| { |
| "meta": { |
| "title": "d1 × d1 21 點：破產對決", |
| "subtitle": "兩個 LiquidAI d1-3B 決策模型，用 llama.cpp 一路打到雙方資金歸零", |
| "created_at": "2026-10-21T11:32:55+02:00", |
| "seed": 20261021, |
| "model": "LiquidAI/d1-3B-GGUF", |
| "quant": "Q8_0", |
| "llama_build": "b11786 (0.7.0-dev)", |
| "rules": { |
| "decks": 6, |
| "dealer": "莊家軟 17 停牌 (S17)", |
| "blackjack_pays": "3:2", |
| "double": "僅限硬 9–11 或軟 13–18 時加倍，加倍後只補一張", |
| "split": "本局不開放分牌", |
| "insurance": "不開放保險", |
| "reshuffle": "剩餘牌數低於 25% 時重洗", |
| "start_bankroll": 1000, |
| "betting": "注碼依當前資金比例：小注 50%、大注 70%、全押 100%（取整到 10）", |
| "rebuy": "無補充籌碼，兩邊都歸零才結束" |
| }, |
| "start_bankroll": 1000, |
| "bet_fractions": { |
| "min": 0.5, |
| "standard": 0.7, |
| "max": 1.0 |
| }, |
| "end_reason": "both_broke", |
| "agents": [ |
| { |
| "id": "a", |
| "name": "阿保", |
| "style": "保守算牌派", |
| "description": "以保住本金為第一優先，只有在牌面明顯有利時才加注，遇到風險寧可停牌。", |
| "url": "http://127.0.0.1:8081", |
| "final_bankroll": 0, |
| "peak_bankroll": 1000, |
| "bust_round": 10, |
| "rounds_played": 10 |
| }, |
| { |
| "id": "b", |
| "name": "阿衝", |
| "style": "激進壓迫派", |
| "description": "相信進攻是最好的防守，喜歡加倍與大注，願意為了期望值承擔波動。", |
| "url": "http://127.0.0.1:8082", |
| "final_bankroll": 0, |
| "peak_bankroll": 1000, |
| "bust_round": 11, |
| "rounds_played": 11 |
| } |
| ], |
| "rounds_played": 11, |
| "duration_sec": 138.93, |
| "inference": { |
| "a": { |
| "calls": 23, |
| "avg_latency_ms": 3012 |
| }, |
| "b": { |
| "calls": 22, |
| "avg_latency_ms": 3165 |
| } |
| } |
| }, |
| "rounds": [ |
| { |
| "n": 1, |
| "shoe_before": { |
| "decks": 6, |
| "remaining_cards": 306, |
| "penetration_pct": 2, |
| "cards_left_by_rank": { |
| "A": 23, |
| "2": 24, |
| "3": 23, |
| "4": 24, |
| "5": 24, |
| "6": 23, |
| "7": 23, |
| "8": 24, |
| "9": 24, |
| "10": 24, |
| "J": 24, |
| "Q": 23, |
| "K": 23 |
| }, |
| "hi_lo_running_count": -1, |
| "true_count": -0.17 |
| }, |
| "dealer_up": "A♣", |
| "dealer_hole": "K♣", |
| "dealer_revealed": true, |
| "dealer": { |
| "cards": [ |
| "A♣", |
| "K♣" |
| ], |
| "total": 21, |
| "soft": true, |
| "blackjack": true, |
| "bust": false |
| }, |
| "events": [ |
| "莊家明牌為 A 或 10 點，進行暗牌確認", |
| "莊家直接拿到 Blackjack，本局立即結束" |
| ], |
| "players": [ |
| { |
| "cards": [ |
| "7♥", |
| "3♣" |
| ], |
| "bet": 500, |
| "doubled": false, |
| "blackjack": false, |
| "bust": false, |
| "total": 10, |
| "soft": false, |
| "result": "lose", |
| "net": -500, |
| "bet_decision": { |
| "decision": { |
| "type": "choice", |
| "choice": "min", |
| "probabilities": { |
| "min": 0.7495426029302982, |
| "standard": 0.19354882832047426, |
| "max": 0.05690856874922748 |
| }, |
| "confidence": 0.6243139043954472 |
| }, |
| "bet": 500, |
| "confidence": { |
| "type": "score", |
| "score": 1.1935795415714954, |
| "legend": { |
| "0": "沒信心", |
| "1": "普通", |
| "2": "有信心", |
| "3": "非常有信心" |
| }, |
| "probabilities": { |
| "0": 0.19777645506034436, |
| "1": 0.4973906472646646, |
| "2": 0.21830979871814207, |
| "3": 0.08652309895684891 |
| }, |
| "confidence": 0.4108675483078158 |
| }, |
| "latency_ms": 2694 |
| }, |
| "bankroll_after": 500, |
| "id": "a", |
| "name": "阿保", |
| "style": "保守算牌派", |
| "peak_bankroll": 1000 |
| }, |
| { |
| "cards": [ |
| "Q♦", |
| "6♠" |
| ], |
| "bet": 700, |
| "doubled": false, |
| "blackjack": false, |
| "bust": false, |
| "total": 16, |
| "soft": false, |
| "result": "lose", |
| "net": -700, |
| "bet_decision": { |
| "decision": { |
| "type": "choice", |
| "choice": "standard", |
| "probabilities": { |
| "min": 0.23967294369887637, |
| "standard": 0.5817249980285547, |
| "max": 0.17860205827256884 |
| }, |
| "confidence": 0.37258749704283206 |
| }, |
| "bet": 700, |
| "confidence": { |
| "type": "score", |
| "score": 1.507238814141059, |
| "legend": { |
| "0": "沒信心", |
| "1": "普通", |
| "2": "有信心", |
| "3": "非常有信心" |
| }, |
| "probabilities": { |
| "0": 0.14445230077935894, |
| "1": 0.3625481640958943, |
| "2": 0.33430795532907537, |
| "3": 0.15869157979567128 |
| }, |
| "confidence": 0.20385658430022313 |
| }, |
| "latency_ms": 2499 |
| }, |
| "bankroll_after": 300, |
| "id": "b", |
| "name": "阿衝", |
| "style": "激進壓迫派", |
| "peak_bankroll": 1000 |
| } |
| ], |
| "shoe_after": { |
| "decks": 6, |
| "remaining_cards": 306, |
| "penetration_pct": 2, |
| "cards_left_by_rank": { |
| "A": 23, |
| "2": 24, |
| "3": 23, |
| "4": 24, |
| "5": 24, |
| "6": 23, |
| "7": 23, |
| "8": 24, |
| "9": 24, |
| "10": 24, |
| "J": 24, |
| "Q": 23, |
| "K": 23 |
| }, |
| "hi_lo_running_count": -1, |
| "true_count": -0.17 |
| } |
| }, |
| { |
| "n": 2, |
| "shoe_before": { |
| "decks": 6, |
| "remaining_cards": 300, |
| "penetration_pct": 4, |
| "cards_left_by_rank": { |
| "A": 22, |
| "2": 24, |
| "3": 22, |
| "4": 24, |
| "5": 23, |
| "6": 23, |
| "7": 23, |
| "8": 23, |
| "9": 24, |
| "10": 23, |
| "J": 24, |
| "Q": 23, |
| "K": 22 |
| }, |
| "hi_lo_running_count": -2, |
| "true_count": -0.35 |
| }, |
| "dealer_up": "8♣", |
| "dealer_hole": "A♠", |
| "dealer_revealed": true, |
| "dealer": { |
| "cards": [ |
| "8♣", |
| "A♠" |
| ], |
| "total": 19, |
| "soft": true, |
| "blackjack": false, |
| "bust": false |
| }, |
| "events": [ |
| "莊家最終 19 點" |
| ], |
| "players": [ |
| { |
| "cards": [ |
| "5♠", |
| "3♥", |
| "9♠" |
| ], |
| "bet": 250, |
| "doubled": false, |
| "total": 17, |
| "soft": false, |
| "bust": false, |
| "blackjack": false, |
| "steps": [ |
| { |
| "type": "action", |
| "cards": [ |
| "5♠", |
| "3♥" |
| ], |
| "total": 8, |
| "soft": false, |
| "dealer_up": "8♣", |
| "allowed": [ |
| "hit", |
| "stand" |
| ], |
| "decision": { |
| "type": "choice", |
| "choice": "hit", |
| "probabilities": { |
| "hit": 0.7888347603567517, |
| "stand": 0.2111652396432483 |
| }, |
| "confidence": 0.5776695207135034 |
| }, |
| "risk": { |
| "type": "score", |
| "score": 2.2652645474088886, |
| "legend": { |
| "0": "非常有利", |
| "1": "稍微有利", |
| "2": "有點不利", |
| "3": "非常不利" |
| }, |
| "probabilities": { |
| "0": 0.03996224301656414, |
| "1": 0.10200571269114653, |
| "2": 0.41083729815912584, |
| "3": 0.4471947461331635 |
| }, |
| "confidence": 0.2652645474088887 |
| }, |
| "latency_ms": 3151, |
| "drawn": "9♠", |
| "total_after": 17 |
| }, |
| { |
| "type": "action", |
| "cards": [ |
| "5♠", |
| "3♥", |
| "9♠" |
| ], |
| "total": 17, |
| "soft": false, |
| "dealer_up": "8♣", |
| "allowed": [ |
| "hit", |
| "stand" |
| ], |
| "decision": { |
| "type": "choice", |
| "choice": "stand", |
| "probabilities": { |
| "hit": 0.37302117687837494, |
| "stand": 0.626978823121625 |
| }, |
| "confidence": 0.25395764624325 |
| }, |
| "risk": { |
| "type": "score", |
| "score": 1.4085793790866217, |
| "legend": { |
| "0": "非常有利", |
| "1": "稍微有利", |
| "2": "有點不利", |
| "3": "非常不利" |
| }, |
| "probabilities": { |
| "0": 0.13348583156305185, |
| "1": 0.3936259060555138, |
| "2": 0.4037113141131949, |
| "3": 0.06917694826823936 |
| }, |
| "confidence": 0.2702254825501431 |
| }, |
| "latency_ms": 3468, |
| "drawn": null, |
| "total_after": 17 |
| } |
| ], |
| "player_id": "a", |
| "result": "lose", |
| "net": -250, |
| "bet_decision": { |
| "decision": { |
| "type": "choice", |
| "choice": "min", |
| "probabilities": { |
| "min": 0.6968753406570245, |
| "standard": 0.25124407766170376, |
| "max": 0.05188058168127172 |
| }, |
| "confidence": 0.5453130109855368 |
| }, |
| "bet": 250, |
| "confidence": { |
| "type": "score", |
| "score": 1.153562244852418, |
| "legend": { |
| "0": "沒信心", |
| "1": "普通", |
| "2": "有信心", |
| "3": "非常有信心" |
| }, |
| "probabilities": { |
| "0": 0.19629014603126313, |
| "1": 0.5138686227524958, |
| "2": 0.229830071548801, |
| "3": 0.0600111596674401 |
| }, |
| "confidence": 0.4538574630850557 |
| }, |
| "latency_ms": 2709 |
| }, |
| "bankroll_after": 250, |
| "id": "a", |
| "name": "阿保", |
| "style": "保守算牌派", |
| "peak_bankroll": 1000 |
| }, |
| { |
| "cards": [ |
| "K♦", |
| "10♣" |
| ], |
| "bet": 210, |
| "doubled": false, |
| "total": 20, |
| "soft": false, |
| "bust": false, |
| "blackjack": false, |
| "steps": [ |
| { |
| "type": "action", |
| "cards": [ |
| "K♦", |
| "10♣" |
| ], |
| "total": 20, |
| "soft": false, |
| "dealer_up": "8♣", |
| "allowed": [ |
| "hit", |
| "stand" |
| ], |
| "decision": { |
| "type": "choice", |
| "choice": "stand", |
| "probabilities": { |
| "hit": 0.30708643375615396, |
| "stand": 0.6929135662438459 |
| }, |
| "confidence": 0.38582713248769185 |
| }, |
| "risk": { |
| "type": "score", |
| "score": 1.1558612595776556, |
| "legend": { |
| "0": "非常有利", |
| "1": "稍微有利", |
| "2": "有點不利", |
| "3": "非常不利" |
| }, |
| "probabilities": { |
| "0": 0.27435705365012364, |
| "1": 0.35797206875513765, |
| "2": 0.30512344196169827, |
| "3": 0.06254743563304048 |
| }, |
| "confidence": 0.2954246331220971 |
| }, |
| "latency_ms": 2990, |
| "drawn": null, |
| "total_after": 20 |
| } |
| ], |
| "player_id": "b", |
| "result": "win", |
| "net": 210, |
| "bet_decision": { |
| "decision": { |
| "type": "choice", |
| "choice": "standard", |
| "probabilities": { |
| "min": 0.2589391915119814, |
| "standard": 0.6021647784241172, |
| "max": 0.13889603006390153 |
| }, |
| "confidence": 0.4032471676361758 |
| }, |
| "bet": 210, |
| "confidence": { |
| "type": "score", |
| "score": 1.6222850123507153, |
| "legend": { |
| "0": "沒信心", |
| "1": "普通", |
| "2": "有信心", |
| "3": "非常有信心" |
| }, |
| "probabilities": { |
| "0": 0.12053751205265624, |
| "1": 0.3180917564832067, |
| "2": 0.37991893852490216, |
| "3": 0.18145179293923472 |
| }, |
| "confidence": 0.25938142647224605 |
| }, |
| "latency_ms": 2426 |
| }, |
| "bankroll_after": 510, |
| "id": "b", |
| "name": "阿衝", |
| "style": "激進壓迫派", |
| "peak_bankroll": 1000 |
| } |
| ], |
| "shoe_after": { |
| "decks": 6, |
| "remaining_cards": 299, |
| "penetration_pct": 4, |
| "cards_left_by_rank": { |
| "A": 22, |
| "2": 24, |
| "3": 22, |
| "4": 24, |
| "5": 23, |
| "6": 23, |
| "7": 23, |
| "8": 23, |
| "9": 23, |
| "10": 23, |
| "J": 24, |
| "Q": 23, |
| "K": 22 |
| }, |
| "hi_lo_running_count": -2, |
| "true_count": -0.35 |
| } |
| }, |
| { |
| "n": 3, |
| "shoe_before": { |
| "decks": 6, |
| "remaining_cards": 293, |
| "penetration_pct": 6, |
| "cards_left_by_rank": { |
| "A": 22, |
| "2": 22, |
| "3": 21, |
| "4": 24, |
| "5": 23, |
| "6": 22, |
| "7": 23, |
| "8": 23, |
| "9": 23, |
| "10": 21, |
| "J": 24, |
| "Q": 23, |
| "K": 22 |
| }, |
| "hi_lo_running_count": 0, |
| "true_count": 0.0 |
| }, |
| "dealer_up": "3♦", |
| "dealer_hole": "2♠", |
| "dealer_revealed": true, |
| "dealer": { |
| "cards": [ |
| "3♦", |
| "2♠", |
| "2♠", |
| "3♦", |
| "A♣" |
| ], |
| "total": 21, |
| "soft": true, |
| "blackjack": false, |
| "bust": false |
| }, |
| "events": [ |
| "莊家補牌 2♠ → 7 點", |
| "莊家補牌 3♦ → 10 點", |
| "莊家補牌 A♣ → 21 點", |
| "莊家最終 21 點" |
| ], |
| "players": [ |
| { |
| "cards": [ |
| "10♠", |
| "2♦", |
| "8♣" |
| ], |
| "bet": 120, |
| "doubled": false, |
| "total": 20, |
| "soft": false, |
| "bust": false, |
| "blackjack": false, |
| "steps": [ |
| { |
| "type": "action", |
| "cards": [ |
| "10♠", |
| "2♦" |
| ], |
| "total": 12, |
| "soft": false, |
| "dealer_up": "3♦", |
| "allowed": [ |
| "hit", |
| "stand" |
| ], |
| "decision": { |
| "type": "choice", |
| "choice": "hit", |
| "probabilities": { |
| "hit": 0.6558900475681183, |
| "stand": 0.34410995243188175 |
| }, |
| "confidence": 0.3117800951362366 |
| }, |
| "risk": { |
| "type": "score", |
| "score": 1.769234618561999, |
| "legend": { |
| "0": "非常有利", |
| "1": "稍微有利", |
| "2": "有點不利", |
| "3": "非常不利" |
| }, |
| "probabilities": { |
| "0": 0.07876321188385403, |
| "1": 0.2653560066817271, |
| "2": 0.4637637324229848, |
| "3": 0.1921170490114341 |
| }, |
| "confidence": 0.3850005205391307 |
| }, |
| "latency_ms": 3146, |
| "drawn": "8♣", |
| "total_after": 20 |
| }, |
| { |
| "type": "action", |
| "cards": [ |
| "10♠", |
| "2♦", |
| "8♣" |
| ], |
| "total": 20, |
| "soft": false, |
| "dealer_up": "3♦", |
| "allowed": [ |
| "hit", |
| "stand" |
| ], |
| "decision": { |
| "type": "choice", |
| "choice": "stand", |
| "probabilities": { |
| "hit": 0.2298190158896557, |
| "stand": 0.7701809841103443 |
| }, |
| "confidence": 0.5403619682206886 |
| }, |
| "risk": { |
| "type": "score", |
| "score": 1.2032165044695071, |
| "legend": { |
| "0": "非常有利", |
| "1": "稍微有利", |
| "2": "有點不利", |
| "3": "非常不利" |
| }, |
| "probabilities": { |
| "0": 0.21444016577017114, |
| "1": 0.4154791783036063, |
| "2": 0.3225046416127668, |
| "3": 0.04757601431345572 |
| }, |
| "confidence": 0.36790316399015066 |
| }, |
| "latency_ms": 3084, |
| "drawn": null, |
| "total_after": 20 |
| } |
| ], |
| "player_id": "a", |
| "result": "lose", |
| "net": -120, |
| "bet_decision": { |
| "decision": { |
| "type": "choice", |
| "choice": "min", |
| "probabilities": { |
| "min": 0.7021353615602709, |
| "standard": 0.24459731120528871, |
| "max": 0.053267327234440304 |
| }, |
| "confidence": 0.5532030423404063 |
| }, |
| "bet": 120, |
| "confidence": { |
| "type": "score", |
| "score": 1.243907468048795, |
| "legend": { |
| "0": "沒信心", |
| "1": "普通", |
| "2": "有信心", |
| "3": "非常有信心" |
| }, |
| "probabilities": { |
| "0": 0.1647109410528787, |
| "1": 0.49476116179321544, |
| "2": 0.2724373852061379, |
| "3": 0.06809051194776787 |
| }, |
| "confidence": 0.42667064984544767 |
| }, |
| "latency_ms": 2681 |
| }, |
| "bankroll_after": 130, |
| "id": "a", |
| "name": "阿保", |
| "style": "保守算牌派", |
| "peak_bankroll": 1000 |
| }, |
| { |
| "cards": [ |
| "6♦", |
| "10♠", |
| "4♠" |
| ], |
| "bet": 360, |
| "doubled": false, |
| "total": 20, |
| "soft": false, |
| "bust": false, |
| "blackjack": false, |
| "steps": [ |
| { |
| "type": "action", |
| "cards": [ |
| "6♦", |
| "10♠" |
| ], |
| "total": 16, |
| "soft": false, |
| "dealer_up": "3♦", |
| "allowed": [ |
| "hit", |
| "stand" |
| ], |
| "decision": { |
| "type": "choice", |
| "choice": "hit", |
| "probabilities": { |
| "hit": 0.6360780916514454, |
| "stand": 0.3639219083485547 |
| }, |
| "confidence": 0.2721561833028907 |
| }, |
| "risk": { |
| "type": "score", |
| "score": 1.496846018692059, |
| "legend": { |
| "0": "非常有利", |
| "1": "稍微有利", |
| "2": "有點不利", |
| "3": "非常不利" |
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