahead. USE THIS to ...
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+      "minLength": 120
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+      "maxLength": 120
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "string",
+          "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Previous game event: ziv ended their turn\nIt's your turn.\nCurrent required action: Start your turn by rolling the dice. You may use a development card before rolling if it is useful.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 2 possible actions. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+  },
+  "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"W\":1,\"S\":1},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Shon",
+        "message": "הנה, סוף סוף השגתי את הלבנה שהייתי צריך. אני בונה ב-18, לפחות עכשיו יהיה לי קצת ייצור לבנים משלי ולא אצטרך להתחנן לכל אחד."
+      },
+      {
+        "from": "Hadar",
+        "message": "תתחדש, באמת הגיע הזמן שתפסיק להתחנן ללבנים מכולם."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, לפחות ה-12 הזה עשה משהו למישהו, למרות שלי הוא לא עזר בכלל. אני אסיים את התור בינתיים, נראה מה יצא בסיבוב הבא."
+      },
+      {
+        "from": "Ziv",
+        "message": "טוב, בואו נראה אם הקוביות יחליטו לפנק קצת אחרי היובש הזה."
+      },
+      {
+        "from": "Hadar",
+        "message": "איזה תזמון ל-9... בדיוק כשהוא חסום."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, ה-9 הזה שחסמת לי באמת חונק את המשחק. יש לך אולי עץ מיותר? אני מוכן לתת כבשה בתמורה, אולי זה יעזור לי לזוז קצת למקום אחר."
+      },
+      {
+        "from": "Hadar",
+        "message": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+      },
+      {
+        "from": "Ziv",
+        "message": "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+      }
+    ],
+    "trade_context": "Recent trade history: You offered Shon 2 sheep for 1 wood; Shon rejected. You offered Shon 2 sheep for 1 brick; Shon accepted. Shon offered you 1 sheep for 1 wood; you rejected. Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected."
+  },
+  "memory": {
+    "note_from_last_turn": "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.",
+    "recent_notes": [
+      "שון התייצב על ייצור לבנים ב-18. זיו שקט מדי, בטח מתכנן את העיר הבאה או קונה קלפי פיתוח. אני עדיין צריכה חיטה וכבשה ליישוב הבא ב-35.",
+      "Ziv is blocked on 9 (Wheat) where he has a city. Shon gained wheat from his settlement on 18. I still need Wheat and Sheep for my next settlement at 35.",
+      "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.",
+      "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.",
+      "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35."
+    ]
+  },
+  "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": [
+      {
+        "type": "roll_dice",
+        "description": "Roll the dice",
+        "example_parameters": "{}"
+      },
+      {
+        "type": "use_dev_card",
+        "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+        "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+      }
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_26.json

@@ -0,0 +1,306 @@
+{
+  "request_number": 26,
+  "timestamp": "2026-05-16T02:27:13.938435",
+  "player_name": "Hadar",
+  "is_active_turn": true,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Hadar performed action: rolled the dice\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.\nCurrent dice result: 4 (1+3). Resource production uses this total.",
+      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 8 possible actions. For road placement, use analyze_path_potential to compare where candidate roads lead before choosing. For settlement placement, use find_best_nodes and inspect_node instead of manually decoding the board arrays. Treat nodes in state.bld and all adjacent nodes as unavailable. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+    },
+    "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[1,3],\"dice_total\":4},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"W\":2,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Hadar",
+          "message": "תתחדש, באמת הגיע הזמן שתפסיק להתחנן ללבנים מכולם."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, לפחות ה-12 הזה עשה משהו למישהו, למרות שלי הוא לא עזר בכלל. אני אסיים את התור בינתיים, נראה מה יצא בסיבוב הבא."
+        },
+        {
+          "from": "Ziv",
+          "message": "טוב, בואו נראה אם הקוביות יחליטו לפנק קצת אחרי היובש הזה."
+        },
+        {
+          "from": "Hadar",
+          "message": "איזה תזמון ל-9... בדיוק כשהוא חסום."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, ה-9 הזה שחסמת לי באמת חונק את המשחק. יש לך אולי עץ מיותר? אני מוכן לתת כבשה בתמורה, אולי זה יעזור לי לזוז קצת למקום אחר."
+        },
+        {
+          "from": "Hadar",
+          "message": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+        },
+        {
+          "from": "Ziv",
+          "message": "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+        },
+        {
+          "from": "Hadar",
+          "message": "טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם."
+        }
+      ],
+      "trade_context": "Recent trade history: You offered Shon 2 sheep for 1 wood; Shon rejected. You offered Shon 2 sheep for 1 brick; Shon accepted. Shon offered you 1 sheep for 1 wood; you rejected. Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected."
+    },
+    "memory": {
+      "note_from_last_turn": "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.",
+      "recent_notes": [
+        "Ziv is blocked on 9 (Wheat) where he has a city. Shon gained wheat from his settlement on 18. I still need Wheat and Sheep for my next settlement at 35.",
+        "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.",
+        "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.",
+        "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.",
+        "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat."
+      ]
+    },
+    "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": [
+        {
+          "type": "build_settlement",
+          "description": "Build a settlement at a node",
+          "example_parameters": "{\"node\": X}"
+        },
+        {
+          "type": "build_city",
+          "description": "Upgrade a settlement to a city",
+          "example_parameters": "{\"node\": X}"
+        },
+        {
+          "type": "build_road",
+          "description": "Build a road between two nodes",
+          "example_parameters": "{\"from\": X, \"to\": Y}"
+        },
+        {
+          "type": "trade_propose",
+          "description": "Propose a trade to other players",
+          "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+        },
+        {
+          "type": "trade_bank",
+          "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+          "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+        },
+        {
+          "type": "buy_dev_card",
+          "description": "Buy a development card",
+          "example_parameters": "{}"
+        },
+        {
+          "type": "use_dev_card",
+          "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+          "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+        },
+        {
+          "type": "end_turn",
+          "description": "End your turn",
+          "example_parameters": "{}"
+        }
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking",
+      "action"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+        "minLength": 120
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+        "maxLength": 120
+      },
+      "action": {
+        "type": "object",
+        "required": [
+          "type"
+        ],
+        "properties": {
+          "type": {
+            "type": "string",
+            "description": "The action type (must match one from allowed_actions in constraints)"
+          },
+          "parameters": {
+            "type": "string",
+            "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+          }
+        },
+        "propertyOrdering": [
+          "type",
+          "parameters"
+        ]
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud",
+      "action"
+    ]
+  },
+  "what_happened": "Hadar performed action: rolled the dice\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.",
+  "allowed_actions": [
+    {
+      "type": "build_settlement",
+      "description": "Build a settlement at a node",
+      "example_parameters": "{\"node\": X}"
+    },
+    {
+      "type": "build_city",
+      "description": "Upgrade a settlement to a city",
+      "example_parameters": "{\"node\": X}"
+    },
+    {
+      "type": "build_road",
+      "description": "Build a road between two nodes",
+      "example_parameters": "{\"from\": X, \"to\": Y}"
+    },
+    {
+      "type": "trade_propose",
+      "description": "Propose a trade to other players",
+      "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+    },
+    {
+      "type": "trade_bank",
+      "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+      "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+    },
+    {
+      "type": "buy_dev_card",
+      "description": "Buy a development card",
+      "example_parameters": "{}"
+    },
+    {
+      "type": "use_dev_card",
+      "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+      "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+    },
+    {
+      "type": "end_turn",
+      "description": "End your turn",
+      "example_parameters": "{}"
+    }
+  ],
+  "tools_schema": [
+    {
+      "name": "inspect_node",
+      "description": "Get detailed information about a specific node on the board. USE THIS to verify node data instead of trying to interpret Arrays N and H yourself - this prevents hallucinations!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain WHY you're inspecting this specific node. What are you trying to verify or learn?"
+          },
+          "node_id": {
+            "type": "integer",
+            "description": "The node ID to inspect (e.g., 10, 18, 40)"
+          }
+        },
+        "required": [
+          "reasoning",
+          "node_id"
+        ]
+      }
+    },
+    {
+      "name": "find_best_nodes",
+      "description": "Search for the best available nodes matching specific criteria. USE THIS instead of manually scanning the board - prevents missing opportunities!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your search strategy. What kind of position are you looking for and why?"
+          },
+          "min_pips": {
+            "type": "integer",
+            "description": "Minimum total pip value (probability). Good nodes have 10+, excellent have 12+",
+            "default": 0
+          },
+          "must_have_resource": {
+            "type": "string",
+            "description": "Required resource type (e.g., 'Wheat', 'Ore', 'Brick', 'Wood', 'Sheep')",
+            "nullable": true
+          },
+          "exclude_blocked": {
+            "type": "boolean",
+            "description": "Skip nodes that cannot be built on (occupied or too close to other buildings)",
+            "default": true
+          },
+          "prefer_port": {
+            "type": "boolean",
+            "description": "Prioritize nodes with port access",
+            "default": false
+          },
+          "limit": {
+            "type": "integer",
+            "description": "Maximum number of results to return",
+            "default": 10
+          }
+        },
+        "required": [
+          "reasoning"
+        ]
+      }
+    },
+    {
+      "name": "analyze_path_potential",
+      "description": "Analyze where a road path leads and what opportunities exist ahead. USE THIS to plan road building - shows ports and valuable nodes 1-2 steps away!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your road-building strategy. Why analyze this path? What are you hoping to reach?"
+          },
+          "from_node": {
+            "type": "integer",
+            "description": "Starting node ID (where you currently have a settlement/road)"
+          },
+          "direction_node": {
+            "type": "integer",
+            "description": "Specific neighbor to analyze, or omit to see all directions",
+            "nullable": true
+          },
+          "max_depth": {
+            "type": "integer",
+            "description": "How many steps ahead to look (1 or 2)",
+            "default": 2
+          }
+        },
+        "required": [
+          "reasoning",
+          "from_node"
+        ]
+      }
+    }
+  ]
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_26.txt

@@ -0,0 +1,178 @@
+=== Prompt #26 for Hadar ===
+Timestamp: 2026-05-16T02:27:13.940658
+Active Turn: True
+
+--- What Happened ---
+Hadar performed action: rolled the dice
+Current required action: Your turn - build, trade, or end turn. Type 'help' for commands.
+
+--- Tools Available ---
+  - inspect_node: Get detailed information about a specific node on the board. USE THIS to verify ...
+  - find_best_nodes: Search for the best available nodes matching specific criteria. USE THIS instead...
+  - analyze_path_potential: Analyze where a road path leads and what opportunities exist ahead. USE THIS to ...
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+      "minLength": 120
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+      "maxLength": 120
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "string",
+          "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Hadar performed action: rolled the dice\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.\nCurrent dice result: 4 (1+3). Resource production uses this total.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 8 possible actions. For road placement, use analyze_path_potential to compare where candidate roads lead before choosing. For settlement placement, use find_best_nodes and inspect_node instead of manually decoding the board arrays. Treat nodes in state.bld and all adjacent nodes as unavailable. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+  },
+  "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[1,3],\"dice_total\":4},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"W\":2,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Hadar",
+        "message": "תתחדש, באמת הגיע הזמן שתפסיק להתחנן ללבנים מכולם."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, לפחות ה-12 הזה עשה משהו למישהו, למרות שלי הוא לא עזר בכלל. אני אסיים את התור בינתיים, נראה מה יצא בסיבוב הבא."
+      },
+      {
+        "from": "Ziv",
+        "message": "טוב, בואו נראה אם הקוביות יחליטו לפנק קצת אחרי היובש הזה."
+      },
+      {
+        "from": "Hadar",
+        "message": "איזה תזמון ל-9... בדיוק כשהוא חסום."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, ה-9 הזה שחסמת לי באמת חונק את המשחק. יש לך אולי עץ מיותר? אני מוכן לתת כבשה בתמורה, אולי זה יעזור לי לזוז קצת למקום אחר."
+      },
+      {
+        "from": "Hadar",
+        "message": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+      },
+      {
+        "from": "Ziv",
+        "message": "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+      },
+      {
+        "from": "Hadar",
+        "message": "טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם."
+      }
+    ],
+    "trade_context": "Recent trade history: You offered Shon 2 sheep for 1 wood; Shon rejected. You offered Shon 2 sheep for 1 brick; Shon accepted. Shon offered you 1 sheep for 1 wood; you rejected. Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected."
+  },
+  "memory": {
+    "note_from_last_turn": "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.",
+    "recent_notes": [
+      "Ziv is blocked on 9 (Wheat) where he has a city. Shon gained wheat from his settlement on 18. I still need Wheat and Sheep for my next settlement at 35.",
+      "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.",
+      "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.",
+      "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.",
+      "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat."
+    ]
+  },
+  "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": [
+      {
+        "type": "build_settlement",
+        "description": "Build a settlement at a node",
+        "example_parameters": "{\"node\": X}"
+      },
+      {
+        "type": "build_city",
+        "description": "Upgrade a settlement to a city",
+        "example_parameters": "{\"node\": X}"
+      },
+      {
+        "type": "build_road",
+        "description": "Build a road between two nodes",
+        "example_parameters": "{\"from\": X, \"to\": Y}"
+      },
+      {
+        "type": "trade_propose",
+        "description": "Propose a trade to other players",
+        "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+      },
+      {
+        "type": "trade_bank",
+        "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+        "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+      },
+      {
+        "type": "buy_dev_card",
+        "description": "Buy a development card",
+        "example_parameters": "{}"
+      },
+      {
+        "type": "use_dev_card",
+        "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+        "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+      },
+      {
+        "type": "end_turn",
+        "description": "End your turn",
+        "example_parameters": "{}"
+      }
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_27.json

@@ -0,0 +1,306 @@
+{
+  "request_number": 27,
+  "timestamp": "2026-05-16T02:28:40.226702",
+  "player_name": "Hadar",
+  "is_active_turn": true,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Your previous action failed: TRADE_PROPOSE {'offer': {'sheep': 1}, 'request': {'wheat': 1}, 'target_player': 1, '_ai_say_outloud': 'שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע.', 'trade_id': 'trade_30_15', 'trade_status': 'rejected'}. Error: Shon rejected your trade offer\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.\nCurrent dice result: 4 (1+3). Resource production uses this total.",
+      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 8 possible actions. For road placement, use analyze_path_potential to compare where candidate roads lead before choosing. For settlement placement, use find_best_nodes and inspect_node instead of manually decoding the board arrays. Treat nodes in state.bld and all adjacent nodes as unavailable. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+    },
+    "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[1,3],\"dice_total\":4},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"W\":2,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Ziv",
+          "message": "טוב, בואו נראה אם הקוביות יחליטו לפנק קצת אחרי היובש הזה."
+        },
+        {
+          "from": "Hadar",
+          "message": "איזה תזמון ל-9... בדיוק כשהוא ח��ום."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, ה-9 הזה שחסמת לי באמת חונק את המשחק. יש לך אולי עץ מיותר? אני מוכן לתת כבשה בתמורה, אולי זה יעזור לי לזוז קצת למקום אחר."
+        },
+        {
+          "from": "Hadar",
+          "message": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+        },
+        {
+          "from": "Ziv",
+          "message": "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+        },
+        {
+          "from": "Hadar",
+          "message": "טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע."
+        },
+        {
+          "from": "Shon",
+          "message": "הצעה הוגנת הדר, אבל אני שומר את החיטה לסיבוב הבא, אני חייב אותה לתוכניות שלי. אולי בפעם אחרת."
+        }
+      ],
+      "trade_context": "Recent trade history: You offered Shon 2 sheep for 1 brick; Shon accepted. Shon offered you 1 sheep for 1 wood; you rejected. Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected."
+    },
+    "memory": {
+      "note_from_last_turn": "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.",
+      "recent_notes": [
+        "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.",
+        "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.",
+        "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.",
+        "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.",
+        "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn."
+      ]
+    },
+    "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": [
+        {
+          "type": "build_settlement",
+          "description": "Build a settlement at a node",
+          "example_parameters": "{\"node\": X}"
+        },
+        {
+          "type": "build_city",
+          "description": "Upgrade a settlement to a city",
+          "example_parameters": "{\"node\": X}"
+        },
+        {
+          "type": "build_road",
+          "description": "Build a road between two nodes",
+          "example_parameters": "{\"from\": X, \"to\": Y}"
+        },
+        {
+          "type": "trade_propose",
+          "description": "Propose a trade to other players",
+          "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+        },
+        {
+          "type": "trade_bank",
+          "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+          "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+        },
+        {
+          "type": "buy_dev_card",
+          "description": "Buy a development card",
+          "example_parameters": "{}"
+        },
+        {
+          "type": "use_dev_card",
+          "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+          "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+        },
+        {
+          "type": "end_turn",
+          "description": "End your turn",
+          "example_parameters": "{}"
+        }
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking",
+      "action"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+        "minLength": 120
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+        "maxLength": 120
+      },
+      "action": {
+        "type": "object",
+        "required": [
+          "type"
+        ],
+        "properties": {
+          "type": {
+            "type": "string",
+            "description": "The action type (must match one from allowed_actions in constraints)"
+          },
+          "parameters": {
+            "type": "string",
+            "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+          }
+        },
+        "propertyOrdering": [
+          "type",
+          "parameters"
+        ]
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud",
+      "action"
+    ]
+  },
+  "what_happened": "Your previous action failed: TRADE_PROPOSE {'offer': {'sheep': 1}, 'request': {'wheat': 1}, 'target_player': 1, '_ai_say_outloud': 'שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע.', 'trade_id': 'trade_30_15', 'trade_status': 'rejected'}. Error: Shon rejected your trade offer\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.",
+  "allowed_actions": [
+    {
+      "type": "build_settlement",
+      "description": "Build a settlement at a node",
+      "example_parameters": "{\"node\": X}"
+    },
+    {
+      "type": "build_city",
+      "description": "Upgrade a settlement to a city",
+      "example_parameters": "{\"node\": X}"
+    },
+    {
+      "type": "build_road",
+      "description": "Build a road between two nodes",
+      "example_parameters": "{\"from\": X, \"to\": Y}"
+    },
+    {
+      "type": "trade_propose",
+      "description": "Propose a trade to other players",
+      "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+    },
+    {
+      "type": "trade_bank",
+      "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+      "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+    },
+    {
+      "type": "buy_dev_card",
+      "description": "Buy a development card",
+      "example_parameters": "{}"
+    },
+    {
+      "type": "use_dev_card",
+      "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+      "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+    },
+    {
+      "type": "end_turn",
+      "description": "End your turn",
+      "example_parameters": "{}"
+    }
+  ],
+  "tools_schema": [
+    {
+      "name": "inspect_node",
+      "description": "Get detailed information about a specific node on the board. USE THIS to verify node data instead of trying to interpret Arrays N and H yourself - this prevents hallucinations!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain WHY you're inspecting this specific node. What are you trying to verify or learn?"
+          },
+          "node_id": {
+            "type": "integer",
+            "description": "The node ID to inspect (e.g., 10, 18, 40)"
+          }
+        },
+        "required": [
+          "reasoning",
+          "node_id"
+        ]
+      }
+    },
+    {
+      "name": "find_best_nodes",
+      "description": "Search for the best available nodes matching specific criteria. USE THIS instead of manually scanning the board - prevents missing opportunities!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your search strategy. What kind of position are you looking for and why?"
+          },
+          "min_pips": {
+            "type": "integer",
+            "description": "Minimum total pip value (probability). Good nodes have 10+, excellent have 12+",
+            "default": 0
+          },
+          "must_have_resource": {
+            "type": "string",
+            "description": "Required resource type (e.g., 'Wheat', 'Ore', 'Brick', 'Wood', 'Sheep')",
+            "nullable": true
+          },
+          "exclude_blocked": {
+            "type": "boolean",
+            "description": "Skip nodes that cannot be built on (occupied or too close to other buildings)",
+            "default": true
+          },
+          "prefer_port": {
+            "type": "boolean",
+            "description": "Prioritize nodes with port access",
+            "default": false
+          },
+          "limit": {
+            "type": "integer",
+            "description": "Maximum number of results to return",
+            "default": 10
+          }
+        },
+        "required": [
+          "reasoning"
+        ]
+      }
+    },
+    {
+      "name": "analyze_path_potential",
+      "description": "Analyze where a road path leads and what opportunities exist ahead. USE THIS to plan road building - shows ports and valuable nodes 1-2 steps away!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your road-building strategy. Why analyze this path? What are you hoping to reach?"
+          },
+          "from_node": {
+            "type": "integer",
+            "description": "Starting node ID (where you currently have a settlement/road)"
+          },
+          "direction_node": {
+            "type": "integer",
+            "description": "Specific neighbor to analyze, or omit to see all directions",
+            "nullable": true
+          },
+          "max_depth": {
+            "type": "integer",
+            "description": "How many steps ahead to look (1 or 2)",
+            "default": 2
+          }
+        },
+        "required": [
+          "reasoning",
+          "from_node"
+        ]
+      }
+    }
+  ]
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_27.txt

@@ -0,0 +1,178 @@
+=== Prompt #27 for Hadar ===
+Timestamp: 2026-05-16T02:28:40.227944
+Active Turn: True
+
+--- What Happened ---
+Your previous action failed: TRADE_PROPOSE {'offer': {'sheep': 1}, 'request': {'wheat': 1}, 'target_player': 1, '_ai_say_outloud': 'שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע.', 'trade_id': 'trade_30_15', 'trade_status': 'rejected'}. Error: Shon rejected your trade offer
+Current required action: Your turn - build, trade, or end turn. Type 'help' for commands.
+
+--- Tools Available ---
+  - inspect_node: Get detailed information about a specific node on the board. USE THIS to verify ...
+  - find_best_nodes: Search for the best available nodes matching specific criteria. USE THIS instead...
+  - analyze_path_potential: Analyze where a road path leads and what opportunities exist ahead. USE THIS to ...
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+      "minLength": 120
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+      "maxLength": 120
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "string",
+          "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Your previous action failed: TRADE_PROPOSE {'offer': {'sheep': 1}, 'request': {'wheat': 1}, 'target_player': 1, '_ai_say_outloud': 'שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע.', 'trade_id': 'trade_30_15', 'trade_status': 'rejected'}. Error: Shon rejected your trade offer\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.\nCurrent dice result: 4 (1+3). Resource production uses this total.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 8 possible actions. For road placement, use analyze_path_potential to compare where candidate roads lead before choosing. For settlement placement, use find_best_nodes and inspect_node instead of manually decoding the board arrays. Treat nodes in state.bld and all adjacent nodes as unavailable. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+  },
+  "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[1,3],\"dice_total\":4},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"W\":2,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Ziv",
+        "message": "טוב, בואו נראה אם הקוביות יחליטו לפנק קצת אחרי היובש הזה."
+      },
+      {
+        "from": "Hadar",
+        "message": "איזה תזמון ל-9... בדיוק כשהוא חסום."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, ה-9 הזה שחסמת לי באמת חונק את המשחק. יש לך אולי עץ מיותר? אני מוכן לתת כבשה בתמורה, אולי זה יעזור לי לזוז קצת למקום אחר."
+      },
+      {
+        "from": "Hadar",
+        "message": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+      },
+      {
+        "from": "Ziv",
+        "message": "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+      },
+      {
+        "from": "Hadar",
+        "message": "טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע."
+      },
+      {
+        "from": "Shon",
+        "message": "הצעה הוגנת הדר, אבל אני שומר את החיטה לסיבוב הבא, אני חייב אותה לתוכניות שלי. אולי בפעם אחרת."
+      }
+    ],
+    "trade_context": "Recent trade history: You offered Shon 2 sheep for 1 brick; Shon accepted. Shon offered you 1 sheep for 1 wood; you rejected. Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected."
+  },
+  "memory": {
+    "note_from_last_turn": "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.",
+    "recent_notes": [
+      "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.",
+      "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.",
+      "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.",
+      "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.",
+      "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn."
+    ]
+  },
+  "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": [
+      {
+        "type": "build_settlement",
+        "description": "Build a settlement at a node",
+        "example_parameters": "{\"node\": X}"
+      },
+      {
+        "type": "build_city",
+        "description": "Upgrade a settlement to a city",
+        "example_parameters": "{\"node\": X}"
+      },
+      {
+        "type": "build_road",
+        "description": "Build a road between two nodes",
+        "example_parameters": "{\"from\": X, \"to\": Y}"
+      },
+      {
+        "type": "trade_propose",
+        "description": "Propose a trade to other players",
+        "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+      },
+      {
+        "type": "trade_bank",
+        "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+        "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+      },
+      {
+        "type": "buy_dev_card",
+        "description": "Buy a development card",
+        "example_parameters": "{}"
+      },
+      {
+        "type": "use_dev_card",
+        "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+        "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+      },
+      {
+        "type": "end_turn",
+        "description": "End your turn",
+        "example_parameters": "{}"
+      }
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_28.json

@@ -0,0 +1,306 @@
+{
+  "request_number": 28,
+  "timestamp": "2026-05-16T02:29:35.239821",
+  "player_name": "Hadar",
+  "is_active_turn": true,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Your previous action failed: TRADE_PROPOSE {'offer': {'sheep': 1}, 'request': {'wheat': 1}, 'target_player': 2, '_ai_say_outloud': 'זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים.', 'trade_id': 'trade_30_16', 'trade_status': 'rejected'}. Error: Ziv rejected your trade offer\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.\nCurrent dice result: 4 (1+3). Resource production uses this total.",
+      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 8 possible actions. For road placement, use analyze_path_potential to compare where candidate roads lead before choosing. For settlement placement, use find_best_nodes and inspect_node instead of manually decoding the board arrays. Treat nodes in state.bld and all adjacent nodes as unavailable. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+    },
+    "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[1,3],\"dice_total\":4},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"W\":2,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Ziv",
+          "message": "הדר, ה-9 הזה שחסמת לי באמת חונק את המשחק. יש לך אולי עץ מיותר? אני מוכן לתת כבשה בתמורה, אולי זה יעזור לי לזוז קצת למקום אחר."
+        },
+        {
+          "from": "Hadar",
+          "message": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+        },
+        {
+          "from": "Ziv",
+          "message": "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+        },
+        {
+          "from": "Hadar",
+          "message": "טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע."
+        },
+        {
+          "from": "Shon",
+          "message": "הצעה הוגנת הדר, אבל אני שומר את החיטה לסיבוב הבא, אני חייב אותה לתוכניות שלי. אולי בפעם אחרת."
+        },
+        {
+          "from": "Hadar",
+          "message": "זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, הייתי שמח לעזור אבל החיטה הזאת היא היחידה שיש לי כרגע, וה-9 שלי עדיין חסום... אני חייב לשמור אותה כדי שיהיה לי סיכוי להתקדם."
+        }
+      ],
+      "trade_context": "Recent trade history: Shon offered you 1 sheep for 1 wood; you rejected. Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected."
+    },
+    "memory": {
+      "note_from_last_turn": "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.",
+      "recent_notes": [
+        "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.",
+        "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.",
+        "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.",
+        "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.",
+        "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35."
+      ]
+    },
+    "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": [
+        {
+          "type": "build_settlement",
+          "description": "Build a settlement at a node",
+          "example_parameters": "{\"node\": X}"
+        },
+        {
+          "type": "build_city",
+          "description": "Upgrade a settlement to a city",
+          "example_parameters": "{\"node\": X}"
+        },
+        {
+          "type": "build_road",
+          "description": "Build a road between two nodes",
+          "example_parameters": "{\"from\": X, \"to\": Y}"
+        },
+        {
+          "type": "trade_propose",
+          "description": "Propose a trade to other players",
+          "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+        },
+        {
+          "type": "trade_bank",
+          "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+          "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+        },
+        {
+          "type": "buy_dev_card",
+          "description": "Buy a development card",
+          "example_parameters": "{}"
+        },
+        {
+          "type": "use_dev_card",
+          "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+          "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+        },
+        {
+          "type": "end_turn",
+          "description": "End your turn",
+          "example_parameters": "{}"
+        }
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking",
+      "action"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+        "minLength": 120
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+        "maxLength": 120
+      },
+      "action": {
+        "type": "object",
+        "required": [
+          "type"
+        ],
+        "properties": {
+          "type": {
+            "type": "string",
+            "description": "The action type (must match one from allowed_actions in constraints)"
+          },
+          "parameters": {
+            "type": "string",
+            "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+          }
+        },
+        "propertyOrdering": [
+          "type",
+          "parameters"
+        ]
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud",
+      "action"
+    ]
+  },
+  "what_happened": "Your previous action failed: TRADE_PROPOSE {'offer': {'sheep': 1}, 'request': {'wheat': 1}, 'target_player': 2, '_ai_say_outloud': 'זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים.', 'trade_id': 'trade_30_16', 'trade_status': 'rejected'}. Error: Ziv rejected your trade offer\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.",
+  "allowed_actions": [
+    {
+      "type": "build_settlement",
+      "description": "Build a settlement at a node",
+      "example_parameters": "{\"node\": X}"
+    },
+    {
+      "type": "build_city",
+      "description": "Upgrade a settlement to a city",
+      "example_parameters": "{\"node\": X}"
+    },
+    {
+      "type": "build_road",
+      "description": "Build a road between two nodes",
+      "example_parameters": "{\"from\": X, \"to\": Y}"
+    },
+    {
+      "type": "trade_propose",
+      "description": "Propose a trade to other players",
+      "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+    },
+    {
+      "type": "trade_bank",
+      "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+      "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+    },
+    {
+      "type": "buy_dev_card",
+      "description": "Buy a development card",
+      "example_parameters": "{}"
+    },
+    {
+      "type": "use_dev_card",
+      "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+      "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+    },
+    {
+      "type": "end_turn",
+      "description": "End your turn",
+      "example_parameters": "{}"
+    }
+  ],
+  "tools_schema": [
+    {
+      "name": "inspect_node",
+      "description": "Get detailed information about a specific node on the board. USE THIS to verify node data instead of trying to interpret Arrays N and H yourself - this prevents hallucinations!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain WHY you're inspecting this specific node. What are you trying to verify or learn?"
+          },
+          "node_id": {
+            "type": "integer",
+            "description": "The node ID to inspect (e.g., 10, 18, 40)"
+          }
+        },
+        "required": [
+          "reasoning",
+          "node_id"
+        ]
+      }
+    },
+    {
+      "name": "find_best_nodes",
+      "description": "Search for the best available nodes matching specific criteria. USE THIS instead of manually scanning the board - prevents missing opportunities!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your search strategy. What kind of position are you looking for and why?"
+          },
+          "min_pips": {
+            "type": "integer",
+            "description": "Minimum total pip value (probability). Good nodes have 10+, excellent have 12+",
+            "default": 0
+          },
+          "must_have_resource": {
+            "type": "string",
+            "description": "Required resource type (e.g., 'Wheat', 'Ore', 'Brick', 'Wood', 'Sheep')",
+            "nullable": true
+          },
+          "exclude_blocked": {
+            "type": "boolean",
+            "description": "Skip nodes that cannot be built on (occupied or too close to other buildings)",
+            "default": true
+          },
+          "prefer_port": {
+            "type": "boolean",
+            "description": "Prioritize nodes with port access",
+            "default": false
+          },
+          "limit": {
+            "type": "integer",
+            "description": "Maximum number of results to return",
+            "default": 10
+          }
+        },
+        "required": [
+          "reasoning"
+        ]
+      }
+    },
+    {
+      "name": "analyze_path_potential",
+      "description": "Analyze where a road path leads and what opportunities exist ahead. USE THIS to plan road building - shows ports and valuable nodes 1-2 steps away!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your road-building strategy. Why analyze this path? What are you hoping to reach?"
+          },
+          "from_node": {
+            "type": "integer",
+            "description": "Starting node ID (where you currently have a settlement/road)"
+          },
+          "direction_node": {
+            "type": "integer",
+            "description": "Specific neighbor to analyze, or omit to see all directions",
+            "nullable": true
+          },
+          "max_depth": {
+            "type": "integer",
+            "description": "How many steps ahead to look (1 or 2)",
+            "default": 2
+          }
+        },
+        "required": [
+          "reasoning",
+          "from_node"
+        ]
+      }
+    }
+  ]
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_28.txt

@@ -0,0 +1,178 @@
+=== Prompt #28 for Hadar ===
+Timestamp: 2026-05-16T02:29:35.241398
+Active Turn: True
+
+--- What Happened ---
+Your previous action failed: TRADE_PROPOSE {'offer': {'sheep': 1}, 'request': {'wheat': 1}, 'target_player': 2, '_ai_say_outloud': 'זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים.', 'trade_id': 'trade_30_16', 'trade_status': 'rejected'}. Error: Ziv rejected your trade offer
+Current required action: Your turn - build, trade, or end turn. Type 'help' for commands.
+
+--- Tools Available ---
+  - inspect_node: Get detailed information about a specific node on the board. USE THIS to verify ...
+  - find_best_nodes: Search for the best available nodes matching specific criteria. USE THIS instead...
+  - analyze_path_potential: Analyze where a road path leads and what opportunities exist ahead. USE THIS to ...
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+      "minLength": 120
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+      "maxLength": 120
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "string",
+          "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Your previous action failed: TRADE_PROPOSE {'offer': {'sheep': 1}, 'request': {'wheat': 1}, 'target_player': 2, '_ai_say_outloud': 'זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים.', 'trade_id': 'trade_30_16', 'trade_status': 'rejected'}. Error: Ziv rejected your trade offer\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.\nCurrent dice result: 4 (1+3). Resource production uses this total.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 8 possible actions. For road placement, use analyze_path_potential to compare where candidate roads lead before choosing. For settlement placement, use find_best_nodes and inspect_node instead of manually decoding the board arrays. Treat nodes in state.bld and all adjacent nodes as unavailable. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+  },
+  "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[1,3],\"dice_total\":4},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"W\":2,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Ziv",
+        "message": "הדר, ה-9 הזה שחסמת לי באמת חונק את המשחק. יש לך אולי עץ מיותר? אני מוכן לתת כבשה בתמורה, אולי זה יעזור לי לזוז קצת למקום אחר."
+      },
+      {
+        "from": "Hadar",
+        "message": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+      },
+      {
+        "from": "Ziv",
+        "message": "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+      },
+      {
+        "from": "Hadar",
+        "message": "טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע."
+      },
+      {
+        "from": "Shon",
+        "message": "הצעה הוגנת הדר, אבל אני שומר את החיטה לסיבוב הבא, אני חייב אותה לתוכניות שלי. אולי בפעם אחרת."
+      },
+      {
+        "from": "Hadar",
+        "message": "זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, הייתי שמח לעזור אבל החיטה הזאת היא היחידה שיש לי כרגע, וה-9 שלי עדיין חסום... אני חייב לשמור אותה כדי שיהיה לי סיכוי להתקדם."
+      }
+    ],
+    "trade_context": "Recent trade history: Shon offered you 1 sheep for 1 wood; you rejected. Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected."
+  },
+  "memory": {
+    "note_from_last_turn": "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.",
+    "recent_notes": [
+      "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.",
+      "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.",
+      "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.",
+      "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.",
+      "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35."
+    ]
+  },
+  "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": [
+      {
+        "type": "build_settlement",
+        "description": "Build a settlement at a node",
+        "example_parameters": "{\"node\": X}"
+      },
+      {
+        "type": "build_city",
+        "description": "Upgrade a settlement to a city",
+        "example_parameters": "{\"node\": X}"
+      },
+      {
+        "type": "build_road",
+        "description": "Build a road between two nodes",
+        "example_parameters": "{\"from\": X, \"to\": Y}"
+      },
+      {
+        "type": "trade_propose",
+        "description": "Propose a trade to other players",
+        "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+      },
+      {
+        "type": "trade_bank",
+        "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+        "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+      },
+      {
+        "type": "buy_dev_card",
+        "description": "Buy a development card",
+        "example_parameters": "{}"
+      },
+      {
+        "type": "use_dev_card",
+        "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+        "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+      },
+      {
+        "type": "end_turn",
+        "description": "End your turn",
+        "example_parameters": "{}"
+      }
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_29.json

@@ -0,0 +1,306 @@
+{
+  "request_number": 29,
+  "timestamp": "2026-05-16T02:31:27.157926",
+  "player_name": "Hadar",
+  "is_active_turn": true,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "hadar proposed a trade\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.\nCurrent dice result: 4 (1+3). Resource production uses this total.",
+      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 8 possible actions. For road placement, use analyze_path_potential to compare where candidate roads lead before choosing. For settlement placement, use find_best_nodes and inspect_node instead of manually decoding the board arrays. Treat nodes in state.bld and all adjacent nodes as unavailable. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+    },
+    "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[1,3],\"dice_total\":4},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":1,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Ziv",
+          "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+        },
+        {
+          "from": "Ziv",
+          "message": "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיי�� את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+        },
+        {
+          "from": "Hadar",
+          "message": "טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע."
+        },
+        {
+          "from": "Shon",
+          "message": "הצעה הוגנת הדר, אבל אני שומר את החיטה לסיבוב הבא, אני חייב אותה לתוכניות שלי. אולי בפעם אחרת."
+        },
+        {
+          "from": "Hadar",
+          "message": "זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, הייתי שמח לעזור אבל החיטה הזאת היא היחידה שיש לי כרגע, וה-9 שלי עדיין חסום... אני חייב לשמור אותה כדי שיהיה לי סיכוי להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "שון, אולי תרצה עץ בתמורה לחיטה? ראיתי שאתה שומר אותה, אבל עץ יכול לעזור לך להתקדם בבנייה של הדרכים או היישוב הבא שלך."
+        },
+        {
+          "from": "Shon",
+          "message": "הצעה טובה, הדר. עץ באמת יעזור לי עכשיו לצאת מהתקיעות ולבנות משהו. בואי נסגור על זה."
+        }
+      ],
+      "trade_context": "Recent trade history: Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted."
+    },
+    "memory": {
+      "note_from_last_turn": "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).",
+      "recent_notes": [
+        "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.",
+        "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.",
+        "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.",
+        "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.",
+        "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3)."
+      ]
+    },
+    "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": [
+        {
+          "type": "build_settlement",
+          "description": "Build a settlement at a node",
+          "example_parameters": "{\"node\": X}"
+        },
+        {
+          "type": "build_city",
+          "description": "Upgrade a settlement to a city",
+          "example_parameters": "{\"node\": X}"
+        },
+        {
+          "type": "build_road",
+          "description": "Build a road between two nodes",
+          "example_parameters": "{\"from\": X, \"to\": Y}"
+        },
+        {
+          "type": "trade_propose",
+          "description": "Propose a trade to other players",
+          "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+        },
+        {
+          "type": "trade_bank",
+          "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+          "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+        },
+        {
+          "type": "buy_dev_card",
+          "description": "Buy a development card",
+          "example_parameters": "{}"
+        },
+        {
+          "type": "use_dev_card",
+          "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+          "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+        },
+        {
+          "type": "end_turn",
+          "description": "End your turn",
+          "example_parameters": "{}"
+        }
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking",
+      "action"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+        "minLength": 120
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+        "maxLength": 120
+      },
+      "action": {
+        "type": "object",
+        "required": [
+          "type"
+        ],
+        "properties": {
+          "type": {
+            "type": "string",
+            "description": "The action type (must match one from allowed_actions in constraints)"
+          },
+          "parameters": {
+            "type": "string",
+            "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+          }
+        },
+        "propertyOrdering": [
+          "type",
+          "parameters"
+        ]
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud",
+      "action"
+    ]
+  },
+  "what_happened": "hadar proposed a trade\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.",
+  "allowed_actions": [
+    {
+      "type": "build_settlement",
+      "description": "Build a settlement at a node",
+      "example_parameters": "{\"node\": X}"
+    },
+    {
+      "type": "build_city",
+      "description": "Upgrade a settlement to a city",
+      "example_parameters": "{\"node\": X}"
+    },
+    {
+      "type": "build_road",
+      "description": "Build a road between two nodes",
+      "example_parameters": "{\"from\": X, \"to\": Y}"
+    },
+    {
+      "type": "trade_propose",
+      "description": "Propose a trade to other players",
+      "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+    },
+    {
+      "type": "trade_bank",
+      "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+      "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+    },
+    {
+      "type": "buy_dev_card",
+      "description": "Buy a development card",
+      "example_parameters": "{}"
+    },
+    {
+      "type": "use_dev_card",
+      "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+      "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+    },
+    {
+      "type": "end_turn",
+      "description": "End your turn",
+      "example_parameters": "{}"
+    }
+  ],
+  "tools_schema": [
+    {
+      "name": "inspect_node",
+      "description": "Get detailed information about a specific node on the board. USE THIS to verify node data instead of trying to interpret Arrays N and H yourself - this prevents hallucinations!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain WHY you're inspecting this specific node. What are you trying to verify or learn?"
+          },
+          "node_id": {
+            "type": "integer",
+            "description": "The node ID to inspect (e.g., 10, 18, 40)"
+          }
+        },
+        "required": [
+          "reasoning",
+          "node_id"
+        ]
+      }
+    },
+    {
+      "name": "find_best_nodes",
+      "description": "Search for the best available nodes matching specific criteria. USE THIS instead of manually scanning the board - prevents missing opportunities!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your search strategy. What kind of position are you looking for and why?"
+          },
+          "min_pips": {
+            "type": "integer",
+            "description": "Minimum total pip value (probability). Good nodes have 10+, excellent have 12+",
+            "default": 0
+          },
+          "must_have_resource": {
+            "type": "string",
+            "description": "Required resource type (e.g., 'Wheat', 'Ore', 'Brick', 'Wood', 'Sheep')",
+            "nullable": true
+          },
+          "exclude_blocked": {
+            "type": "boolean",
+            "description": "Skip nodes that cannot be built on (occupied or too close to other buildings)",
+            "default": true
+          },
+          "prefer_port": {
+            "type": "boolean",
+            "description": "Prioritize nodes with port access",
+            "default": false
+          },
+          "limit": {
+            "type": "integer",
+            "description": "Maximum number of results to return",
+            "default": 10
+          }
+        },
+        "required": [
+          "reasoning"
+        ]
+      }
+    },
+    {
+      "name": "analyze_path_potential",
+      "description": "Analyze where a road path leads and what opportunities exist ahead. USE THIS to plan road building - shows ports and valuable nodes 1-2 steps away!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your road-building strategy. Why analyze this path? What are you hoping to reach?"
+          },
+          "from_node": {
+            "type": "integer",
+            "description": "Starting node ID (where you currently have a settlement/road)"
+          },
+          "direction_node": {
+            "type": "integer",
+            "description": "Specific neighbor to analyze, or omit to see all directions",
+            "nullable": true
+          },
+          "max_depth": {
+            "type": "integer",
+            "description": "How many steps ahead to look (1 or 2)",
+            "default": 2
+          }
+        },
+        "required": [
+          "reasoning",
+          "from_node"
+        ]
+      }
+    }
+  ]
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_29.txt

@@ -0,0 +1,178 @@
+=== Prompt #29 for Hadar ===
+Timestamp: 2026-05-16T02:31:27.159843
+Active Turn: True
+
+--- What Happened ---
+hadar proposed a trade
+Current required action: Your turn - build, trade, or end turn. Type 'help' for commands.
+
+--- Tools Available ---
+  - inspect_node: Get detailed information about a specific node on the board. USE THIS to verify ...
+  - find_best_nodes: Search for the best available nodes matching specific criteria. USE THIS instead...
+  - analyze_path_potential: Analyze where a road path leads and what opportunities exist ahead. USE THIS to ...
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+      "minLength": 120
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+      "maxLength": 120
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "string",
+          "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "hadar proposed a trade\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.\nCurrent dice result: 4 (1+3). Resource production uses this total.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 8 possible actions. For road placement, use analyze_path_potential to compare where candidate roads lead before choosing. For settlement placement, use find_best_nodes and inspect_node instead of manually decoding the board arrays. Treat nodes in state.bld and all adjacent nodes as unavailable. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+  },
+  "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[1,3],\"dice_total\":4},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":1,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"W\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Ziv",
+        "message": "הדר, יש לך אולי לבנה מיותרת? אני יכול לתת חיטה בתמורה. השודד הזה על ה-9 באמת תוקע אותי ומונע ממני להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע."
+      },
+      {
+        "from": "Ziv",
+        "message": "טוב, נראה שכולנו באותה סירה בלי לבנים כרגע. אני אסיים את התור ונקווה שהמספרים הבאים יהיו קצת יותר מוצלחים."
+      },
+      {
+        "from": "Hadar",
+        "message": "טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע."
+      },
+      {
+        "from": "Shon",
+        "message": "הצעה הוגנת הדר, אבל אני שומר את החיטה לסיבוב הבא, אני חייב אותה לתוכניות שלי. אולי בפעם אחרת."
+      },
+      {
+        "from": "Hadar",
+        "message": "זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, הייתי שמח לעזור אבל החיטה הזאת היא היחידה שיש לי כרגע, וה-9 שלי עדיין חסום... אני חייב לשמור אותה כדי שיהיה לי סיכוי להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "שון, אולי תרצה עץ בתמורה לחיטה? ראיתי שאתה שומר אותה, אבל עץ יכול לעזור לך להתקדם בבנייה של הדרכים או היישוב הבא שלך."
+      },
+      {
+        "from": "Shon",
+        "message": "הצעה טובה, הדר. עץ באמת יעזור לי עכשיו לצאת מהתקיעות ולבנות משהו. בואי נסגור על זה."
+      }
+    ],
+    "trade_context": "Recent trade history: Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted."
+  },
+  "memory": {
+    "note_from_last_turn": "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).",
+    "recent_notes": [
+      "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.",
+      "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.",
+      "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.",
+      "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.",
+      "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3)."
+    ]
+  },
+  "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": [
+      {
+        "type": "build_settlement",
+        "description": "Build a settlement at a node",
+        "example_parameters": "{\"node\": X}"
+      },
+      {
+        "type": "build_city",
+        "description": "Upgrade a settlement to a city",
+        "example_parameters": "{\"node\": X}"
+      },
+      {
+        "type": "build_road",
+        "description": "Build a road between two nodes",
+        "example_parameters": "{\"from\": X, \"to\": Y}"
+      },
+      {
+        "type": "trade_propose",
+        "description": "Propose a trade to other players",
+        "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+      },
+      {
+        "type": "trade_bank",
+        "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+        "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+      },
+      {
+        "type": "buy_dev_card",
+        "description": "Buy a development card",
+        "example_parameters": "{}"
+      },
+      {
+        "type": "use_dev_card",
+        "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+        "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+      },
+      {
+        "type": "end_turn",
+        "description": "End your turn",
+        "example_parameters": "{}"
+      }
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_30.json

@@ -0,0 +1,102 @@
+{
+  "request_number": 30,
+  "timestamp": "2026-05-16T02:33:15.562814",
+  "player_name": "Hadar",
+  "is_active_turn": false,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Event 1: Shon said: \"טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Shon\nReaction event id: 31:1:ROLL_DICE:106:0\nCurrent dice result: 6 (5+1). Resource production uses this total.",
+      "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+    },
+    "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\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[5,1],\"dice_total\":6},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"B\":1,\"W\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Hadar",
+          "message": "טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע."
+        },
+        {
+          "from": "Shon",
+          "message": "הצעה הוגנת הדר, אבל אני שומר את החיטה לסיבוב הבא, אני חייב אותה לתוכניות שלי. אולי בפעם אחרת."
+        },
+        {
+          "from": "Hadar",
+          "message": "זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, הייתי שמח לעזור אבל החיטה הזאת היא היחידה שיש לי כרגע, וה-9 שלי עדיין חסום... אני חייב לשמור אותה כדי שיהיה לי סיכוי להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "שון, אולי תרצה עץ בתמורה לחיטה? ראיתי שאתה שומר אותה, אבל עץ יכול לעזור לך להתקדם בבנייה של הדרכים או היישוב הבא שלך."
+        },
+        {
+          "from": "Shon",
+          "message": "הצעה טובה, הדר. עץ באמת יעזור לי עכשיו לצאת מהתקיעות ולבנות משהו. בואי נסגור על זה."
+        },
+        {
+          "from": "Hadar",
+          "message": "תודה על ההחלפה שון, זה יעזור לי בהמשך. נראה שבאמת אין לבנים לאף אחד כרגע וזה קצת תוקע את כולנו, אז אין לי הרבה מה לעשות. אני אסיים את התור ונקווה שהקוביות יהיו יותר לטובתנו בסיבוב הבא."
+        },
+        {
+          "from": "Shon",
+          "message": "בכיף הדר, מקווה שזה יעזור לשנינו. נראה מה יצא בקוביות עכשיו."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+        }
+      ],
+      "trade_context": "Recent trade history: Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted."
+    },
+    "memory": {
+      "note_from_last_turn": "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.",
+      "recent_notes": [
+        "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.",
+        "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.",
+        "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.",
+        "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).",
+        "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production."
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+        "minLength": 30
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations (e.g., 'Blue is going for longest road').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+        "maxLength": 120
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud"
+    ]
+  },
+  "what_happened": "Event 1: Shon said: \"טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Shon\nReaction event id: 31:1:ROLL_DICE:106:0"
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_30.txt

@@ -0,0 +1,111 @@
+=== Prompt #30 for Hadar ===
+Timestamp: 2026-05-16T02:33:15.565546
+Active Turn: False
+
+--- What Happened ---
+Event 1: Shon said: "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Shon
+Reaction event id: 31:1:ROLL_DICE:106:0
+
+--- Tools Available ---
+N/A
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations (e.g., 'Blue is going for longest road').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+      "maxLength": 120
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Event 1: Shon said: \"טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Shon\nReaction event id: 31:1:ROLL_DICE:106:0\nCurrent dice result: 6 (5+1). Resource production uses this total.",
+    "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+  },
+  "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\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[5,1],\"dice_total\":6},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"B\":1,\"W\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Hadar",
+        "message": "טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע."
+      },
+      {
+        "from": "Shon",
+        "message": "הצעה הוגנת הדר, אבל אני שומר את החיטה לסיבוב הבא, אני חייב אותה לתוכניות שלי. אולי בפעם אחרת."
+      },
+      {
+        "from": "Hadar",
+        "message": "זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, הייתי שמח לעזור אבל החיטה הזאת היא היחידה שיש לי כרגע, וה-9 שלי עדיין חסום... אני חייב לשמור אותה כדי שיהיה לי סיכוי להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "שון, אולי תרצה עץ בתמורה לחיטה? ראיתי שאתה שומר אותה, אבל עץ יכול לעזור לך להתקדם בבנייה של הדרכים או היישוב הבא שלך."
+      },
+      {
+        "from": "Shon",
+        "message": "הצעה טובה, הדר. עץ באמת יעזור לי עכשיו לצאת מהתקיעות ולבנות משהו. בואי נסגור על זה."
+      },
+      {
+        "from": "Hadar",
+        "message": "תודה על ההחלפה שון, זה יעזור לי בהמשך. נראה שבאמת אין לבנים לאף אחד כרגע וזה קצת תוקע את כולנו, אז אין לי הרבה מה לעשות. אני אסיים את התור ונקווה שהקוביות יהיו יותר לטובתנו בסיבוב הבא."
+      },
+      {
+        "from": "Shon",
+        "message": "בכיף הדר, מקווה שזה יעזור לשנינו. נראה מה יצא בקוביות עכשיו."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+      }
+    ],
+    "trade_context": "Recent trade history: Ziv offered you 1 sheep for 1 wood; you accepted. Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted."
+  },
+  "memory": {
+    "note_from_last_turn": "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.",
+    "recent_notes": [
+      "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.",
+      "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.",
+      "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.",
+      "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).",
+      "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production."
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_31.json

@@ -0,0 +1,260 @@
+{
+  "request_number": 31,
+  "timestamp": "2026-05-16T02:33:56.108024",
+  "player_name": "Hadar",
+  "is_active_turn": true,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "trade offer trade 31 18: shon offers 1 wheat to hadar for 1 brick.\nCurrent required action: Trade offer trade_31_18: Shon offers 1 wheat to Hadar for 1 brick. Choose trade_accept to accept or trade_reject to reject.\nCurrent dice result: 6 (5+1). Resource production uses this total.",
+      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 2 possible actions. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+    },
+    "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\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[5,1],\"dice_total\":6},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"B\":1,\"W\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Shon",
+          "message": "הצעה הוגנת הדר, אבל אני שומר את החיטה לסיבוב הבא, אני חייב אותה לתוכניות שלי. אולי בפעם אחרת."
+        },
+        {
+          "from": "Hadar",
+          "message": "זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים."
+        },
+        {
+          "from": "Ziv",
+          "message": "הדר, הייתי שמח לעזור אבל החיטה הזאת היא היחידה שיש לי כרגע, וה-9 שלי עדיין חסום... אני חייב לשמור אותה כדי שיהיה לי סיכוי להתקדם."
+        },
+        {
+          "from": "Hadar",
+          "message": "שון, אולי תרצה עץ בתמורה לחיטה? ראיתי שאתה שומר אותה, אבל עץ יכול לעזור לך להתקדם בבנייה של הדרכים או היישוב הבא שלך."
+        },
+        {
+          "from": "Shon",
+          "message": "הצעה טובה, הדר. עץ באמת יעזור לי עכשיו לצאת מהתקיעות ולבנות משהו. בואי נסגור על זה."
+        },
+        {
+          "from": "Hadar",
+          "message": "תודה על ההחלפה שון, זה יעזור לי בהמשך. נראה שבאמת אין לבנים לאף אחד כרגע וזה קצת תוקע את כולנו, אז אין לי הרבה מה לעשות. אני אסיים את התור ונקווה שהקוביות יהיו יותר לטובתנו בסיבוב הבא."
+        },
+        {
+          "from": "Shon",
+          "message": "בכיף הדר, מקווה שזה יעזור לשנינו. נראה מה יצא בקוביות עכשיו."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+        },
+        {
+          "from": "Ziv",
+          "message": "לפחות הלבנים הגיעו למישהו, תודה על ה-6 הזה."
+        },
+        {
+          "from": "Shon",
+          "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+        }
+      ],
+      "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted.",
+      "pending_trades": [
+        {
+          "trade_id": "trade_31_18",
+          "from": "Shon",
+          "to": "Hadar",
+          "offer": {
+            "wheat": 1
+          },
+          "request": {
+            "brick": 1
+          },
+          "status": "pending"
+        }
+      ]
+    },
+    "memory": {
+      "note_from_last_turn": "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.",
+      "recent_notes": [
+        "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.",
+        "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.",
+        "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).",
+        "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.",
+        "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand."
+      ]
+    },
+    "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": [
+        {
+          "type": "trade_accept",
+          "description": "Trade Accept",
+          "example_parameters": {}
+        },
+        {
+          "type": "trade_reject",
+          "description": "Trade Reject",
+          "example_parameters": {}
+        }
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking",
+      "action"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+        "minLength": 120
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+        "maxLength": 120
+      },
+      "action": {
+        "type": "object",
+        "required": [
+          "type"
+        ],
+        "properties": {
+          "type": {
+            "type": "string",
+            "description": "The action type (must match one from allowed_actions in constraints)"
+          },
+          "parameters": {
+            "type": "string",
+            "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+          }
+        },
+        "propertyOrdering": [
+          "type",
+          "parameters"
+        ]
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud",
+      "action"
+    ]
+  },
+  "what_happened": "trade offer trade 31 18: shon offers 1 wheat to hadar for 1 brick.\nCurrent required action: Trade offer trade_31_18: Shon offers 1 wheat to Hadar for 1 brick. Choose trade_accept to accept or trade_reject to reject.",
+  "allowed_actions": [
+    {
+      "type": "trade_accept",
+      "description": "Trade Accept",
+      "example_parameters": {}
+    },
+    {
+      "type": "trade_reject",
+      "description": "Trade Reject",
+      "example_parameters": {}
+    }
+  ],
+  "tools_schema": [
+    {
+      "name": "inspect_node",
+      "description": "Get detailed information about a specific node on the board. USE THIS to verify node data instead of trying to interpret Arrays N and H yourself - this prevents hallucinations!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain WHY you're inspecting this specific node. What are you trying to verify or learn?"
+          },
+          "node_id": {
+            "type": "integer",
+            "description": "The node ID to inspect (e.g., 10, 18, 40)"
+          }
+        },
+        "required": [
+          "reasoning",
+          "node_id"
+        ]
+      }
+    },
+    {
+      "name": "find_best_nodes",
+      "description": "Search for the best available nodes matching specific criteria. USE THIS instead of manually scanning the board - prevents missing opportunities!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your search strategy. What kind of position are you looking for and why?"
+          },
+          "min_pips": {
+            "type": "integer",
+            "description": "Minimum total pip value (probability). Good nodes have 10+, excellent have 12+",
+            "default": 0
+          },
+          "must_have_resource": {
+            "type": "string",
+            "description": "Required resource type (e.g., 'Wheat', 'Ore', 'Brick', 'Wood', 'Sheep')",
+            "nullable": true
+          },
+          "exclude_blocked": {
+            "type": "boolean",
+            "description": "Skip nodes that cannot be built on (occupied or too close to other buildings)",
+            "default": true
+          },
+          "prefer_port": {
+            "type": "boolean",
+            "description": "Prioritize nodes with port access",
+            "default": false
+          },
+          "limit": {
+            "type": "integer",
+            "description": "Maximum number of results to return",
+            "default": 10
+          }
+        },
+        "required": [
+          "reasoning"
+        ]
+      }
+    },
+    {
+      "name": "analyze_path_potential",
+      "description": "Analyze where a road path leads and what opportunities exist ahead. USE THIS to plan road building - shows ports and valuable nodes 1-2 steps away!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your road-building strategy. Why analyze this path? What are you hoping to reach?"
+          },
+          "from_node": {
+            "type": "integer",
+            "description": "Starting node ID (where you currently have a settlement/road)"
+          },
+          "direction_node": {
+            "type": "integer",
+            "description": "Specific neighbor to analyze, or omit to see all directions",
+            "nullable": true
+          },
+          "max_depth": {
+            "type": "integer",
+            "description": "How many steps ahead to look (1 or 2)",
+            "default": 2
+          }
+        },
+        "required": [
+          "reasoning",
+          "from_node"
+        ]
+      }
+    }
+  ]
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_31.txt

@@ -0,0 +1,162 @@
+=== Prompt #31 for Hadar ===
+Timestamp: 2026-05-16T02:33:56.109269
+Active Turn: True
+
+--- What Happened ---
+trade offer trade 31 18: shon offers 1 wheat to hadar for 1 brick.
+Current required action: Trade offer trade_31_18: Shon offers 1 wheat to Hadar for 1 brick. Choose trade_accept to accept or trade_reject to reject.
+
+--- Tools Available ---
+  - inspect_node: Get detailed information about a specific node on the board. USE THIS to verify ...
+  - find_best_nodes: Search for the best available nodes matching specific criteria. USE THIS instead...
+  - analyze_path_potential: Analyze where a road path leads and what opportunities exist ahead. USE THIS to ...
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+      "minLength": 120
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+      "maxLength": 120
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "string",
+          "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "trade offer trade 31 18: shon offers 1 wheat to hadar for 1 brick.\nCurrent required action: Trade offer trade_31_18: Shon offers 1 wheat to Hadar for 1 brick. Choose trade_accept to accept or trade_reject to reject.\nCurrent dice result: 6 (5+1). Resource production uses this total.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 2 possible actions. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+  },
+  "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\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[5,1],\"dice_total\":6},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"B\":1,\"W\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Shon",
+        "message": "הצעה הוגנת הדר, אבל אני שומר את החיטה לסיבוב הבא, אני חייב אותה לתוכניות שלי. אולי בפעם אחרת."
+      },
+      {
+        "from": "Hadar",
+        "message": "זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים."
+      },
+      {
+        "from": "Ziv",
+        "message": "הדר, הייתי שמח לעזור אבל החיטה הזאת היא היחידה שיש לי כרגע, וה-9 שלי עדיין חסום... אני חייב לשמור אותה כדי שיהיה לי סיכוי להתקדם."
+      },
+      {
+        "from": "Hadar",
+        "message": "שון, אולי תרצה עץ בתמורה לחיטה? ראיתי שאתה שומר אותה, אבל עץ יכול לעזור לך להתקדם בבנייה של הדרכים או היישוב הבא שלך."
+      },
+      {
+        "from": "Shon",
+        "message": "הצעה טובה, הדר. עץ באמת יעזור לי עכשיו לצאת מהתקיעות ולבנות משהו. בואי נסגור על זה."
+      },
+      {
+        "from": "Hadar",
+        "message": "תודה על ההחלפה שון, זה יעזור לי בהמשך. נראה שבאמת אין לבנים לאף אחד כרגע וזה קצת תוקע את כולנו, אז אין לי הרבה מה לעשות. אני אסיים את התור ונקווה שהקוביות יהיו יותר לטובתנו בסיבוב הבא."
+      },
+      {
+        "from": "Shon",
+        "message": "בכיף הדר, מקווה שזה יעזור לשנינו. נראה מה יצא בקוביות עכשיו."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+      },
+      {
+        "from": "Ziv",
+        "message": "לפחות הלבנים הגיעו למישהו, תודה על ה-6 הזה."
+      },
+      {
+        "from": "Shon",
+        "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+      }
+    ],
+    "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted.",
+    "pending_trades": [
+      {
+        "trade_id": "trade_31_18",
+        "from": "Shon",
+        "to": "Hadar",
+        "offer": {
+          "wheat": 1
+        },
+        "request": {
+          "brick": 1
+        },
+        "status": "pending"
+      }
+    ]
+  },
+  "memory": {
+    "note_from_last_turn": "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.",
+    "recent_notes": [
+      "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.",
+      "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.",
+      "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).",
+      "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.",
+      "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand."
+    ]
+  },
+  "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": [
+      {
+        "type": "trade_accept",
+        "description": "Trade Accept",
+        "example_parameters": {}
+      },
+      {
+        "type": "trade_reject",
+        "description": "Trade Reject",
+        "example_parameters": {}
+      }
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_32.json

@@ -0,0 +1,102 @@
+{
+  "request_number": 32,
+  "timestamp": "2026-05-16T02:35:27.735492",
+  "player_name": "Hadar",
+  "is_active_turn": false,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Event 1: Shon said: \"זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים.\"\nTrade offer trade_31_19: Shon offers 1 wheat to Ziv for 1 brick.\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Shon\nReaction event id: 31:1:TRADE_PROPOSE:108:0\nCurrent dice result: 6 (5+1). Resource production uses this total.",
+      "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+    },
+    "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\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[5,1],\"dice_total\":6},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"B\":1,\"W\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Shon",
+          "message": "הצעה טובה, הדר. עץ באמת יעזור לי עכשיו לצאת מהתקיעות ולבנות משהו. בואי נסגור על זה."
+        },
+        {
+          "from": "Hadar",
+          "message": "תודה על ההחלפה שון, זה יעזור לי בהמשך. נראה שבאמת אין לבנים לאף אחד כרגע וזה קצת תוקע את כולנו, אז אין לי הרבה מה לעשות. אני אסיים את התור ונקווה שהקוביות יהיו יותר לטובתנו בסיבוב הבא."
+        },
+        {
+          "from": "Shon",
+          "message": "בכיף הדר, מקווה שזה יעזור לשנינו. נראה מה יצא בקוביות עכשיו."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+        },
+        {
+          "from": "Ziv",
+          "message": "לפחות הלבנים הגיעו למישהו, תודה על ה-6 הזה."
+        },
+        {
+          "from": "Shon",
+          "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+        },
+        {
+          "from": "Hadar",
+          "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+        },
+        {
+          "from": "Ziv",
+          "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+        },
+        {
+          "from": "Shon",
+          "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+        },
+        {
+          "from": "Ziv",
+          "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+        }
+      ],
+      "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+    },
+    "memory": {
+      "note_from_last_turn": "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.",
+      "recent_notes": [
+        "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.",
+        "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).",
+        "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.",
+        "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.",
+        "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll."
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+        "minLength": 30
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations (e.g., 'Blue is going for longest road').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+        "maxLength": 120
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud"
+    ]
+  },
+  "what_happened": "Event 1: Shon said: \"זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים.\"\nTrade offer trade_31_19: Shon offers 1 wheat to Ziv for 1 brick.\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Shon\nReaction event id: 31:1:TRADE_PROPOSE:108:0"
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_32.txt

@@ -0,0 +1,112 @@
+=== Prompt #32 for Hadar ===
+Timestamp: 2026-05-16T02:35:27.739896
+Active Turn: False
+
+--- What Happened ---
+Event 1: Shon said: "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+Trade offer trade_31_19: Shon offers 1 wheat to Ziv for 1 brick.
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Shon
+Reaction event id: 31:1:TRADE_PROPOSE:108:0
+
+--- Tools Available ---
+N/A
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations (e.g., 'Blue is going for longest road').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+      "maxLength": 120
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Event 1: Shon said: \"זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים.\"\nTrade offer trade_31_19: Shon offers 1 wheat to Ziv for 1 brick.\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Shon\nReaction event id: 31:1:TRADE_PROPOSE:108:0\nCurrent dice result: 6 (5+1). Resource production uses this total.",
+    "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+  },
+  "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\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[5,1],\"dice_total\":6},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"B\":1,\"W\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Shon",
+        "message": "הצעה טובה, הדר. עץ באמת יעזור לי עכשיו לצאת מהתקיעות ולבנות משהו. בואי נסגור על זה."
+      },
+      {
+        "from": "Hadar",
+        "message": "תודה על ההחלפה שון, זה יעזור לי בהמשך. נראה שבאמת אין לבנים לאף אחד כרגע וזה קצת תוקע את כולנו, אז אין לי הרבה מה לעשות. אני אסיים את התור ונקווה שהקוביות יהיו יותר לטובתנו בסיבוב הבא."
+      },
+      {
+        "from": "Shon",
+        "message": "בכיף הדר, מקווה שזה יעזור לשנינו. נראה מה יצא בקוביות עכשיו."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+      },
+      {
+        "from": "Ziv",
+        "message": "לפחות הלבנים הגיעו למישהו, תודה על ה-6 הזה."
+      },
+      {
+        "from": "Shon",
+        "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+      },
+      {
+        "from": "Hadar",
+        "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+      },
+      {
+        "from": "Ziv",
+        "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+      },
+      {
+        "from": "Shon",
+        "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+      },
+      {
+        "from": "Ziv",
+        "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+      }
+    ],
+    "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+  },
+  "memory": {
+    "note_from_last_turn": "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.",
+    "recent_notes": [
+      "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.",
+      "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).",
+      "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.",
+      "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.",
+      "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll."
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_33.json

@@ -0,0 +1,102 @@
+{
+  "request_number": 33,
+  "timestamp": "2026-05-16T02:36:19.012071",
+  "player_name": "Hadar",
+  "is_active_turn": false,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Event 1: Shon said: \"טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Shon\nReaction event id: 31:1:END_TURN:109:0\nCurrent dice result: 6 (5+1). Resource production uses this total.",
+      "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+    },
+    "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\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[5,1],\"dice_total\":6},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"B\":1,\"W\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Hadar",
+          "message": "תודה על ההחלפה שון, זה יעזור לי בהמשך. נראה שבאמת אין לבנים לאף אחד כרגע וזה קצת תוקע את כולנו, אז אין לי הרבה מה לעשות. אני אסיים את התור ונקווה שהקוביות יהיו יותר לטובתנו בסיבוב ה��א."
+        },
+        {
+          "from": "Shon",
+          "message": "בכיף הדר, מקווה שזה יעזור לשנינו. נראה מה יצא בקוביות עכשיו."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+        },
+        {
+          "from": "Ziv",
+          "message": "לפחות הלבנים הגיעו למישהו, תודה על ה-6 הזה."
+        },
+        {
+          "from": "Shon",
+          "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+        },
+        {
+          "from": "Hadar",
+          "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+        },
+        {
+          "from": "Ziv",
+          "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+        },
+        {
+          "from": "Shon",
+          "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+        },
+        {
+          "from": "Ziv",
+          "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+        }
+      ],
+      "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+    },
+    "memory": {
+      "note_from_last_turn": "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.",
+      "recent_notes": [
+        "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).",
+        "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.",
+        "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.",
+        "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.",
+        "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage."
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+        "minLength": 30
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations (e.g., 'Blue is going for longest road').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+        "maxLength": 120
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud"
+    ]
+  },
+  "what_happened": "Event 1: Shon said: \"טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Shon\nReaction event id: 31:1:END_TURN:109:0"
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_33.txt

@@ -0,0 +1,111 @@
+=== Prompt #33 for Hadar ===
+Timestamp: 2026-05-16T02:36:19.016861
+Active Turn: False
+
+--- What Happened ---
+Event 1: Shon said: "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Shon
+Reaction event id: 31:1:END_TURN:109:0
+
+--- Tools Available ---
+N/A
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations (e.g., 'Blue is going for longest road').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+      "maxLength": 120
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Event 1: Shon said: \"טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Shon\nReaction event id: 31:1:END_TURN:109:0\nCurrent dice result: 6 (5+1). Resource production uses this total.",
+    "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+  },
+  "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\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[5,1],\"dice_total\":6},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":2,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"B\":1,\"W\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Hadar",
+        "message": "תודה על ההחלפה שון, זה יעזור לי בהמשך. נראה שבאמת אין לבנים לאף אחד כרגע וזה קצת תוקע את כולנו, אז אין לי הרבה מה לעשות. אני אסיים את התור ונקווה שהקוביות יהיו יותר לטובתנו בסיבוב הבא."
+      },
+      {
+        "from": "Shon",
+        "message": "בכיף הדר, מקווה שזה יעזור לשנינו. נראה מה יצא בקוביות עכשיו."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+      },
+      {
+        "from": "Ziv",
+        "message": "לפחות הלבנים הגיעו למישהו, תודה על ה-6 הזה."
+      },
+      {
+        "from": "Shon",
+        "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+      },
+      {
+        "from": "Hadar",
+        "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+      },
+      {
+        "from": "Ziv",
+        "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+      },
+      {
+        "from": "Shon",
+        "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+      },
+      {
+        "from": "Ziv",
+        "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+      }
+    ],
+    "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+  },
+  "memory": {
+    "note_from_last_turn": "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.",
+    "recent_notes": [
+      "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).",
+      "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.",
+      "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.",
+      "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.",
+      "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage."
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_34.json

@@ -0,0 +1,102 @@
+{
+  "request_number": 34,
+  "timestamp": "2026-05-16T02:36:52.429254",
+  "player_name": "Hadar",
+  "is_active_turn": false,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Event 1: Ziv said: \"יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Ziv\nReaction event id: 32:2:ROLL_DICE:110:0\nCurrent dice result: 9 (4+5). Resource production uses this total.",
+      "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+    },
+    "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\":\"Ziv\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[4,5],\"dice_total\":9},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":4,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"B\":1,\"W\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Shon",
+          "message": "בכיף הדר, מקווה שזה יעזור לשנינו. נראה מה יצא בקוביות עכשיו."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+        },
+        {
+          "from": "Ziv",
+          "message": "לפחות הלבנים הגיעו למישהו, תודה על ה-6 הזה."
+        },
+        {
+          "from": "Shon",
+          "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+        },
+        {
+          "from": "Hadar",
+          "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+        },
+        {
+          "from": "Ziv",
+          "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+        },
+        {
+          "from": "Shon",
+          "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+        },
+        {
+          "from": "Ziv",
+          "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+        },
+        {
+          "from": "Ziv",
+          "message": "יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים."
+        }
+      ],
+      "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+    },
+    "memory": {
+      "note_from_last_turn": "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.",
+      "recent_notes": [
+        "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.",
+        "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.",
+        "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.",
+        "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.",
+        "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick."
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+        "minLength": 30
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations (e.g., 'Blue is going for longest road').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+        "maxLength": 120
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud"
+    ]
+  },
+  "what_happened": "Event 1: Ziv said: \"יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Ziv\nReaction event id: 32:2:ROLL_DICE:110:0"
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_34.txt

@@ -0,0 +1,111 @@
+=== Prompt #34 for Hadar ===
+Timestamp: 2026-05-16T02:36:52.432292
+Active Turn: False
+
+--- What Happened ---
+Event 1: Ziv said: "יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים."
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Ziv
+Reaction event id: 32:2:ROLL_DICE:110:0
+
+--- Tools Available ---
+N/A
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations (e.g., 'Blue is going for longest road').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+      "maxLength": 120
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Event 1: Ziv said: \"יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Ziv\nReaction event id: 32:2:ROLL_DICE:110:0\nCurrent dice result: 9 (4+5). Resource production uses this total.",
+    "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+  },
+  "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\":\"Ziv\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[4,5],\"dice_total\":9},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":4,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1,\"B\":1,\"W\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Shon",
+        "message": "בכיף הדר, מקווה שזה יעזור לשנינו. נראה מה יצא בקוביות עכשיו."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+      },
+      {
+        "from": "Ziv",
+        "message": "לפחות הלבנים הגיעו למישהו, תודה על ה-6 הזה."
+      },
+      {
+        "from": "Shon",
+        "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+      },
+      {
+        "from": "Hadar",
+        "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+      },
+      {
+        "from": "Ziv",
+        "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+      },
+      {
+        "from": "Shon",
+        "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+      },
+      {
+        "from": "Ziv",
+        "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+      },
+      {
+        "from": "Ziv",
+        "message": "יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים."
+      }
+    ],
+    "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+  },
+  "memory": {
+    "note_from_last_turn": "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.",
+    "recent_notes": [
+      "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.",
+      "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.",
+      "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.",
+      "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.",
+      "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick."
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_35.json

@@ -0,0 +1,102 @@
+{
+  "request_number": 35,
+  "timestamp": "2026-05-16T02:38:04.294072",
+  "player_name": "Hadar",
+  "is_active_turn": false,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Event 1: Ziv said: \"מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Ziv\nReaction event id: 32:2:BUILD_ROAD:111:0\nCurrent dice result: 9 (4+5). Resource production uses this total.",
+      "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+    },
+    "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\":\"Ziv\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[4,5],\"dice_total\":9},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"],[[13,5],\"Ziv\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":4,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Shon",
+          "message": "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+        },
+        {
+          "from": "Ziv",
+          "message": "לפחות הלבנים הגיעו למישהו, תודה על ה-6 הזה."
+        },
+        {
+          "from": "Shon",
+          "message": "הדר, זיו, למישהו יש ל��נה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+        },
+        {
+          "from": "Hadar",
+          "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+        },
+        {
+          "from": "Ziv",
+          "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+        },
+        {
+          "from": "Shon",
+          "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+        },
+        {
+          "from": "Ziv",
+          "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+        },
+        {
+          "from": "Ziv",
+          "message": "יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים."
+        },
+        {
+          "from": "Ziv",
+          "message": "מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה."
+        }
+      ],
+      "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+    },
+    "memory": {
+      "note_from_last_turn": "The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited.",
+      "recent_notes": [
+        "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.",
+        "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.",
+        "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.",
+        "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.",
+        "The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited."
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+        "minLength": 30
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations (e.g., 'Blue is going for longest road').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+        "maxLength": 120
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud"
+    ]
+  },
+  "what_happened": "Event 1: Ziv said: \"מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Ziv\nReaction event id: 32:2:BUILD_ROAD:111:0"
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_35.txt

@@ -0,0 +1,111 @@
+=== Prompt #35 for Hadar ===
+Timestamp: 2026-05-16T02:38:04.296457
+Active Turn: False
+
+--- What Happened ---
+Event 1: Ziv said: "מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה."
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Ziv
+Reaction event id: 32:2:BUILD_ROAD:111:0
+
+--- Tools Available ---
+N/A
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations (e.g., 'Blue is going for longest road').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+      "maxLength": 120
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Event 1: Ziv said: \"מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Ziv\nReaction event id: 32:2:BUILD_ROAD:111:0\nCurrent dice result: 9 (4+5). Resource production uses this total.",
+    "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+  },
+  "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\":\"Ziv\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[4,5],\"dice_total\":9},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"],[[13,5],\"Ziv\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":4,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Shon",
+        "message": "טוב, בואו נראה אם הקוביות יביאו קצת לבנים לשולחן, נראה שכולם מחכים לזה."
+      },
+      {
+        "from": "Ziv",
+        "message": "לפחות הלבנים הגיעו למישהו, תודה על ה-6 הזה."
+      },
+      {
+        "from": "Shon",
+        "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+      },
+      {
+        "from": "Hadar",
+        "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+      },
+      {
+        "from": "Ziv",
+        "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+      },
+      {
+        "from": "Shon",
+        "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+      },
+      {
+        "from": "Ziv",
+        "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+      },
+      {
+        "from": "Ziv",
+        "message": "יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים."
+      },
+      {
+        "from": "Ziv",
+        "message": "מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה."
+      }
+    ],
+    "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+  },
+  "memory": {
+    "note_from_last_turn": "The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited.",
+    "recent_notes": [
+      "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.",
+      "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.",
+      "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.",
+      "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.",
+      "The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited."
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_36.json

@@ -0,0 +1,102 @@
+{
+  "request_number": 36,
+  "timestamp": "2026-05-16T02:39:09.517533",
+  "player_name": "Hadar",
+  "is_active_turn": false,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Event 1: Ziv said: \"נו באמת, ה-9 הזה חסום ודווקא עכשיו הוא יוצא. אין לי כל כך מה לעשות כרגע כשהחיטה שלי תקועה. מסיים תור ונקווה לטוב בסיבוב הבא.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Ziv\nReaction event id: 32:2:END_TURN:112:0\nCurrent dice result: 9 (4+5). Resource production uses this total.",
+      "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+    },
+    "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\":\"Ziv\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[4,5],\"dice_total\":9},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"],[[13,5],\"Ziv\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":4,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Shon",
+          "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+        },
+        {
+          "from": "Hadar",
+          "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה ��הייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+        },
+        {
+          "from": "Ziv",
+          "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+        },
+        {
+          "from": "Shon",
+          "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+        },
+        {
+          "from": "Ziv",
+          "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+        },
+        {
+          "from": "Ziv",
+          "message": "יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים."
+        },
+        {
+          "from": "Ziv",
+          "message": "מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה."
+        },
+        {
+          "from": "Hadar",
+          "message": "לגמרי, ה-9 הזה חסום לשנינו. בינתיים רק שון חוגג עליו."
+        },
+        {
+          "from": "Ziv",
+          "message": "נו באמת, ה-9 הזה חסום ודווקא עכשיו הוא יוצא. אין לי כל כך מה לעשות כרגע כשהחיטה שלי תקועה. מסיים תור ונקווה לטוב בסיבוב הבא."
+        }
+      ],
+      "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+    },
+    "memory": {
+      "note_from_last_turn": "Shon is the only one benefiting from 9 rolls because hex 14 is blocked. Ziv and I are both losing out on wheat.",
+      "recent_notes": [
+        "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.",
+        "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.",
+        "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.",
+        "The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited.",
+        "Shon is the only one benefiting from 9 rolls because hex 14 is blocked. Ziv and I are both losing out on wheat."
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+        "minLength": 30
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations (e.g., 'Blue is going for longest road').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+        "maxLength": 120
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud"
+    ]
+  },
+  "what_happened": "Event 1: Ziv said: \"נו באמת, ה-9 הזה חסום ודווקא עכשיו הוא יוצא. אין לי כל כך מה לעשות כרגע כשהחיטה שלי תקועה. מסיים תור ונקווה לטוב בסיבוב הבא.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Ziv\nReaction event id: 32:2:END_TURN:112:0"
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_36.txt

@@ -0,0 +1,111 @@
+=== Prompt #36 for Hadar ===
+Timestamp: 2026-05-16T02:39:09.519507
+Active Turn: False
+
+--- What Happened ---
+Event 1: Ziv said: "נו באמת, ה-9 הזה חסום ודווקא עכשיו הוא יוצא. אין לי כל כך מה לעשות כרגע כשהחיטה שלי תקועה. מסיים תור ונקווה לטוב בסיבוב הבא."
+You may react only with table talk or memory. Do not choose a board action.
+Source player: Ziv
+Reaction event id: 32:2:END_TURN:112:0
+
+--- Tools Available ---
+N/A
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private thoughts while watching. What are opponents doing? Any threats? What's your plan for your next turn?",
+      "minLength": 30
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations (e.g., 'Blue is going for longest road').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "React naturally in Hebrew only. Can be empty if nothing notable. Keep it casual and non-technical.",
+      "maxLength": 120
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Event 1: Ziv said: \"נו באמת, ה-9 הזה חסום ודווקא עכשיו הוא יוצא. אין לי כל כך מה לעשות כרגע כשהחיטה שלי תקועה. מסיים תור ונקווה לטוב בסיבוב הבא.\"\nYou may react only with table talk or memory. Do not choose a board action.\nSource player: Ziv\nReaction event id: 32:2:END_TURN:112:0\nCurrent dice result: 9 (4+5). Resource production uses this total.",
+    "instructions": "You are not taking a board action now. You may only react socially. Usually leave say_outloud empty; silence is the normal and preferred response to generic table talk. Reply only if you were addressed, insulted, threatened, directly harmed, offered a meaningful deal, or if the event matters for relationships or long-term strategy. Do not answer every message. If you do speak, write natural Hebrew only, keep it brief, human, and non-technical. You may update note_to_self with useful relationship or strategy context."
+  },
+  "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\":\"Ziv\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[4,5],\"dice_total\":9},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"],[[13,5],\"Ziv\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":4,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Shon",
+        "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+      },
+      {
+        "from": "Hadar",
+        "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+      },
+      {
+        "from": "Ziv",
+        "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+      },
+      {
+        "from": "Shon",
+        "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+      },
+      {
+        "from": "Ziv",
+        "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+      },
+      {
+        "from": "Ziv",
+        "message": "יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים."
+      },
+      {
+        "from": "Ziv",
+        "message": "מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה."
+      },
+      {
+        "from": "Hadar",
+        "message": "לגמרי, ה-9 הזה חסום לשנינו. בינתיים רק שון חוגג עליו."
+      },
+      {
+        "from": "Ziv",
+        "message": "נו באמת, ה-9 הזה חסום ודווקא עכשיו הוא יוצא. אין לי כל כך מה לעשות כרגע כשהחיטה שלי תקועה. מסיים תור ונקווה לטוב בסיבוב הבא."
+      }
+    ],
+    "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+  },
+  "memory": {
+    "note_from_last_turn": "Shon is the only one benefiting from 9 rolls because hex 14 is blocked. Ziv and I are both losing out on wheat.",
+    "recent_notes": [
+      "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.",
+      "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.",
+      "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.",
+      "The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited.",
+      "Shon is the only one benefiting from 9 rolls because hex 14 is blocked. Ziv and I are both losing out on wheat."
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_37.json

@@ -0,0 +1,246 @@
+{
+  "request_number": 37,
+  "timestamp": "2026-05-16T02:39:27.088639",
+  "player_name": "Hadar",
+  "is_active_turn": true,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Previous game event: ziv ended their turn\nIt's your turn.\nCurrent required action: Start your turn by rolling the dice. You may use a development card before rolling if it is useful.",
+      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 2 possible actions. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+    },
+    "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"],[[13,5],\"Ziv\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":4,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Shon",
+          "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+        },
+        {
+          "from": "Hadar",
+          "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+        },
+        {
+          "from": "Ziv",
+          "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+        },
+        {
+          "from": "Shon",
+          "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להת��דם בינתיים."
+        },
+        {
+          "from": "Ziv",
+          "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+        },
+        {
+          "from": "Ziv",
+          "message": "יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים."
+        },
+        {
+          "from": "Ziv",
+          "message": "מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה."
+        },
+        {
+          "from": "Hadar",
+          "message": "לגמרי, ה-9 הזה חסום לשנינו. בינתיים רק שון חוגג עליו."
+        },
+        {
+          "from": "Ziv",
+          "message": "נו באמת, ה-9 הזה חסום ודווקא עכשיו הוא יוצא. אין לי כל כך מה לעשות כרגע כשהחיטה שלי תקועה. מסיים תור ונקווה לטוב בסיבוב הבא."
+        }
+      ],
+      "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+    },
+    "memory": {
+      "note_from_last_turn": "Shon is accumulating wheat from the unblocked 9. I have enough for a settlement at node 35 (Wh, B, W, S).",
+      "recent_notes": [
+        "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.",
+        "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.",
+        "The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited.",
+        "Shon is the only one benefiting from 9 rolls because hex 14 is blocked. Ziv and I are both losing out on wheat.",
+        "Shon is accumulating wheat from the unblocked 9. I have enough for a settlement at node 35 (Wh, B, W, S)."
+      ]
+    },
+    "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": [
+        {
+          "type": "roll_dice",
+          "description": "Roll the dice",
+          "example_parameters": "{}"
+        },
+        {
+          "type": "use_dev_card",
+          "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+          "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+        }
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking",
+      "action"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+        "minLength": 120
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+        "maxLength": 120
+      },
+      "action": {
+        "type": "object",
+        "required": [
+          "type"
+        ],
+        "properties": {
+          "type": {
+            "type": "string",
+            "description": "The action type (must match one from allowed_actions in constraints)"
+          },
+          "parameters": {
+            "type": "string",
+            "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+          }
+        },
+        "propertyOrdering": [
+          "type",
+          "parameters"
+        ]
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud",
+      "action"
+    ]
+  },
+  "what_happened": "Previous game event: ziv ended their turn\nIt's your turn.\nCurrent required action: Start your turn by rolling the dice. You may use a development card before rolling if it is useful.",
+  "allowed_actions": [
+    {
+      "type": "roll_dice",
+      "description": "Roll the dice",
+      "example_parameters": "{}"
+    },
+    {
+      "type": "use_dev_card",
+      "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+      "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+    }
+  ],
+  "tools_schema": [
+    {
+      "name": "inspect_node",
+      "description": "Get detailed information about a specific node on the board. USE THIS to verify node data instead of trying to interpret Arrays N and H yourself - this prevents hallucinations!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain WHY you're inspecting this specific node. What are you trying to verify or learn?"
+          },
+          "node_id": {
+            "type": "integer",
+            "description": "The node ID to inspect (e.g., 10, 18, 40)"
+          }
+        },
+        "required": [
+          "reasoning",
+          "node_id"
+        ]
+      }
+    },
+    {
+      "name": "find_best_nodes",
+      "description": "Search for the best available nodes matching specific criteria. USE THIS instead of manually scanning the board - prevents missing opportunities!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your search strategy. What kind of position are you looking for and why?"
+          },
+          "min_pips": {
+            "type": "integer",
+            "description": "Minimum total pip value (probability). Good nodes have 10+, excellent have 12+",
+            "default": 0
+          },
+          "must_have_resource": {
+            "type": "string",
+            "description": "Required resource type (e.g., 'Wheat', 'Ore', 'Brick', 'Wood', 'Sheep')",
+            "nullable": true
+          },
+          "exclude_blocked": {
+            "type": "boolean",
+            "description": "Skip nodes that cannot be built on (occupied or too close to other buildings)",
+            "default": true
+          },
+          "prefer_port": {
+            "type": "boolean",
+            "description": "Prioritize nodes with port access",
+            "default": false
+          },
+          "limit": {
+            "type": "integer",
+            "description": "Maximum number of results to return",
+            "default": 10
+          }
+        },
+        "required": [
+          "reasoning"
+        ]
+      }
+    },
+    {
+      "name": "analyze_path_potential",
+      "description": "Analyze where a road path leads and what opportunities exist ahead. USE THIS to plan road building - shows ports and valuable nodes 1-2 steps away!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your road-building strategy. Why analyze this path? What are you hoping to reach?"
+          },
+          "from_node": {
+            "type": "integer",
+            "description": "Starting node ID (where you currently have a settlement/road)"
+          },
+          "direction_node": {
+            "type": "integer",
+            "description": "Specific neighbor to analyze, or omit to see all directions",
+            "nullable": true
+          },
+          "max_depth": {
+            "type": "integer",
+            "description": "How many steps ahead to look (1 or 2)",
+            "default": 2
+          }
+        },
+        "required": [
+          "reasoning",
+          "from_node"
+        ]
+      }
+    }
+  ]
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_37.txt

@@ -0,0 +1,149 @@
+=== Prompt #37 for Hadar ===
+Timestamp: 2026-05-16T02:39:27.093632
+Active Turn: True
+
+--- What Happened ---
+Previous game event: ziv ended their turn
+It's your turn.
+Current required action: Start your turn by rolling the dice. You may use a development card before rolling if it is useful.
+
+--- Tools Available ---
+  - inspect_node: Get detailed information about a specific node on the board. USE THIS to verify ...
+  - find_best_nodes: Search for the best available nodes matching specific criteria. USE THIS instead...
+  - analyze_path_potential: Analyze where a road path leads and what opportunities exist ahead. USE THIS to ...
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+      "minLength": 120
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+      "maxLength": 120
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "string",
+          "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Previous game event: ziv ended their turn\nIt's your turn.\nCurrent required action: Start your turn by rolling the dice. You may use a development card before rolling if it is useful.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 2 possible actions. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+  },
+  "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"],[[13,5],\"Ziv\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":4,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Shon",
+        "message": "הדר, זיו, למישהו יש לבנה פנויה להחלפה? אני יכול להציע חיטה בתמורה, נראה לי שזה יכול לעזור לכם."
+      },
+      {
+        "from": "Hadar",
+        "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+      },
+      {
+        "from": "Ziv",
+        "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+      },
+      {
+        "from": "Shon",
+        "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+      },
+      {
+        "from": "Ziv",
+        "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+      },
+      {
+        "from": "Ziv",
+        "message": "יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים."
+      },
+      {
+        "from": "Ziv",
+        "message": "מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה."
+      },
+      {
+        "from": "Hadar",
+        "message": "לגמרי, ה-9 הזה חסום לשנינו. בינתיים רק שון חוגג עליו."
+      },
+      {
+        "from": "Ziv",
+        "message": "נו באמת, ה-9 הזה חסום ודווקא עכשיו הוא יוצא. אין לי כל כך מה לעשות כרגע כשהחיטה שלי תקועה. מסיים תור ונקווה לטוב בסיבוב הבא."
+      }
+    ],
+    "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+  },
+  "memory": {
+    "note_from_last_turn": "Shon is accumulating wheat from the unblocked 9. I have enough for a settlement at node 35 (Wh, B, W, S).",
+    "recent_notes": [
+      "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.",
+      "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.",
+      "The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited.",
+      "Shon is the only one benefiting from 9 rolls because hex 14 is blocked. Ziv and I are both losing out on wheat.",
+      "Shon is accumulating wheat from the unblocked 9. I have enough for a settlement at node 35 (Wh, B, W, S)."
+    ]
+  },
+  "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": [
+      {
+        "type": "roll_dice",
+        "description": "Roll the dice",
+        "example_parameters": "{}"
+      },
+      {
+        "type": "use_dev_card",
+        "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+        "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+      }
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_38.json

@@ -0,0 +1,306 @@
+{
+  "request_number": 38,
+  "timestamp": "2026-05-16T02:39:59.447771",
+  "player_name": "Hadar",
+  "is_active_turn": true,
+  "prompt": {
+    "meta_data": {
+      "agent_name": "Hadar",
+      "role": null,
+      "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+    },
+    "task_context": {
+      "what_just_happened": "Hadar performed action: rolled the dice\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.\nCurrent dice result: 9 (6+3). Resource production uses this total.",
+      "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 8 possible actions. For road placement, use analyze_path_potential to compare where candidate roads lead before choosing. For settlement placement, use find_best_nodes and inspect_node instead of manually decoding the board arrays. Treat nodes in state.bld and all adjacent nodes as unavailable. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+    },
+    "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[6,3],\"dice_total\":9},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"],[[13,5],\"Ziv\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":6,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1}}}}",
+    "social_context": {
+      "recent_chat": [
+        {
+          "from": "Hadar",
+          "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+        },
+        {
+          "from": "Ziv",
+          "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+        },
+        {
+          "from": "Shon",
+          "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+        },
+        {
+          "from": "Ziv",
+          "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+        },
+        {
+          "from": "Shon",
+          "message": "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+        },
+        {
+          "from": "Ziv",
+          "message": "יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים."
+        },
+        {
+          "from": "Ziv",
+          "message": "מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה."
+        },
+        {
+          "from": "Hadar",
+          "message": "לגמרי, ה-9 הזה חסום לשנינו. בינתיים רק שון חוגג עליו."
+        },
+        {
+          "from": "Ziv",
+          "message": "נו באמת, ה-9 הזה חסום ודווקא עכשיו הוא יוצא. אין לי כל כך מה לעשות כרגע כשהחיטה שלי תקועה. מסיים תור ונקווה לטוב בסיבוב הבא."
+        },
+        {
+          "from": "Hadar",
+          "message": "טוב, בואו נראה מה הקוביות יגידו. שון, אתה באמת חוגג על ה-9 הזה בזמן שזיו תקוע, אולי הגיע הזמן שהמזל יתהפך קצת."
+        }
+      ],
+      "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+    },
+    "memory": {
+      "note_from_last_turn": "I have the resources for a settlement at node 35. If I roll a 7, I should move the robber to Hex 18 (Shon's Wheat 9) to slow him down, as he's currently the only one benefiting from 9s.",
+      "recent_notes": [
+        "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.",
+        "The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited.",
+        "Shon is the only one benefiting from 9 rolls because hex 14 is blocked. Ziv and I are both losing out on wheat.",
+        "Shon is accumulating wheat from the unblocked 9. I have enough for a settlement at node 35 (Wh, B, W, S).",
+        "I have the resources for a settlement at node 35. If I roll a 7, I should move the robber to Hex 18 (Shon's Wheat 9) to slow him down, as he's currently the only one benefiting from 9s."
+      ]
+    },
+    "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": [
+        {
+          "type": "build_settlement",
+          "description": "Build a settlement at a node",
+          "example_parameters": "{\"node\": X}"
+        },
+        {
+          "type": "build_city",
+          "description": "Upgrade a settlement to a city",
+          "example_parameters": "{\"node\": X}"
+        },
+        {
+          "type": "build_road",
+          "description": "Build a road between two nodes",
+          "example_parameters": "{\"from\": X, \"to\": Y}"
+        },
+        {
+          "type": "trade_propose",
+          "description": "Propose a trade to other players",
+          "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+        },
+        {
+          "type": "trade_bank",
+          "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+          "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+        },
+        {
+          "type": "buy_dev_card",
+          "description": "Buy a development card",
+          "example_parameters": "{}"
+        },
+        {
+          "type": "use_dev_card",
+          "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+          "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+        },
+        {
+          "type": "end_turn",
+          "description": "End your turn",
+          "example_parameters": "{}"
+        }
+      ]
+    }
+  },
+  "response_schema": {
+    "type": "object",
+    "required": [
+      "internal_thinking",
+      "action"
+    ],
+    "properties": {
+      "internal_thinking": {
+        "type": "string",
+        "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+        "minLength": 120
+      },
+      "note_to_self": {
+        "type": "string",
+        "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+        "maxLength": 100
+      },
+      "say_outloud": {
+        "type": "string",
+        "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+        "maxLength": 120
+      },
+      "action": {
+        "type": "object",
+        "required": [
+          "type"
+        ],
+        "properties": {
+          "type": {
+            "type": "string",
+            "description": "The action type (must match one from allowed_actions in constraints)"
+          },
+          "parameters": {
+            "type": "string",
+            "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+          }
+        },
+        "propertyOrdering": [
+          "type",
+          "parameters"
+        ]
+      }
+    },
+    "propertyOrdering": [
+      "internal_thinking",
+      "note_to_self",
+      "say_outloud",
+      "action"
+    ]
+  },
+  "what_happened": "Hadar performed action: rolled the dice\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.",
+  "allowed_actions": [
+    {
+      "type": "build_settlement",
+      "description": "Build a settlement at a node",
+      "example_parameters": "{\"node\": X}"
+    },
+    {
+      "type": "build_city",
+      "description": "Upgrade a settlement to a city",
+      "example_parameters": "{\"node\": X}"
+    },
+    {
+      "type": "build_road",
+      "description": "Build a road between two nodes",
+      "example_parameters": "{\"from\": X, \"to\": Y}"
+    },
+    {
+      "type": "trade_propose",
+      "description": "Propose a trade to other players",
+      "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+    },
+    {
+      "type": "trade_bank",
+      "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+      "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+    },
+    {
+      "type": "buy_dev_card",
+      "description": "Buy a development card",
+      "example_parameters": "{}"
+    },
+    {
+      "type": "use_dev_card",
+      "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+      "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+    },
+    {
+      "type": "end_turn",
+      "description": "End your turn",
+      "example_parameters": "{}"
+    }
+  ],
+  "tools_schema": [
+    {
+      "name": "inspect_node",
+      "description": "Get detailed information about a specific node on the board. USE THIS to verify node data instead of trying to interpret Arrays N and H yourself - this prevents hallucinations!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain WHY you're inspecting this specific node. What are you trying to verify or learn?"
+          },
+          "node_id": {
+            "type": "integer",
+            "description": "The node ID to inspect (e.g., 10, 18, 40)"
+          }
+        },
+        "required": [
+          "reasoning",
+          "node_id"
+        ]
+      }
+    },
+    {
+      "name": "find_best_nodes",
+      "description": "Search for the best available nodes matching specific criteria. USE THIS instead of manually scanning the board - prevents missing opportunities!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your search strategy. What kind of position are you looking for and why?"
+          },
+          "min_pips": {
+            "type": "integer",
+            "description": "Minimum total pip value (probability). Good nodes have 10+, excellent have 12+",
+            "default": 0
+          },
+          "must_have_resource": {
+            "type": "string",
+            "description": "Required resource type (e.g., 'Wheat', 'Ore', 'Brick', 'Wood', 'Sheep')",
+            "nullable": true
+          },
+          "exclude_blocked": {
+            "type": "boolean",
+            "description": "Skip nodes that cannot be built on (occupied or too close to other buildings)",
+            "default": true
+          },
+          "prefer_port": {
+            "type": "boolean",
+            "description": "Prioritize nodes with port access",
+            "default": false
+          },
+          "limit": {
+            "type": "integer",
+            "description": "Maximum number of results to return",
+            "default": 10
+          }
+        },
+        "required": [
+          "reasoning"
+        ]
+      }
+    },
+    {
+      "name": "analyze_path_potential",
+      "description": "Analyze where a road path leads and what opportunities exist ahead. USE THIS to plan road building - shows ports and valuable nodes 1-2 steps away!",
+      "parameters": {
+        "type": "object",
+        "properties": {
+          "reasoning": {
+            "type": "string",
+            "description": "Explain your road-building strategy. Why analyze this path? What are you hoping to reach?"
+          },
+          "from_node": {
+            "type": "integer",
+            "description": "Starting node ID (where you currently have a settlement/road)"
+          },
+          "direction_node": {
+            "type": "integer",
+            "description": "Specific neighbor to analyze, or omit to see all directions",
+            "nullable": true
+          },
+          "max_depth": {
+            "type": "integer",
+            "description": "How many steps ahead to look (1 or 2)",
+            "default": 2
+          }
+        },
+        "required": [
+          "reasoning",
+          "from_node"
+        ]
+      }
+    }
+  ]
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/prompts/prompt_38.txt

@@ -0,0 +1,178 @@
+=== Prompt #38 for Hadar ===
+Timestamp: 2026-05-16T02:39:59.450832
+Active Turn: True
+
+--- What Happened ---
+Hadar performed action: rolled the dice
+Current required action: Your turn - build, trade, or end turn. Type 'help' for commands.
+
+--- Tools Available ---
+  - inspect_node: Get detailed information about a specific node on the board. USE THIS to verify ...
+  - find_best_nodes: Search for the best available nodes matching specific criteria. USE THIS instead...
+  - analyze_path_potential: Analyze where a road path leads and what opportunities exist ahead. USE THIS to ...
+
+--- Response Schema ---
+{
+  "type": "object",
+  "required": [
+    "internal_thinking",
+    "action"
+  ],
+  "properties": {
+    "internal_thinking": {
+      "type": "string",
+      "description": "Private strategy. Plan your move logically here. Analyze the board, probabilities, and opponents. NOTE: Keep your logic HERE. Do not leak technical explanations into 'say_outloud'.",
+      "minLength": 120
+    },
+    "note_to_self": {
+      "type": "string",
+      "description": "Save important observations for future turns (e.g., 'Player 3 is hoarding ore').",
+      "maxLength": 100
+    },
+    "say_outloud": {
+      "type": "string",
+      "description": "Table talk in natural Hebrew only. If nothing interesting happened, leave empty. If frustrated or happy, express it briefly. Keep it casual, human, and non-technical.",
+      "maxLength": 120
+    },
+    "action": {
+      "type": "object",
+      "required": [
+        "type"
+      ],
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The action type (must match one from allowed_actions in constraints)"
+        },
+        "parameters": {
+          "type": "string",
+          "description": "Action parameters as JSON string. Example: {\"node\": 14} or {}"
+        }
+      },
+      "propertyOrdering": [
+        "type",
+        "parameters"
+      ]
+    }
+  },
+  "propertyOrdering": [
+    "internal_thinking",
+    "note_to_self",
+    "say_outloud",
+    "action"
+  ]
+}
+
+--- Prompt Content ---
+{
+  "meta_data": {
+    "agent_name": "Hadar",
+    "role": null,
+    "relationship_background": "Relationship background: Shon is an old friend; you played many games together and they were usually loyal, but in the last game they betrayed you at the final moment. Ziv is a sharp, fair-minded rival who noticed that betrayal; you trust their warnings more than their generosity. Use this only for table talk, trust, trades, and tie-breakers; your board decisions should still prioritize strong legal Catan play."
+  },
+  "task_context": {
+    "what_just_happened": "Hadar performed action: rolled the dice\nCurrent required action: Your turn - build, trade, or end turn. Type 'help' for commands.\nCurrent dice result: 9 (6+3). Resource production uses this total.",
+    "instructions": "Analyze the game state and select the optimal move from 'allowed_actions'. Any say_outloud chat message must be written in natural Hebrew only. You have 8 possible actions. For road placement, use analyze_path_potential to compare where candidate roads lead before choosing. For settlement placement, use find_best_nodes and inspect_node instead of manually decoding the board arrays. Treat nodes in state.bld and all adjacent nodes as unavailable. Do not state node resources or opponent settlement facts unless they come from the filtered game_state or a tool result."
+  },
+  "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\":\"Hadar\",\"phase\":\"NORMAL_PLAY\",\"robber\":14,\"dice\":[6,3],\"dice_total\":9},\"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\":[[9,\"Hadar\",\"S\"],[12,\"Ziv\",\"S\"],[14,\"Hadar\",\"S\"],[18,\"Shon\",\"S\"],[20,\"Hadar\",\"S\"],[25,\"Hadar\",\"S\"],[30,\"Shon\",\"S\"],[43,\"Shon\",\"S\"],[50,\"Shon\",\"S\"],[41,\"Ziv\",\"C\"]],\"rds\":[[[20,10],\"Hadar\"],[[43,42],\"Shon\"],[[12,13],\"Ziv\"],[[41,31],\"Ziv\"],[[30,19],\"Shon\"],[[25,24],\"Hadar\"],[[42,50],\"Shon\"],[[24,14],\"Hadar\"],[[10,9],\"Hadar\"],[[13,14],\"Ziv\"],[[19,18],\"Shon\"],[[31,32],\"Ziv\"],[[25,36],\"Hadar\"],[[36,35],\"Hadar\"],[[13,5],\"Ziv\"]]},\"players\":{\"Hadar\":{\"vp\":4,\"res\":{\"Wh\":1,\"B\":1,\"W\":1,\"S\":2},\"dev\":{\"r\":[\"K\"]}},\"Shon\":{\"vp\":4,\"res\":{\"Wh\":6,\"W\":1,\"S\":1}},\"Ziv\":{\"vp\":3,\"res\":{\"Wh\":1}}}}",
+  "social_context": {
+    "recent_chat": [
+      {
+        "from": "Hadar",
+        "message": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!"
+      },
+      {
+        "from": "Ziv",
+        "message": "מצטער שון, גם אני חייב לשמור את הלבנה הזאת כדי להתקדם."
+      },
+      {
+        "from": "Shon",
+        "message": "זיו, ראיתי שה-9 שלך חסום וחסרה לך חיטה. רוצה להחליף את הלבנה שקיבלת בחיטה שלי? זה יעזור לך להתקדם בינתיים."
+      },
+      {
+        "from": "Ziv",
+        "message": "זה באמת מפתה כי ה-9 שלי חסום, אבל אני חייב לשמור על הלבנה הזאת כדי לנסות להתקדם בעצמי. מצטער שון, אולי בהמשך."
+      },
+      {
+        "from": "Shon",
+        "message": "טוב, נראה שהלבנים באמת יקרות מדי כרגע וכולם שומרים אותן לעצמם. אני אסיים את התור ונקווה שה-10 יתחיל לעבוד בקרוב."
+      },
+      {
+        "from": "Ziv",
+        "message": "יאללה, בואו נראה מה הקוביות יביאו לנו הפעם. מקווה למשהו טוב שיזיז קצת את העניינים."
+      },
+      {
+        "from": "Ziv",
+        "message": "מבאס שה-9 חסום, ממש בניתי על החיטה מהעיר. אני אבנה דרך בינתיים ונראה מה יהיה."
+      },
+      {
+        "from": "Hadar",
+        "message": "לגמרי, ה-9 הזה חסום לשנינו. בינתיים רק שון חוגג עליו."
+      },
+      {
+        "from": "Ziv",
+        "message": "נו באמת, ה-9 הזה חסום ודווקא עכשיו הוא יוצא. אין לי כל כך מה לעשות כרגע כשהחיטה שלי תקועה. מסיים תור ונקווה לטוב בסיבוב הבא."
+      },
+      {
+        "from": "Hadar",
+        "message": "טוב, בואו נראה מה הקוביות יגידו. שון, אתה באמת חוגג על ה-9 הזה בזמן שזיו תקוע, אולי הגיע הזמן שהמזל יתהפך קצת."
+      }
+    ],
+    "trade_context": "Recent trade history: Ziv offered you 1 wheat for 1 brick; you rejected. You offered Shon 1 sheep for 1 wheat; Shon rejected. You offered Ziv 1 sheep for 1 wheat; Ziv rejected. You offered Shon 1 wood for 1 wheat; Shon accepted. Shon offered you 1 wheat for 1 brick; you rejected."
+  },
+  "memory": {
+    "note_from_last_turn": "I have the resources for a settlement at node 35. If I roll a 7, I should move the robber to Hex 18 (Shon's Wheat 9) to slow him down, as he's currently the only one benefiting from 9s.",
+    "recent_notes": [
+      "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.",
+      "The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited.",
+      "Shon is the only one benefiting from 9 rolls because hex 14 is blocked. Ziv and I are both losing out on wheat.",
+      "Shon is accumulating wheat from the unblocked 9. I have enough for a settlement at node 35 (Wh, B, W, S).",
+      "I have the resources for a settlement at node 35. If I roll a 7, I should move the robber to Hex 18 (Shon's Wheat 9) to slow him down, as he's currently the only one benefiting from 9s."
+    ]
+  },
+  "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": [
+      {
+        "type": "build_settlement",
+        "description": "Build a settlement at a node",
+        "example_parameters": "{\"node\": X}"
+      },
+      {
+        "type": "build_city",
+        "description": "Upgrade a settlement to a city",
+        "example_parameters": "{\"node\": X}"
+      },
+      {
+        "type": "build_road",
+        "description": "Build a road between two nodes",
+        "example_parameters": "{\"from\": X, \"to\": Y}"
+      },
+      {
+        "type": "trade_propose",
+        "description": "Propose a trade to other players",
+        "example_parameters": "{\"target_player\": \"Charlie\", \"offer\": {\"wood\": X}, \"request\": {\"brick\": Y}}"
+      },
+      {
+        "type": "trade_bank",
+        "description": "Trade resources with the bank. Default bank trade is 4:1 unless you have a matching 2:1 port or a 3:1 port. Only choose this when you have enough of the resource you give.",
+        "example_parameters": "{\"give\": \"wheat\", \"give_amount\": 4, \"receive\": \"brick\"}"
+      },
+      {
+        "type": "buy_dev_card",
+        "description": "Buy a development card",
+        "example_parameters": "{}"
+      },
+      {
+        "type": "use_dev_card",
+        "description": "Play a development card. Use exact card_type values: knight, road_building, monopoly, year_of_plenty. Victory points are counted automatically.",
+        "example_parameters": "{\"card_type\": \"knight\", \"hex\": X, \"target_player\": \"Bob\"} OR {\"card_type\": \"road_building\", \"road_1\": [A, B], \"road_2\": [C, D]} OR {\"card_type\": \"monopoly\", \"resource\": \"wheat\"} OR {\"card_type\": \"year_of_plenty\", \"resources\": [\"wood\", \"brick\"]}"
+      },
+      {
+        "type": "end_turn",
+        "description": "End your turn",
+        "example_parameters": "{}"
+      }
+    ]
+  }
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/intermediate/response_26_iter1.json

@@ -0,0 +1,38 @@
+{
+  "request_number": 26,
+  "iteration": 1,
+  "timestamp": "2026-05-16T02:27:32.465933",
+  "player_name": "Hadar",
+  "type": "intermediate",
+  "success": true,
+  "raw_content": "",
+  "has_tool_calls": true,
+  "tool_calls": [
+    {
+      "id": "call_1",
+      "name": "inspect_node",
+      "parameters": {
+        "node_id": 35,
+        "reasoning": "I have a road leading to node 35 and want to verify its resource yield before committing to building there."
+      }
+    },
+    {
+      "id": "call_2",
+      "name": "find_best_nodes",
+      "parameters": {
+        "reasoning": "Searching for high-yield nodes, specifically looking for Brick and Wheat to complement my current production.",
+        "min_pips": 10
+      }
+    }
+  ],
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 2308,
+    "completion": 0,
+    "thinking": 0,
+    "total": 2308
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/intermediate/response_28_iter1.json

@@ -0,0 +1,29 @@
+{
+  "request_number": 28,
+  "iteration": 1,
+  "timestamp": "2026-05-16T02:30:26.536947",
+  "player_name": "Hadar",
+  "type": "intermediate",
+  "success": true,
+  "raw_content": "",
+  "has_tool_calls": true,
+  "tool_calls": [
+    {
+      "id": "call_1",
+      "name": "find_best_nodes",
+      "parameters": {
+        "reasoning": "אני בודקת אם יש מיקומים טובים יותר ליישוב מאשר נקודה 35, כדי לתכנן את הצעדים הבאים שלי בצורה אופטימלית."
+      }
+    }
+  ],
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 2410,
+    "completion": 0,
+    "thinking": 0,
+    "total": 2410
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/intermediate/response_29_iter1.json

@@ -0,0 +1,29 @@
+{
+  "request_number": 29,
+  "iteration": 1,
+  "timestamp": "2026-05-16T02:31:49.994480",
+  "player_name": "Hadar",
+  "type": "intermediate",
+  "success": true,
+  "raw_content": "",
+  "has_tool_calls": true,
+  "tool_calls": [
+    {
+      "id": "call_1",
+      "name": "find_best_nodes",
+      "parameters": {
+        "reasoning": "I am looking for the best settlement locations to prioritize my next expansion. I already have a road leading to node 35, but I want to see if there are better options I should pivot towards or plan for after node 35."
+      }
+    }
+  ],
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 2362,
+    "completion": 0,
+    "thinking": 0,
+    "total": 2362
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_22.json

@@ -0,0 +1,25 @@
+{
+  "request_number": 22,
+  "timestamp": "2026-05-16T02:24:31.966449",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\n  \"internal_thinking\": \"Ziv is offering 1 sheep for 1 wood. I currently have 2 wood and I need sheep to build my next settlement at node 35 (or for development cards). My wood production is quite strong with settlements near hexes 1, 3, 4, and 9, so giving up one wood is not a major loss. Ziv is currently at 3 points and is blocked on the 9, so he isn't an immediate threat to win this turn. This trade helps me diversify my resources. I'll accept.\",\n  \"note_to_self\": \"Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.\",\n  \"say_outloud\": \"טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור.\",\n  \"action\": {\n    \"type\": \"trade_accept\",\n    \"parameters\": \"{}\"\n  }\n}",
+  "parsed": {
+    "internal_thinking": "Ziv is offering 1 sheep for 1 wood. I currently have 2 wood and I need sheep to build my next settlement at node 35 (or for development cards). My wood production is quite strong with settlements near hexes 1, 3, 4, and 9, so giving up one wood is not a major loss. Ziv is currently at 3 points and is blocked on the 9, so he isn't an immediate threat to win this turn. This trade helps me diversify my resources. I'll accept.",
+    "note_to_self": "Accepted Ziv's trade (1 sheep for 1 wood). I now have 1 wood and 1 sheep. I still need brick and wheat for the settlement at 35.",
+    "say_outloud": "טוב זיו, נשמע הוגן. יש לי מספיק עץ כרגע ואני באמת צריכה כבשה. בוא נסגור.",
+    "action_type": "trade_accept",
+    "parameters": {}
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 1870,
+    "completion": 192,
+    "thinking": 0,
+    "total": 2062
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_23.json

@@ -0,0 +1,25 @@
+{
+  "request_number": 23,
+  "timestamp": "2026-05-16T02:25:43.006919",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\n  \"internal_thinking\": \"Ziv offered 1 Wheat for 1 Brick. I currently have 1 Wood and 1 Sheep, so I cannot fulfill this trade even if I wanted to. I will reject the trade and explain that I don't have any bricks to trade. My goal remains building a settlement at node 35, which requires Wood (have), Sheep (have), Brick (need), and Wheat (need).\",\n  \"note_to_self\": \"I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.\",\n  \"say_outloud\": \"הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע.\",\n  \"action\": {\n    \"type\": \"trade_reject\",\n    \"parameters\": \"{}\"\n  }\n}",
+  "parsed": {
+    "internal_thinking": "Ziv offered 1 Wheat for 1 Brick. I currently have 1 Wood and 1 Sheep, so I cannot fulfill this trade even if I wanted to. I will reject the trade and explain that I don't have any bricks to trade. My goal remains building a settlement at node 35, which requires Wood (have), Sheep (have), Brick (need), and Wheat (need).",
+    "note_to_self": "I have Wood and Sheep. I need Brick and Wheat for my next settlement at 35. Ziv is trying to find bricks; Shon has brick production at 18 now.",
+    "say_outloud": "הייתי בכיף מביאה לך לבנה אם הייתה לי זיו, אבל באמת שאין לי כרגע.",
+    "action_type": "trade_reject",
+    "parameters": {}
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 1859,
+    "completion": 167,
+    "thinking": 0,
+    "total": 2026
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_24.json

@@ -0,0 +1,23 @@
+{
+  "request_number": 24,
+  "timestamp": "2026-05-16T02:26:36.171893",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\"internal_thinking\":\"זיו ממש מתוסכל מהחסימה על ה-9, וזה מובן כי יש לו שם עיר. שון הוא היחיד שמייצר לבנים כרגע בזכות הבית ב-18, אז כנראה שזיו ינסה לפנות אליו בתור הבא. אני צריכה למצוא דרך להשיג חיטה ולבנה כדי להתקדם ל-35 לפני שמישהו אחר יתפוס לי את המקום. אין טעם להגיב לזיו עכשיו, כבר אמרתי לו שאין לי לבנים.\",\"note_to_self\":\"זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.\",\"say_outloud\":\"\"}",
+  "parsed": {
+    "internal_thinking": "זיו ממש מתוסכל מהחסימה על ה-9, וזה מובן כי יש לו שם עיר. שון הוא היחיד שמייצר לבנים כרגע בזכות הבית ב-18, אז כנראה שזיו ינסה לפנות אליו בתור הבא. אני צריכה למצוא דרך להשיג חיטה ולבנה כדי להתקדם ל-35 לפני שמישהו אחר יתפוס לי את המקום. אין טעם להגיב לזיו עכשיו, כבר אמרתי לו שאין לי לבנים.",
+    "note_to_self": "זיו נואש להזיז את השודד מה-9 או להשיג משאבים בדרכים אחרות. שון הוא כרגע הספק היחיד של לבנים על הלוח. אני צריכה חיטה ולבנה ליישוב ב-35.",
+    "say_outloud": ""
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 1781,
+    "completion": 120,
+    "thinking": 0,
+    "total": 1901
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_25.json

@@ -0,0 +1,25 @@
+{
+  "request_number": 25,
+  "timestamp": "2026-05-16T02:27:09.661183",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\n  \"internal_thinking\": \"It's the start of my turn. I currently have 1 Wood and 1 Sheep. My development card (Knight) has already been played (it's in the 'r' revealed list). My current goal is to build a settlement at node 35, for which I need 1 Brick and 1 Wheat. I've already built the road leading there. The robber is currently on Hex 14 (Wheat 9), which is blocking Ziv and Shon, but not me. I need to roll the dice to generate resources and move the game forward.\",\n  \"note_to_self\": \"The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.\",\n  \"say_outloud\": \"טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם.\",\n  \"action\": {\n    \"type\": \"roll_dice\",\n    \"parameters\": \"{}\"\n  }\n}",
+  "parsed": {
+    "internal_thinking": "It's the start of my turn. I currently have 1 Wood and 1 Sheep. My development card (Knight) has already been played (it's in the 'r' revealed list). My current goal is to build a settlement at node 35, for which I need 1 Brick and 1 Wheat. I've already built the road leading there. The robber is currently on Hex 14 (Wheat 9), which is blocking Ziv and Shon, but not me. I need to roll the dice to generate resources and move the game forward.",
+    "note_to_self": "The robber is currently blocking Ziv (node 41) and Shon (node 43) on the Wheat 9 hex. This is advantageous for me as it slows down their production while I aim for node 35. I still need Brick and Wheat.",
+    "say_outloud": "טוב, הגיע תורי. בואו נראה אם הקוביות יפרגנו לי קצת בחיטה או לבנים הפעם, אני חייבת להתקדם.",
+    "action_type": "roll_dice",
+    "parameters": {}
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 1912,
+    "completion": 218,
+    "thinking": 0,
+    "total": 2130
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_26.json

@@ -0,0 +1,33 @@
+{
+  "request_number": 26,
+  "timestamp": "2026-05-16T02:28:11.666543",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\n  \"internal_thinking\": \"I have 3 Wood and 3 Sheep after the dice roll of 4 (producing 1 Wood from node 14 and 1 Sheep from node 25). My goal is to build a settlement at node 35, which requires 1 Wood, 1 Brick, 1 Sheep, and 1 Wheat. I am currently missing Brick and Wheat. Looking at the other players, Shon has 2 Wheat and 1 Sheep, while Ziv has 1 Wheat and 1 Wood. Neither has Brick in their hand. Since I have a surplus of Sheep and Shon has previously accepted sheep trades, I will propose a 1:1 trade of Sheep for Wheat. This will get me closer to my goal. I'll keep the Knight for now because the robber is currently blocking a Wheat 9 hex where Ziv has a city and Shon has a settlement, which is a very strong position for me.\",\n  \"note_to_self\": \"Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.\",\n  \"say_outloud\": \"שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע.\",\n  \"action\": {\n    \"type\": \"trade_propose\",\n    \"parameters\": \"{\\\"target_player\\\": \\\"Shon\\\", \\\"offer\\\": {\\\"sheep\\\": 1}, \\\"request\\\": {\\\"wheat\\\": 1}}\"\n  }\n}",
+  "parsed": {
+    "internal_thinking": "I have 3 Wood and 3 Sheep after the dice roll of 4 (producing 1 Wood from node 14 and 1 Sheep from node 25). My goal is to build a settlement at node 35, which requires 1 Wood, 1 Brick, 1 Sheep, and 1 Wheat. I am currently missing Brick and Wheat. Looking at the other players, Shon has 2 Wheat and 1 Sheep, while Ziv has 1 Wheat and 1 Wood. Neither has Brick in their hand. Since I have a surplus of Sheep and Shon has previously accepted sheep trades, I will propose a 1:1 trade of Sheep for Wheat. This will get me closer to my goal. I'll keep the Knight for now because the robber is currently blocking a Wheat 9 hex where Ziv has a city and Shon has a settlement, which is a very strong position for me.",
+    "note_to_self": "Shon has Wheat and is a potential source for it. Nobody currently has Brick in hand, so I'll need to wait for a 6 or 10 to roll or use my 3:1 port at node 9 in a future turn.",
+    "say_outloud": "שון, רוצה להחליף כבשה בחיטה? יש לך שתיים וזה יכול לעזור לשנינו כרגע.",
+    "action_type": "trade_propose",
+    "parameters": {
+      "target_player": "Shon",
+      "offer": {
+        "sheep": 1
+      },
+      "request": {
+        "wheat": 1
+      }
+    }
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 4986,
+    "completion": 294,
+    "thinking": 0,
+    "total": 5548
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_27.json

@@ -0,0 +1,33 @@
+{
+  "request_number": 27,
+  "timestamp": "2026-05-16T02:29:06.296615",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\n  \"internal_thinking\": \"I have 2 Wood and 2 Sheep. I need 1 Brick and 1 Wheat to build a settlement at node 35. Shon just rejected my trade for wheat, so I'll try Ziv. Ziv mentioned earlier they were looking for bricks and had wheat to offer. Since I don't have bricks, I'll offer a sheep instead, as Ziv might need it for a settlement or dev card. I also have a Knight card, but since the robber is currently blocking both Shon and Ziv on a Wheat 9 hex (Hex 14), it's actually helping me by slowing them down. I'll hold the Knight for now and try to trade for the wheat I need.\",\n  \"note_to_self\": \"Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.\",\n  \"say_outloud\": \"זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים.\",\n  \"action\": {\n    \"type\": \"trade_propose\",\n    \"parameters\": \"{\\\"target_player\\\": \\\"Ziv\\\", \\\"offer\\\": {\\\"sheep\\\": 1}, \\\"request\\\": {\\\"wheat\\\": 1}}\"\n  }\n}",
+  "parsed": {
+    "internal_thinking": "I have 2 Wood and 2 Sheep. I need 1 Brick and 1 Wheat to build a settlement at node 35. Shon just rejected my trade for wheat, so I'll try Ziv. Ziv mentioned earlier they were looking for bricks and had wheat to offer. Since I don't have bricks, I'll offer a sheep instead, as Ziv might need it for a settlement or dev card. I also have a Knight card, but since the robber is currently blocking both Shon and Ziv on a Wheat 9 hex (Hex 14), it's actually helping me by slowing them down. I'll hold the Knight for now and try to trade for the wheat I need.",
+    "note_to_self": "Ziv has Wheat and needs Brick. Shon is holding onto Wheat. I need to keep an eye on Brick production (6, 10) to get my settlement at 35.",
+    "say_outloud": "זיו, ראיתי שאתה מחפש לבנים ואין לי, אבל אולי תרצה כבשה בתמורה לחיטה? זה יכול לעזור לך להתקדם לכיוון אחר בינתיים.",
+    "action_type": "trade_propose",
+    "parameters": {
+      "target_player": "Ziv",
+      "offer": {
+        "sheep": 1
+      },
+      "request": {
+        "wheat": 1
+      }
+    }
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 2370,
+    "completion": 256,
+    "thinking": 0,
+    "total": 2626
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_28.json

@@ -0,0 +1,33 @@
+{
+  "request_number": 28,
+  "timestamp": "2026-05-16T02:30:58.953578",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\n  \"internal_thinking\": \"I have 2 Wood and 2 Sheep. To build my next settlement at node 35, I need 1 Wood, 1 Brick, 1 Wheat, and 1 Sheep. I am currently missing Brick and Wheat. While I have Brick production on node 20 (Hex 5, B6) and Wheat production on nodes 14 and 25 (Hex 7, Wh8), the recent dice roll of 4 didn't give me anything. Shon has 2 Wheat and might be willing to trade one for Wood, especially since he only has one Wood-producing hex (Hex 9, W11). Ziv only has 1 Wheat and already rejected a trade, so Shon is my best bet. If this trade fails, I'll have to wait for a 6, 8, or 10 to roll or accumulate enough resources for a 3:1 trade at my port on node 9.\",\n  \"note_to_self\": \"Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).\",\n  \"say_outloud\": \"שון, אולי תרצה עץ בתמורה לחיטה? ראיתי שאתה שומר אותה, אבל עץ יכול לעזור לך להתקדם בבנייה של הדרכים או היישוב הבא שלך.\",\n  \"action\": {\n    \"type\": \"trade_propose\",\n    \"parameters\": \"{\\\"target_player\\\": \\\"Shon\\\", \\\"offer\\\": {\\\"wood\\\": 1}, \\\"request\\\": {\\\"wheat\\\": 1}}\"\n  }\n}",
+  "parsed": {
+    "internal_thinking": "I have 2 Wood and 2 Sheep. To build my next settlement at node 35, I need 1 Wood, 1 Brick, 1 Wheat, and 1 Sheep. I am currently missing Brick and Wheat. While I have Brick production on node 20 (Hex 5, B6) and Wheat production on nodes 14 and 25 (Hex 7, Wh8), the recent dice roll of 4 didn't give me anything. Shon has 2 Wheat and might be willing to trade one for Wood, especially since he only has one Wood-producing hex (Hex 9, W11). Ziv only has 1 Wheat and already rejected a trade, so Shon is my best bet. If this trade fails, I'll have to wait for a 6, 8, or 10 to roll or accumulate enough resources for a 3:1 trade at my port on node 9.",
+    "note_to_self": "Shon is holding 2 Wheat and seems to be planning something. I need to get Brick and Wheat for the settlement at 35. Node 35 is the best spot available with 9 pips (Sheep 11, Wheat 6, Ore 3).",
+    "say_outloud": "שון, אולי תרצה עץ בתמורה לחיטה? ראיתי שאתה שומר אותה, אבל עץ יכול לעזור לך להתקדם בבנייה של הדרכים או היישוב הבא שלך.",
+    "action_type": "trade_propose",
+    "parameters": {
+      "target_player": "Shon",
+      "offer": {
+        "wood": 1
+      },
+      "request": {
+        "wheat": 1
+      }
+    }
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 6464,
+    "completion": 294,
+    "thinking": 0,
+    "total": 7728
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_29.json

@@ -0,0 +1,25 @@
+{
+  "request_number": 29,
+  "timestamp": "2026-05-16T02:32:34.537886",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\n  \"internal_thinking\": \"After the recent trade with Shon (giving 1 wood for 1 wheat), my current resources are 1 Wheat, 1 Wood, and 2 Sheep. I am currently positioned to build a settlement at node 35, which is a high-value spot (9 pips: Wheat 6, Sheep 11, Ore 3). However, I am missing a Brick to complete the settlement (requires 1 Wood, 1 Brick, 1 Wheat, 1 Sheep). Since the players have indicated in the chat that no one has bricks at the moment, and I do not have enough of any single resource to use my 3:1 port at node 9 (requires 3 of a kind), I cannot build, buy a development card, or trade with the bank this turn. I will hold onto my revealed Knight card for now, as the robber is currently on Hex 14 (Wheat 9), which effectively blocks both Shon and Ziv while not affecting my production. Moving it now would be counter-productive. Therefore, the best move is to end my turn and wait for better rolls.\",\n  \"note_to_self\": \"I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.\",\n  \"say_outloud\": \"תודה על ההחלפה שון, זה יעזור לי בהמשך. נראה שבאמת אין לבנים לאף אחד כרגע וזה קצת תוקע את כולנו, אז אין לי הרבה מה לעשות. אני אסיים את התור ונקווה שהקוביות יהיו יותר לטובתנו בסיבוב הבא.\",\n  \"action\": {\n    \"type\": \"end_turn\",\n    \"parameters\": \"{}\"\n  }\n}",
+  "parsed": {
+    "internal_thinking": "After the recent trade with Shon (giving 1 wood for 1 wheat), my current resources are 1 Wheat, 1 Wood, and 2 Sheep. I am currently positioned to build a settlement at node 35, which is a high-value spot (9 pips: Wheat 6, Sheep 11, Ore 3). However, I am missing a Brick to complete the settlement (requires 1 Wood, 1 Brick, 1 Wheat, 1 Sheep). Since the players have indicated in the chat that no one has bricks at the moment, and I do not have enough of any single resource to use my 3:1 port at node 9 (requires 3 of a kind), I cannot build, buy a development card, or trade with the bank this turn. I will hold onto my revealed Knight card for now, as the robber is currently on Hex 14 (Wheat 9), which effectively blocks both Shon and Ziv while not affecting my production. Moving it now would be counter-productive. Therefore, the best move is to end my turn and wait for better rolls.",
+    "note_to_self": "I am at node 35 and just need a Brick to settle. Ziv and Shon are blocked by the robber on the Wheat 9 hex, which is good for me. I should keep an eye on Brick production (6, 10) to see when they might have some to trade, or wait for my own production.",
+    "say_outloud": "תודה על ההחלפה שון, זה יעזור לי בהמשך. נראה שבאמת אין לבנים לאף אחד כרגע וזה קצת תוקע את כולנו, אז אין לי הרבה מה לעשות. אני אסיים את התור ונקווה שהקוביות יהיו יותר לטובתנו בסיבוב הבא.",
+    "action_type": "end_turn",
+    "parameters": {}
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 6222,
+    "completion": 365,
+    "thinking": 0,
+    "total": 7412
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_30.json

@@ -0,0 +1,23 @@
+{
+  "request_number": 30,
+  "timestamp": "2026-05-16T02:33:26.572014",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\"internal_thinking\":\"Shon rolled a 6. Looking at the board, Hex 5 is Brick 6 and Ziv has a settlement on Node 12, so Ziv just got the brick Shon was talking about. I also need brick for my settlement at node 35, but it's Shon's turn now. I'll stay quiet and see if he tries to trade with Ziv for it. Shon's comment was just generic table talk before the roll.\",\"note_to_self\":\"Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.\",\"say_outloud\":\"\"}",
+  "parsed": {
+    "internal_thinking": "Shon rolled a 6. Looking at the board, Hex 5 is Brick 6 and Ziv has a settlement on Node 12, so Ziv just got the brick Shon was talking about. I also need brick for my settlement at node 35, but it's Shon's turn now. I'll stay quiet and see if he tries to trade with Ziv for it. Shon's comment was just generic table talk before the roll.",
+    "note_to_self": "Ziv just got a brick from the 6 roll (Hex 5). I need a brick for my settlement at node 35, so I should keep an eye on Ziv's hand.",
+    "say_outloud": ""
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 1923,
+    "completion": 131,
+    "thinking": 0,
+    "total": 2054
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_31.json

@@ -0,0 +1,25 @@
+{
+  "request_number": 31,
+  "timestamp": "2026-05-16T02:34:12.102354",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\n  \"internal_thinking\": \"Shon is offering 1 Wheat for 1 Brick. Looking at my resources, I have exactly 1 Wheat, 1 Brick, 1 Wood, and 2 Sheep. I need that Brick, along with the Wood, Wheat, and one Sheep, to build a settlement at Node 35, which I've already reached with my roads. Since Brick is scarce and I finally got one from the roll of 6 (my settlement at Node 20 is adjacent to the B6 hex), it would be a mistake to trade it away, especially for a resource I already possess. I will reject the trade to ensure I can build my settlement on my next turn.\",\n  \"note_to_self\": \"I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.\",\n  \"say_outloud\": \"מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!\",\n  \"action\": {\n    \"type\": \"trade_reject\",\n    \"parameters\": \"{}\"\n  }\n}",
+  "parsed": {
+    "internal_thinking": "Shon is offering 1 Wheat for 1 Brick. Looking at my resources, I have exactly 1 Wheat, 1 Brick, 1 Wood, and 2 Sheep. I need that Brick, along with the Wood, Wheat, and one Sheep, to build a settlement at Node 35, which I've already reached with my roads. Since Brick is scarce and I finally got one from the roll of 6 (my settlement at Node 20 is adjacent to the B6 hex), it would be a mistake to trade it away, especially for a resource I already possess. I will reject the trade to ensure I can build my settlement on my next turn.",
+    "note_to_self": "I have the resources for a settlement at node 35 (Wh, B, W, S). I must protect this brick at all costs since it's my only way to expand right now. Shon is looking for bricks, and Ziv likely has one too from the 6 roll.",
+    "say_outloud": "מצטערת שון, הלבנה הזאת היא בדיוק מה שהייתי צריכה בשביל היישוב הבא שלי. חיכיתי לה הרבה זמן!",
+    "action_type": "trade_reject",
+    "parameters": {}
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 1981,
+    "completion": 245,
+    "thinking": 0,
+    "total": 2226
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_32.json

@@ -0,0 +1,23 @@
+{
+  "request_number": 32,
+  "timestamp": "2026-05-16T02:35:38.444118",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\"internal_thinking\":\"Shon is trying to exploit the fact that Ziv's wheat production on 9 is blocked to get a brick, but Ziv is playing it smart and keeping the brick for himself. I have exactly what I need for my settlement at node 35 (1 Wheat, 1 Brick, 1 Wood, 1 Sheep), so I definitely won't be trading my brick away. Given Shon's history of betrayal, I'm glad Ziv isn't giving in easily. I'll stay quiet and wait for my turn.\",\"note_to_self\":\"I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.\",\"say_outloud\":\"\"}",
+  "parsed": {
+    "internal_thinking": "Shon is trying to exploit the fact that Ziv's wheat production on 9 is blocked to get a brick, but Ziv is playing it smart and keeping the brick for himself. I have exactly what I need for my settlement at node 35 (1 Wheat, 1 Brick, 1 Wood, 1 Sheep), so I definitely won't be trading my brick away. Given Shon's history of betrayal, I'm glad Ziv isn't giving in easily. I'll stay quiet and wait for my turn.",
+    "note_to_self": "I have the full set of resources (Wh, B, W, S) for the settlement at node 35. Ziv is holding onto his brick despite the wheat shortage.",
+    "say_outloud": ""
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 1905,
+    "completion": 150,
+    "thinking": 0,
+    "total": 2055
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_33.json

@@ -0,0 +1,23 @@
+{
+  "request_number": 33,
+  "timestamp": "2026-05-16T02:36:28.464116",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\"internal_thinking\":\"Shon is finishing his turn. He's clearly frustrated about the lack of bricks, which makes sense since everyone is hoarding them for their own expansion. I have the resources I need (Wheat, Brick, Wood, Sheep) to build my settlement at node 35 on my next turn, so I definitely wasn't going to trade my brick away. I'll just stay quiet and hope no 7 is rolled before it's my turn. Ziv is up next.\",\"note_to_self\":\"I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.\",\"say_outloud\":\"\"}",
+  "parsed": {
+    "internal_thinking": "Shon is finishing his turn. He's clearly frustrated about the lack of bricks, which makes sense since everyone is hoarding them for their own expansion. I have the resources I need (Wheat, Brick, Wood, Sheep) to build my settlement at node 35 on my next turn, so I definitely wasn't going to trade my brick away. I'll just stay quiet and hope no 7 is rolled before it's my turn. Ziv is up next.",
+    "note_to_self": "I have the resources for node 35. Shon is desperate for bricks (needs 10s to roll). Ziv is also holding a brick.",
+    "say_outloud": ""
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 1875,
+    "completion": 141,
+    "thinking": 0,
+    "total": 2016
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}

examples/ai_testing/my_games/session_20260516_020509/Hadar/responses/response_34.json

@@ -0,0 +1,23 @@
+{
+  "request_number": 34,
+  "timestamp": "2026-05-16T02:37:05.842895",
+  "player_name": "Hadar",
+  "type": "final",
+  "success": true,
+  "raw_content": "{\"internal_thinking\":\"The roll is 9. That should have been great for me and Ziv (Hex 14), but the robber is sitting right there. Only Shon gets wheat from the other 9 (Hex 18). Ziv's hope for something to 'move things along' didn't really work out for him or me. I'm still holding my resources for the settlement at node 35, just need to make sure I don't lose them to a 7 or a robbery before my turn.\",\"note_to_self\":\"The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited.\",\"say_outloud\":\"\"}",
+  "parsed": {
+    "internal_thinking": "The roll is 9. That should have been great for me and Ziv (Hex 14), but the robber is sitting right there. Only Shon gets wheat from the other 9 (Hex 18). Ziv's hope for something to 'move things along' didn't really work out for him or me. I'm still holding my resources for the settlement at node 35, just need to make sure I don't lose them to a 7 or a robbery before my turn.",
+    "note_to_self": "The 9 roll was wasted for me and Ziv due to the robber on Hex 14; only Shon benefited.",
+    "say_outloud": ""
+  },
+  "model": "gemini-3-flash-preview",
+  "tokens": {
+    "prompt": 1816,
+    "completion": 131,
+    "thinking": 0,
+    "total": 1947
+  },
+  "finish_reason": null,
+  "latency_seconds": 0.0,
+  "error": null
+}