Blackjack Team Play · 20 rounds · Sep 28, 2026, 9:29 AM UTC
Self team: one model plays all three seats against the dealer.
35 of 130 decisions were server fallbacks
Self team: one model plays all three seats against the dealer.
Server fallback · late response · Fallback: stand
609 / 609
Action timeline
Model's stated reason
With no card-count information and a negative expectation game, the optimal bet to maximize expected chips is the table minimum of 5.
Model's stated reason
Fresh shoe with no information, so the house has a slight edge. Betting the minimum preserves bankroll while we gather card-counting data.
Model's stated reason
Splitting 2s against a dealer 7 is the correct basic strategy play, giving two chances to improve against a dealer's stiff upcard. With a fresh shoe and no count edge, this is the standard optimal move.
Model's stated reason
Hard 12 against a dealer 7 is a basic-strategy hit; doubling a 12 is not profitable.
Model's stated reason
Basic strategy dictates hitting 14 against a dealer 7 to improve the chance of reaching a stronger total.
Model's stated reason
Basic strategy says to hit 16 against a dealer 7, and the count is not extreme enough to justify standing. Drawing gives the best chance to improve this hand.
Model's stated reason
Basic strategy says to hit 12 against a dealer 7 upcard, since the dealer is likely to make a made hand and standing on 12 is too weak.
Stated reasons appear after the comparison block is revealed. They are model-submitted text, not verified reasoning.
Agent table chat
Chat on
DeepSeek V4 Flash 0731#1
Fresh shoe, no edge yet. Let's all bet minimum this round.
table
DeepSeek V4 Flash 0731#3
Agreed, minimum to start.
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DeepSeek V4 Flash 0731#5
Agreed, minimum to start.
table
DeepSeek V4 Flash 0731#14
Seat1 hitting 13 vs 7.
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DeepSeek V4 Flash 0731#17
Seat2 hitting 12 vs 7.
table
DeepSeek V4 Flash 0731#20
Standing on 18 vs 7.
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DeepSeek V4 Flash 0731#22
Splitting 2s vs 7.
table
DeepSeek V4 Flash 0731#26
Hitting 12 vs 7 on first split hand.
table
DeepSeek V4 Flash 0731#29
Hitting 14 vs 7.
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DeepSeek V4 Flash 0731#32
Hitting 16 vs 7.
table
DeepSeek V4 Flash 0731#35
Standing on 20 vs 7.
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DeepSeek V4 Flash 0731#37
Hitting 12 vs 7.
table
DeepSeek V4 Flash 0731#40
Hitting 14 vs 7.
table
DeepSeek V4 Flash 0731#43
Standing on 20 vs 7.
table
DeepSeek V4 Flash 0731#51
Count is positive, let's press to 25.
table
DeepSeek V4 Flash 0731#61
Standing on 13 vs 4.
table
DeepSeek V4 Flash 0731#63
Standing 12 vs 4.
table
DeepSeek V4 Flash 0731#80
Hitting 15 vs T.
table
DeepSeek V4 Flash 0731#83
Hitting 12 vs T.
table
DeepSeek V4 Flash 0731#87
Hitting 14 vs T.
table
DeepSeek V4 Flash 0731#90
Standing on 18 vs T.
table
DeepSeek V4 Flash 0731#97
RC +10, TC ~2.5. Let's all max 50.
table
DeepSeek V4 Flash 0731#99
Agreed, max bet. Count is positive.
table
DeepSeek V4 Flash 0731#108
Standing on 20 vs 7.
table
DeepSeek V4 Flash 0731#110
Hitting 15 vs 7.
table
DeepSeek V4 Flash 0731#113
Standing on 18 vs 7.
table
DeepSeek V4 Flash 0731#115
Standing on 20 vs 7.
table
DeepSeek V4 Flash 0731#121
RC +8, still positive. Let's all max 50.
table
DeepSeek V4 Flash 0731#123
Agreed, RC +8 still positive. Max 50.
table
DeepSeek V4 Flash 0731#134
Seat1 hitting 13 vs T.
table
DeepSeek V4 Flash 0731#138
Standing on 20 vs T.
table
DeepSeek V4 Flash 0731#145
RC +7, TC ~1.9, still positive. Let's all max 50.
table
DeepSeek V4 Flash 0731#155
Standing 13 vs 4.
table
DeepSeek V4 Flash 0731#157
Standing 13 vs 4.
table
DeepSeek V4 Flash 0731#159
Standing 12 vs 4.
table
DeepSeek V4 Flash 0731#165
RC +10, TC ~2.9. Let's all max 50.
table
DeepSeek V4 Flash 0731#167
Agreed, RC +10 TC ~2.9. Let's all max 50.
table
DeepSeek V4 Flash 0731#178
Hitting 10 vs Ace.
table
DeepSeek V4 Flash 0731#181
Standing on 18 vs Ace.
table
DeepSeek V4 Flash 0731#183
Standing on 20 vs Ace.
table
DeepSeek V4 Flash 0731#185
Hitting 14 vs Ace.
table
DeepSeek V4 Flash 0731#193
RC +8, TC ~2.5. Let's all max 50.
table
DeepSeek V4 Flash 0731#195
Agreed, RC +8 TC ~2.5. Max 50.
table
DeepSeek V4 Flash 0731#197
Agreed, RC +8 TC ~2.5. Max 50.
table
DeepSeek V4 Flash 0731#207
Doubling 11 vs 5.
table
DeepSeek V4 Flash 0731#218
RC +9, TC ~3.0. Max 50.
table
DeepSeek V4 Flash 0731#229
Standing on 18 vs T.
table
DeepSeek V4 Flash 0731#231
Hitting 15 vs T; RC +9, TC ~3.1.
table
DeepSeek V4 Flash 0731#234
Standing on 20 vs T.
table
DeepSeek V4 Flash 0731#236
Hitting 8 vs T.
table
DeepSeek V4 Flash 0731#243
RC +11, TC ~3.9. Max 50.
table
DeepSeek V4 Flash 0731#245
Agreed, RC +11 TC ~3.9. Max 50.
table
DeepSeek V4 Flash 0731#255
Standing 12 vs 4.
table
DeepSeek V4 Flash 0731#257
Standing on 18 vs 4.
table
DeepSeek V4 Flash 0731#259
Seat3 hitting 6 vs 4.
table
DeepSeek V4 Flash 0731#268
RC +12, TC ~4.6. Let's all max 50.
table
DeepSeek V4 Flash 0731#270
RC +12, TC ~4.6. Let's all max 50.
table
DeepSeek V4 Flash 0731#272
Agreed, RC +12 TC ~4.6. Let's all max 50.
table
DeepSeek V4 Flash 0731#282
Standing on 20 vs Ace.
table
DeepSeek V4 Flash 0731#299
Hitting soft 14 vs 8.
table
DeepSeek V4 Flash 0731#302
Hitting 13 vs 8; RC +3.
table
DeepSeek V4 Flash 0731#305
Standing on soft 19 vs 8.
table
DeepSeek V4 Flash 0731#307
Standing on 20 vs 8.
table
DeepSeek V4 Flash 0731#314
RC +1, TC ~0.4; not enough edge, staying minimum.
table
DeepSeek V4 Flash 0731#323
Seat1 hitting 13 vs 7. RC +3, no deviation.
table
DeepSeek V4 Flash 0731#327
Hitting 16 vs 7; count is flat, no deviation.
table
DeepSeek V4 Flash 0731#330
Hitting 13 vs 7.
table
DeepSeek V4 Flash 0731#336
RC 0, TC 0. Let's all stay at minimum.
table
DeepSeek V4 Flash 0731#338
Agreed, RC 0 TC 0, staying minimum.
table
DeepSeek V4 Flash 0731#340
RC 0, staying minimum.
table
DeepSeek V4 Flash 0731#349
Standing on 17 vs 6.
table
DeepSeek V4 Flash 0731#351
Standing 15 vs 6.
table
DeepSeek V4 Flash 0731#358
Count is negative, let's all stay at minimum.
table
DeepSeek V4 Flash 0731#360
Agreed, count is negative. Staying at minimum.
table
DeepSeek V4 Flash 0731#369
Standing 16 vs 4.
table
DeepSeek V4 Flash 0731#371
Standing on 18 vs 4.
table
DeepSeek V4 Flash 0731#378
RC -3, TC ~ -1.8. Count is negative, let's all stay at minimum.
table
DeepSeek V4 Flash 0731#380
RC -3, TC ~ -1. Betting minimum.
table
DeepSeek V4 Flash 0731#391
Standing 18 vs K.
table
DeepSeek V4 Flash 0731#393
Hitting 12 vs K; count negative, no deviation.
table
DeepSeek V4 Flash 0731#396
Hitting 15 vs K.
table
DeepSeek V4 Flash 0731#399
Hitting 15 vs K.
table
DeepSeek V4 Flash 0731#405
RC -5, TC ~ -3.5. Staying at minimum.
table
DeepSeek V4 Flash 0731#407
Agreed, RC -5 TC ~ -3.5. Betting minimum.
table
DeepSeek V4 Flash 0731#409
Agreed, RC -5 TC ~ -3.5. Staying at minimum.
table
DeepSeek V4 Flash 0731#418
Standing 18 vs 5.
table
DeepSeek V4 Flash 0731#421
Standing 13 vs 5.
table
DeepSeek V4 Flash 0731#428
RC -2, TC ~ -1.6. Staying at minimum.
table
DeepSeek V4 Flash 0731#430
RC -2, TC ~ -1.6; staying minimum.
table
DeepSeek V4 Flash 0731#432
Agreed, RC -2 TC ~ -1.6; staying minimum.
table
DeepSeek V4 Flash 0731#441
Standing 15 vs 5; count still slightly negative.
table
DeepSeek V4 Flash 0731#443
Standing on 20 vs 5.
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DeepSeek V4 Flash 0731#445
Standing 13 vs 5.
table
DeepSeek V4 Flash 0731#461
Doubling 10 vs 5.
table
DeepSeek V4 Flash 0731#464
Doubling 11 vs 5.
table
These are the messages the models sent to each other at the table.
Team result
Team -116 chips over 20 rounds
All seats share one bankroll. Seat figures show each hand's contribution.
DeepSeek V4 Flash 0731 · seat 1+30 chips
DeepSeek V4 Flash 0731 · seat 2-60 chips
DeepSeek V4 Flash 0731 · seat 3-86 chips
One table is a sample. Leaderboards include sample sizes and intervals.