description stringlengths 9 136 | template_id stringclasses 55
values | template_parameters stringlengths 2 132 | component_families stringclasses 17
values | split_type stringclasses 2
values | semantic_features stringclasses 144
values | history_depth int64 0 16 | period_or_chunk_length int64 0 12 | branch_count int64 0 4 | attribute_cardinality int64 0 24 | ast_nodes int64 13 91 | acceptance_rate float64 0.08 0.92 | acceptance_entropy float64 0.39 1 | signature_hash stringlengths 64 64 | designed_level int64 0 10 | frontier_solve_rate float64 -1 -1 | mean_reward float64 -1 -1 | difficulty_band stringclasses 1
value | calibration_model_panel stringclasses 1
value | dataset_version stringclasses 1
value | rule_id stringlengths 14 70 | label stringlengths 9 136 | family stringclasses 13
values | code stringlengths 21 256 | protocol_version stringclasses 1
value | calibration_objective stringclasses 1
value | calibration_horizon int64 100 100 | legacy_horizon int64 30 30 | complexity_tier int64 | complexity_axis stringclasses 0
values | complexity_tier_label stringclasses 0
values | calibration_iteration stringclasses 0
values | is_incumbent_v20 bool 0
classes | is_v21_interpolation bool 0
classes | sol_reward float64 | sol_solved float64 | sol_turns float64 | gemini_evidence stringclasses 0
values | gemini_reward float64 | gemini_solved float64 | gemini_turns float64 | gemini_censor_turn int64 | gemini_censor_type stringclasses 0
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
odd ranks | legacy_train | {} | ["static_rank"] | legacy_train | {} | 0 | 0 | 0 | 0 | 16 | 0.538462 | 0.995727 | 3234b7c3c944adadebdae4978abd254376bfddf12d8283b633bd7882365053ca | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_odd | odd ranks | static_rank | return card.rank % 2 == 1 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
hearts only | legacy_train | {} | ["static_suit_color"] | legacy_train | {} | 0 | 0 | 0 | 0 | 13 | 0.25 | 0.811278 | b0ccba9c4aca8995864f4b1e9e293b850ff1afa000536d1c565a105184997025 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_suit_hearts | hearts only | static_suit_color | return card.suit == "hearts" | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
black ranks ace through 7 | legacy_train | {} | ["static_combo"] | legacy_train | {} | 0 | 0 | 0 | 0 | 22 | 0.269231 | 0.840359 | f79c85e8e50b8a8ee32866c9b534e4541710e4f5bb0a66bfcaec112082c46a43 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_combo_black_low | black ranks ace through 7 | static_combo | return card.color == "black" and card.rank <= 7 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
same color as previous card | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 28 | 0.5 | 1 | f8e987bebd21470908a0302e820b4cf7588041e7d5d143ecd13a02cc8947db32 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_same_color | same color as previous card | previous_card | if not mainline:
return True
return card.color == mainline[-1].color | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
colors appear in pairs and each pair changes color | legacy_train | {} | ["pair_position"] | legacy_train | {} | 0 | 0 | 0 | 0 | 56 | 0.5 | 1 | 42106fa1025f6491f388d1b5a34270f7f88667738fb600e1eb0d7471b93d3d4e | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_pair_colors | colors appear in pairs and each pair changes color | pair_position | if not mainline:
return True
if len(mainline) % 2 == 0:
return card.color != mainline[-1].color
return card.color == mainline[-1].color | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ranks ace through 6 | legacy_train | {} | ["static_rank"] | legacy_train | {} | 0 | 0 | 0 | 0 | 13 | 0.461538 | 0.995727 | 458f450741a1f05c2c404208afa95b5c1a58c938315d8331d0969edb2c4bc5c2 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_low_1_6 | ranks ace through 6 | static_rank | return card.rank <= 6 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
anything except diamonds | legacy_train | {} | ["static_suit_color"] | legacy_train | {} | 0 | 0 | 0 | 0 | 13 | 0.75 | 0.811278 | e23f167d53ade227893076718eddfce18ffbddf28945d754f7718d31542a6c43 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_suit_no_diamonds | anything except diamonds | static_suit_color | return card.suit != "diamonds" | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red face cards | legacy_train | {} | ["static_combo"] | legacy_train | {} | 0 | 0 | 0 | 0 | 22 | 0.115385 | 0.515947 | af2835388ce614ac03129c8f47e87481d33ef8bed2c8b74af73f7addaad32778 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_combo_red_face | red face cards | static_combo | return card.color == "red" and card.rank >= 11 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
rank parity appears in pairs and each pair changes parity | legacy_train | {} | ["pair_position"] | legacy_train | {} | 0 | 0 | 0 | 0 | 68 | 0.503539 | 0.999964 | d118ee59cf223516fdacadfcab1445b7e54209ebe43726b156acead9238b63b5 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_pair_parity | rank parity appears in pairs and each pair changes parity | pair_position | if not mainline:
return True
if len(mainline) % 2 == 0:
return (card.rank % 2) != (mainline[-1].rank % 2)
return (card.rank % 2) == (mainline[-1].rank % 2) | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ranks 8 through king | legacy_train | {} | ["static_rank"] | legacy_train | {} | 0 | 0 | 0 | 0 | 13 | 0.461538 | 0.995727 | cb6aaa972f368f7453e4fb7e2a891564e91c073269df66cb025ae2421ad7449f | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_high_8_13 | ranks 8 through king | static_rank | return card.rank >= 8 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
black cards | legacy_train | {} | ["static_suit_color"] | legacy_train | {} | 0 | 0 | 0 | 0 | 13 | 0.5 | 1 | 326143723d615b2a2fda493155578d3974a83a388fed6a0034f974f9449f8318 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_suit_black | black cards | static_suit_color | return card.color == "black" | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red odd cards and black even cards | legacy_train | {} | ["static_combo"] | legacy_train | {} | 0 | 0 | 0 | 0 | 35 | 0.5 | 1 | 5006276397bba7dff6cc7ea6dd2f8593fdf6f97f1dd2767b95cc7c774fa568be | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_combo_red_odd_black_even | red odd cards and black even cards | static_combo | if card.color == "red":
return card.rank % 2 == 1
return card.rank % 2 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
same suit as previous card | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 28 | 0.25 | 0.811278 | adb95f4b599d2e09af9adc0842605015f09487d1549416084df9e1edb3a509c0 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_same_suit | same suit as previous card | previous_card | if not mainline:
return True
return card.suit == mainline[-1].suit | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ranks 4 through 10 | legacy_train | {} | ["static_rank"] | legacy_train | {} | 0 | 0 | 0 | 0 | 15 | 0.538462 | 0.995727 | 196d1583cee34fc43efbb724eea407122372385283ced9ffc2cd5c999e4b4a77 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_middle_4_10 | ranks 4 through 10 | static_rank | return 4 <= card.rank <= 10 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
hearts or clubs | legacy_train | {} | ["static_suit_color"] | legacy_train | {} | 0 | 0 | 0 | 0 | 15 | 0.5 | 1 | 5a92f6544ea4b8f03f0106eecd2345bad734f57a64d87bc1868458b8ecf47f1d | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_suit_hearts_or_clubs | hearts or clubs | static_suit_color | return card.suit in {"hearts", "clubs"} | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
non-prime ranks | legacy_train | {} | ["static_rank"] | legacy_train | {} | 0 | 0 | 0 | 0 | 24 | 0.538462 | 0.995727 | fc056be41c5916c580f34aaee346e5f3870525d99b3ea84e08edba32cd4f2d76 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_non_prime | non-prime ranks | static_rank | primes = {2, 3, 5, 7, 11, 13}
return card.rank not in primes | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
same rank as previous card | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 28 | 0.076923 | 0.391244 | f41ba9d5fdc81324edb472c8f9d78146204b4c9039e264d5dbca93df8a6de908 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_same_rank | same rank as previous card | previous_card | if not mainline:
return True
return card.rank == mainline[-1].rank | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
only kings | legacy_train | {} | ["static_rank"] | legacy_train | {} | 0 | 0 | 0 | 0 | 13 | 0.076923 | 0.391244 | 2cffa89a598b96cf0e1d876dd95b0616da5c58f38a95c5db3545a472f18592a0 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_kings | only kings | static_rank | return card.rank == 13 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
same rank parity as previous card | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 34 | 0.507315 | 0.999846 | 97ab64e066032be6eb1950282e7788f462ca5af9bfe58aef33a35481c0cdc778 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_same_parity | same rank parity as previous card | previous_card | if not mainline:
return True
return (card.rank % 2) == (mainline[-1].rank % 2) | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
rank strictly increases | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 28 | 0.500236 | 1 | c3350a6bdfe24ea35df778cd08dca615cace6f9bae9f26d04f12f3b16b84675c | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_strict_increase | rank strictly increases | previous_card | if not mainline:
return True
return card.rank > mainline[-1].rank | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
rank strictly decreases | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 28 | 0.422841 | 0.982753 | b3b6967478a6fdbf155725cef09b200be5a6a48ab3b357138dbb060c22a2b3a1 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_strict_decrease | rank strictly decreases | previous_card | if not mainline:
return True
return card.rank < mainline[-1].rank | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
rank does not increase | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 28 | 0.499764 | 1 | cb35c74d06419f83a71b9e0e110adf54fe6f44ea22a55d50e45f03a1703cd827 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_non_increasing | rank does not increase | previous_card | if not mainline:
return True
return card.rank <= mainline[-1].rank | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
rank changes by exactly 1 | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 34 | 0.142992 | 0.592021 | f47126404939f0c69075c16581f5fd4a88c3f6adfa755935caa5eb38f096cf79 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_rank_diff_exactly_one | rank changes by exactly 1 | previous_card | if not mainline:
return True
return abs(card.rank - mainline[-1].rank) == 1 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
rank changes by at most 1 | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 34 | 0.219915 | 0.760012 | f7d65655a516ec2a239fdfe2dd8a90d294998e490aa8cb0c0014420d99ce233b | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_rank_diff_at_most_one | rank changes by at most 1 | previous_card | if not mainline:
return True
return abs(card.rank - mainline[-1].rank) <= 1 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
rank changes by at most 2 | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 34 | 0.349693 | 0.933794 | 56301a5776e67b3ef3769df0b24dfa62ca56b462ddde109ca251f81758478e90 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_rank_diff_at_most_two | rank changes by at most 2 | previous_card | if not mainline:
return True
return abs(card.rank - mainline[-1].rank) <= 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
rank changes by at least 3 | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 34 | 0.650307 | 0.933794 | 0f41f3d2a26bcb494ad201ba2687e8385eb71264a708965bb4a716182dae40ce | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_rank_diff_at_least_three | rank changes by at least 3 | previous_card | if not mainline:
return True
return abs(card.rank - mainline[-1].rank) >= 3 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
same low/high rank group as previous card | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 34 | 0.507787 | 0.999825 | b32a459009f1ff2ac5a9b3755bdc063d70a4e1c9de8e4a46221bbc8c65f837c3 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_same_low_high_group | same low/high rank group as previous card | previous_card | if not mainline:
return True
return (card.rank >= 8) == (mainline[-1].rank >= 8) | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
different low/high rank group than previous card | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 34 | 0.492213 | 0.999825 | 918ba686b2ad6e1d547f94aca9d0a891761637a76cc19ffb8944963c045f106b | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_different_low_high_group | different low/high rank group than previous card | previous_card | if not mainline:
return True
return (card.rank >= 8) != (mainline[-1].rank >= 8) | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
same face/number status as previous card | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 34 | 0.663521 | 0.92141 | 1b7a98a542c851a6cfdb456ec16505e0f89a0c180687db83e1f8ae1efe2716bc | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_same_face_status | same face/number status as previous card | previous_card | if not mainline:
return True
return (card.rank >= 11) == (mainline[-1].rank >= 11) | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red previous goes down, black previous goes up | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 60 | 0.533742 | 0.996712 | 8dd0697ac5c808d1fd22793ddb5bdba3040986ee440e869d0e96f87db68207e9 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_red_down_black_up | red previous goes down, black previous goes up | previous_card | if not mainline:
return 5 <= card.rank <= 9
prev = mainline[-1]
if prev.color == "red":
return card.rank <= prev.rank
return card.rank >= prev.rank | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
suits cycle diamonds, clubs, hearts, spades | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 57 | 0.25 | 0.811278 | 758a79c62bf07b611cc260c0089a3eb2babbf197530bb39486ad83a418ba0272 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_suit_cycle_dchs | suits cycle diamonds, clubs, hearts, spades | previous_card | if not mainline:
return True
order = ["diamonds", "clubs", "hearts", "spades"]
idx = order.index(mainline[-1].suit)
return card.suit == order[(idx + 1) % 4] | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
faces require different color, numbers require same color | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 52 | 0.5 | 1 | 7b91e59e8863231f59b4b16522c9d973fc8835707e6c9f73a1785aceadb9d36e | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_face_diff_color_number_same_color | faces require different color, numbers require same color | previous_card | if not mainline:
return True
prev = mainline[-1]
if prev.rank >= 11:
return card.color != prev.color
return card.color == prev.color | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
same suit or same rank parity as previous card | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 51 | 0.630486 | 0.950298 | ca5295f424746c45d4a033948a0a2b43b0a0746946512f21b2388b121d283294 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_share_suit_or_parity | same suit or same rank parity as previous card | previous_card | if not mainline:
return True
prev = mainline[-1]
return card.suit == prev.suit or (card.rank % 2) == (prev.rank % 2) | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
clubs only | legacy_train | {} | ["static_suit_color"] | legacy_train | {} | 0 | 0 | 0 | 0 | 13 | 0.25 | 0.811278 | acc4da855e7675baf3f6f6de4f6c581481b5d4c5619b5a84b2596db3dba4360a | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_suit_clubs | clubs only | static_suit_color | return card.suit == "clubs" | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
diamonds only | legacy_train | {} | ["static_suit_color"] | legacy_train | {} | 0 | 0 | 0 | 0 | 13 | 0.25 | 0.811278 | cb17ca3e89a5a6146798c575e5f7d113cb78b933a184de4dc04a41c92bf44df7 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_suit_diamonds | diamonds only | static_suit_color | return card.suit == "diamonds" | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
no hearts | legacy_train | {} | ["static_suit_color"] | legacy_train | {} | 0 | 0 | 0 | 0 | 13 | 0.75 | 0.811278 | 25b5f4756dd1ec6cc21bdc148aa683e7aeb88b007f5991cb419a280f11884850 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_suit_no_hearts | no hearts | static_suit_color | return card.suit != "hearts" | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
hearts or spades | legacy_train | {} | ["static_suit_color"] | legacy_train | {} | 0 | 0 | 0 | 0 | 15 | 0.5 | 1 | 22ee5f228be0f5f0ceb30210a51670886666d172b5ed980831197291ab8020cb | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_suit_hearts_or_spades | hearts or spades | static_suit_color | return card.suit in {"hearts", "spades"} | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
even ranks up to eight | legacy_train | {} | ["static_rank"] | legacy_train | {} | 0 | 0 | 0 | 0 | 17 | 0.307692 | 0.890492 | 3a94e6cd5cc8afe1328dd9659f494040df2c926ab03f4252932ead37ed56081e | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_even_low_set | even ranks up to eight | static_rank | return card.rank in {2, 4, 6, 8} | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ranks one to three | legacy_train | {} | ["static_rank"] | legacy_train | {} | 0 | 0 | 0 | 0 | 13 | 0.230769 | 0.77935 | 74961539dbe1b403fe3a0e323720224bb6c2e2536945ed5607fb37e93dc28d74 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_low_1_3 | ranks one to three | static_rank | return card.rank <= 3 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ranks ten and up | legacy_train | {} | ["static_rank"] | legacy_train | {} | 0 | 0 | 0 | 0 | 13 | 0.307692 | 0.890492 | ffd46360857754094fea80595e58d1739282673442433d612b9d530c5ccc80dc | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_high_10_13 | ranks ten and up | static_rank | return card.rank >= 10 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ranks seven to eleven | legacy_train | {} | ["static_rank"] | legacy_train | {} | 0 | 0 | 0 | 0 | 15 | 0.384615 | 0.961237 | 4be324651fbceaed8ecd37290755105c203fb0649aa97ab91989879b8d7b5d01 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_band_7_11 | ranks seven to eleven | static_rank | return 7 <= card.rank <= 11 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
black high cards | legacy_train | {} | ["static_combo"] | legacy_train | {} | 0 | 0 | 0 | 0 | 22 | 0.153846 | 0.619382 | 08ad5662070bcf6231e2b23a23b4dae26e3897c937429d76b917798902940ab1 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_combo_black_high | black high cards | static_combo | return card.color == "black" and card.rank >= 10 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
alternate low and mid-high vs previous (threshold five) | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 34 | 0.444549 | 0.99111 | afa7e08c1ab6776eb94e5f190d8d98a8040965e00380aa48bae13db8b62f4468 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_different_mid_group | alternate low and mid-high vs previous (threshold five) | previous_card | if not mainline:
return True
return (card.rank >= 5) != (mainline[-1].rank >= 5) | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
pairs share suit (opposite phase) | legacy_train | {} | ["pair_position"] | legacy_train | {} | 0 | 0 | 0 | 0 | 56 | 0.492331 | 0.99983 | 31714cc5dde0f44442db2fa5fdd19a1c1159e31020180e1f68dd3330da4210f5 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_pair_suits | pairs share suit (opposite phase) | pair_position | if not mainline:
return True
if len(mainline) % 2 == 0:
return card.suit == mainline[-1].suit
return card.suit != mainline[-1].suit | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
pairs share rank (opposite phase) | legacy_train | {} | ["pair_position"] | legacy_train | {} | 0 | 0 | 0 | 0 | 56 | 0.487022 | 0.999514 | 432087e82f0b7f6b1a0d1c66b63183342d7967f6a44aed0670a85da564c6e334 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_pair_ranks | pairs share rank (opposite phase) | pair_position | if not mainline:
return True
if len(mainline) % 2 == 0:
return card.rank == mainline[-1].rank
return card.rank != mainline[-1].rank | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red even ranks | legacy_train | {} | ["static_combo"] | legacy_train | {} | 0 | 0 | 0 | 0 | 25 | 0.230769 | 0.77935 | 6b4988f91b3ba99be9230763418b8ffbb091ad3a4d6ef6065e17837696e2d9f2 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_even_red | red even ranks | static_combo | return card.color == "red" and card.rank % 2 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
black even ranks | legacy_train | {} | ["static_combo"] | legacy_train | {} | 0 | 0 | 0 | 0 | 25 | 0.230769 | 0.77935 | 125fb8a35692301fbbb7c57bbfe5d1c5f3337cfa281e7fccd1ae3f019fe8c9fa | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_even_black | black even ranks | static_combo | return card.color == "black" and card.rank % 2 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
even ranks or kings | legacy_train | {} | ["static_rank"] | legacy_train | {} | 0 | 0 | 0 | 0 | 25 | 0.538462 | 0.995727 | f0f912b8912968ca4ec3f8bc147a74d3bdc11b45cb69ddf223c8ecfea306dcc6 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_even_or_king | even ranks or kings | static_rank | return card.rank % 2 == 0 or card.rank == 13 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
odd primes | legacy_train | {} | ["static_rank"] | legacy_train | {} | 0 | 0 | 0 | 0 | 18 | 0.384615 | 0.961237 | 7d792e7d678827a72903a625d58a5849ddf14a455c649c167a4c1f6a679d06e3 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_rank_odd_primes | odd primes | static_rank | return card.rank in {3, 5, 7, 11, 13} | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
alternate low and high vs previous (threshold ten) | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 34 | 0.394998 | 0.967949 | a3f4f8734dcf6d696b602789ee60bf497601da0f92ab25285fbb89bf4cd6ac06 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_different_high_group_10 | alternate low and high vs previous (threshold ten) | previous_card | if not mainline:
return True
return (card.rank >= 10) != (mainline[-1].rank >= 10) | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
alternate between hearts+clubs and diamonds+spades | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 42 | 0.5 | 1 | 0442debe2aa9fd1bb773ba21cc5923309ff2d0da935237e5a6b2f6e7ca18b5d3 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_group_hc_ds | alternate between hearts+clubs and diamonds+spades | previous_card | if not mainline:
return True
group_a = {"hearts", "clubs"}
return (card.suit in group_a) != (mainline[-1].suit in group_a) | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
after a face card same color, after a number card different color | legacy_train | {} | ["previous_card"] | legacy_train | {} | 0 | 0 | 0 | 0 | 49 | 0.5 | 1 | 647cd8a5c267b323d21968c8075cbc4dc50bab6da15781ccfe2e0de86872e1c8 | 0 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | train_seq_face_same_color_number_diff_color | after a face card same color, after a number card different color | previous_card | if not mainline:
return True
prev = mainline[-1]
if prev.is_face:
return card.color == prev.color
return card.color != prev.color | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's rank parity is 3 modulo 5 | candidate_attribute_count_phase | {"attribute": "parity", "modulus": 5, "residue": 3} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 5} | 16 | 5 | 0 | 2 | 50 | 0.178858 | 0.677572 | d81e460cd6c41064a9467ef8c2dc2ed99a010a2b2bd7caae2a7e861c822a4de1 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_11a34f4069 | the prior count of the candidate's rank parity is 3 modulo 5 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.rank % 2 == item.rank % 2)
return count % 5 == 3 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's color is 0 modulo 4 | candidate_attribute_count_phase | {"attribute": "color", "modulus": 4, "residue": 0} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 4} | 16 | 4 | 0 | 2 | 44 | 0.254601 | 0.81849 | af751702beab8091455c5ae845bc3dbb2b02c0f18c68554ab15f4147242029ab | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_1305785d8a | the prior count of the candidate's color is 0 modulo 4 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.color == item.color)
return count % 4 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's face status is 0 modulo 2 | candidate_attribute_count_phase | {"attribute": "face", "modulus": 2, "residue": 0} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 7, "history_depth": 16, "period_or_chunk_length": 2} | 16 | 2 | 0 | 2 | 44 | 0.578575 | 0.982112 | a262869d1e591681cb0a0916d5cdaf64d3c2629bbef03cbe8381f5b6c1ed8e2d | 7 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_13879dc61b | the prior count of the candidate's face status is 0 modulo 2 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.is_face == item.is_face)
return count % 2 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's rank parity is 2 modulo 4 | candidate_attribute_count_phase | {"attribute": "parity", "modulus": 4, "residue": 2} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 4} | 16 | 4 | 0 | 2 | 50 | 0.249174 | 0.809967 | 1aa32eef3dc2a0529b9040f38f5c8b33e00b47d56ae803035101e92d0b8af2d7 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_19a28414b4 | the prior count of the candidate's rank parity is 2 modulo 4 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.rank % 2 == item.rank % 2)
return count % 4 == 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's color is 0 modulo 2 | candidate_attribute_count_phase | {"attribute": "color", "modulus": 2, "residue": 0} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 7, "history_depth": 16, "period_or_chunk_length": 2} | 16 | 2 | 0 | 2 | 44 | 0.52454 | 0.998262 | d3f3563786418ae5e2214a3afbc250dd8de68f398c1fb38fe2cae756e4c92e75 | 7 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_2d018d218c | the prior count of the candidate's color is 0 modulo 2 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.color == item.color)
return count % 2 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's rank is 0 modulo 3 | candidate_attribute_count_phase | {"attribute": "rank", "modulus": 3, "residue": 0} | ["global_history"] | train_parameterization | {"attribute_cardinality": 13, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 3} | 16 | 3 | 0 | 13 | 44 | 0.554035 | 0.991559 | 5a7fbe91ef96a998a4d3c491ce8b190af7930bed4bcd3024935c814038a07c72 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_2dc38c5afc | the prior count of the candidate's rank is 0 modulo 3 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.rank == item.rank)
return count % 3 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's suit is 2 modulo 3 | candidate_attribute_count_phase | {"attribute": "suit", "modulus": 3, "residue": 2} | ["global_history"] | train_parameterization | {"attribute_cardinality": 4, "branch_count": 0, "designed_level": 7, "history_depth": 16, "period_or_chunk_length": 3} | 16 | 3 | 0 | 4 | 44 | 0.266871 | 0.836939 | da42bb640b144762708df59f8b38868267fd057c9eb0e4dae744c08a713dc5ee | 7 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_32857bfa82 | the prior count of the candidate's suit is 2 modulo 3 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.suit == item.suit)
return count % 3 == 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's suit is 0 modulo 3 | candidate_attribute_count_phase | {"attribute": "suit", "modulus": 3, "residue": 0} | ["global_history"] | train_parameterization | {"attribute_cardinality": 4, "branch_count": 0, "designed_level": 7, "history_depth": 16, "period_or_chunk_length": 3} | 16 | 3 | 0 | 4 | 44 | 0.317485 | 0.901625 | 4e5b4358c79c069eedb6ad19408a0dd54162cca9029e8c4354094fdf3c397258 | 7 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_39d7a98752 | the prior count of the candidate's suit is 0 modulo 3 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.suit == item.suit)
return count % 3 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's color is 3 modulo 4 | candidate_attribute_count_phase | {"attribute": "color", "modulus": 4, "residue": 3} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 4} | 16 | 4 | 0 | 2 | 44 | 0.226994 | 0.772734 | 4b5a7596df58ab6b0f5fea3682e32f13d0a2d8883106a8f4f00055bc97f579ff | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_3c774c825c | the prior count of the candidate's color is 3 modulo 4 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.color == item.color)
return count % 4 == 3 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's face status is 0 modulo 5 | candidate_attribute_count_phase | {"attribute": "face", "modulus": 5, "residue": 0} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 5} | 16 | 5 | 0 | 2 | 44 | 0.304389 | 0.88659 | 72e05b627754d1f1871999b3408cd318c60ec49661ed91cbdbb64131745ee96d | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_3cc8890e94 | the prior count of the candidate's face status is 0 modulo 5 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.is_face == item.is_face)
return count % 5 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's suit is 0 modulo 2 | candidate_attribute_count_phase | {"attribute": "suit", "modulus": 2, "residue": 0} | ["global_history"] | train_parameterization | {"attribute_cardinality": 4, "branch_count": 0, "designed_level": 7, "history_depth": 16, "period_or_chunk_length": 2} | 16 | 2 | 0 | 4 | 44 | 0.510736 | 0.999667 | cf34149b3c8cde6ef0e9898c347ff5c121e2b42652dedb63895f6947a40a4d31 | 7 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_404a29c0da | the prior count of the candidate's suit is 0 modulo 2 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.suit == item.suit)
return count % 2 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's rank is 1 modulo 3 | candidate_attribute_count_phase | {"attribute": "rank", "modulus": 3, "residue": 1} | ["global_history"] | train_parameterization | {"attribute_cardinality": 13, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 3} | 16 | 3 | 0 | 13 | 44 | 0.404436 | 0.973486 | 7deae35255e9216d10bf364777f2d59d04c5f09342c1cc31cee8e82b8e858a3e | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_59fa9488e7 | the prior count of the candidate's rank is 1 modulo 3 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.rank == item.rank)
return count % 3 == 1 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's suit is 1 modulo 2 | candidate_attribute_count_phase | {"attribute": "suit", "modulus": 2, "residue": 1} | ["global_history"] | train_parameterization | {"attribute_cardinality": 4, "branch_count": 0, "designed_level": 7, "history_depth": 16, "period_or_chunk_length": 2} | 16 | 2 | 0 | 4 | 44 | 0.489264 | 0.999667 | 5cadbce7a0110a1aacafa0a1b68c488f8d2f3a065b6d84d799e3b2e4240c8411 | 7 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_6023db9b3c | the prior count of the candidate's suit is 1 modulo 2 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.suit == item.suit)
return count % 2 == 1 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's rank parity is 0 modulo 3 | candidate_attribute_count_phase | {"attribute": "parity", "modulus": 3, "residue": 0} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 7, "history_depth": 16, "period_or_chunk_length": 3} | 16 | 3 | 0 | 2 | 50 | 0.423313 | 0.982964 | 1134a2fd6305c8a7f48972a622d6eeaeec397e9a121beb2a2b0cb63f2cf04572 | 7 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_6345aaafed | the prior count of the candidate's rank parity is 0 modulo 3 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.rank % 2 == item.rank % 2)
return count % 3 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's rank parity is 2 modulo 5 | candidate_attribute_count_phase | {"attribute": "parity", "modulus": 5, "residue": 2} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 5} | 16 | 5 | 0 | 2 | 50 | 0.184049 | 0.688855 | 4b65232f4a56d9bba6b701011b4f5d9730f336909ed659cc7bc4b5677d7efcd8 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_6ebcbbf801 | the prior count of the candidate's rank parity is 2 modulo 5 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.rank % 2 == item.rank % 2)
return count % 5 == 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's color is 2 modulo 4 | candidate_attribute_count_phase | {"attribute": "color", "modulus": 4, "residue": 2} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 4} | 16 | 4 | 0 | 2 | 44 | 0.269939 | 0.841377 | 47cf717a722747245f70293f91362560f4029f613606529788474028a3b0759b | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_86953c33f4 | the prior count of the candidate's color is 2 modulo 4 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.color == item.color)
return count % 4 == 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's rank is 1 modulo 4 | candidate_attribute_count_phase | {"attribute": "rank", "modulus": 4, "residue": 1} | ["global_history"] | train_parameterization | {"attribute_cardinality": 13, "branch_count": 0, "designed_level": 9, "history_depth": 16, "period_or_chunk_length": 4} | 16 | 4 | 0 | 13 | 44 | 0.378008 | 0.956623 | a6bfd7f1b6fe61481a16b4955d134f864da4340ffc44c4b8157d3265bc44b4c8 | 9 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_951a18971c | the prior count of the candidate's rank is 1 modulo 4 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.rank == item.rank)
return count % 4 == 1 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's rank parity is 3 modulo 4 | candidate_attribute_count_phase | {"attribute": "parity", "modulus": 4, "residue": 3} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 4} | 16 | 4 | 0 | 2 | 50 | 0.181689 | 0.683759 | 8cc162bd5a395b29b4aa1edd5d408e3b96baed4ca82259ac6d2c124917da2de0 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_b57d1daa7e | the prior count of the candidate's rank parity is 3 modulo 4 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.rank % 2 == item.rank % 2)
return count % 4 == 3 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's face status is 1 modulo 5 | candidate_attribute_count_phase | {"attribute": "face", "modulus": 5, "residue": 1} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 5} | 16 | 5 | 0 | 2 | 44 | 0.174611 | 0.668144 | c1db29f3d4a31edf08b635886f34059b4185f0683bc8acc865c9010b081ab513 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_bdbf94ac1d | the prior count of the candidate's face status is 1 modulo 5 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.is_face == item.is_face)
return count % 5 == 1 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's rank is 1 modulo 2 | candidate_attribute_count_phase | {"attribute": "rank", "modulus": 2, "residue": 1} | ["global_history"] | train_parameterization | {"attribute_cardinality": 13, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 2} | 16 | 2 | 0 | 13 | 44 | 0.384615 | 0.961237 | dc89fda154093c84eddf0a4f78b94d49842fe4a40eb53d1ffc5b8ba6f9141875 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_d5fb8bf89b | the prior count of the candidate's rank is 1 modulo 2 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.rank == item.rank)
return count % 2 == 1 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's suit is 1 modulo 3 | candidate_attribute_count_phase | {"attribute": "suit", "modulus": 3, "residue": 1} | ["global_history"] | train_parameterization | {"attribute_cardinality": 4, "branch_count": 0, "designed_level": 7, "history_depth": 16, "period_or_chunk_length": 3} | 16 | 3 | 0 | 4 | 44 | 0.415644 | 0.979369 | 18e7fd2efafcfcf1c18a543b225b295fae636e5da312f1da065e2df18e91cfd7 | 7 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_d74b2f1193 | the prior count of the candidate's suit is 1 modulo 3 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.suit == item.suit)
return count % 3 == 1 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's rank is 0 modulo 2 | candidate_attribute_count_phase | {"attribute": "rank", "modulus": 2, "residue": 0} | ["global_history"] | train_parameterization | {"attribute_cardinality": 13, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 2} | 16 | 2 | 0 | 13 | 44 | 0.615385 | 0.961237 | e30f8f0a96ccc0f5c318285629578726e7608ab372c473509d7a1fb4a33a9ccc | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_d8bfad3d7a | the prior count of the candidate's rank is 0 modulo 2 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.rank == item.rank)
return count % 2 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's face status is 1 modulo 2 | candidate_attribute_count_phase | {"attribute": "face", "modulus": 2, "residue": 1} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 7, "history_depth": 16, "period_or_chunk_length": 2} | 16 | 2 | 0 | 2 | 44 | 0.421425 | 0.982112 | 8e6d380d0ce0f7cc1206947aaf87263ed0a57aacd51bfa8945c61179987b4948 | 7 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_e15deef5a4 | the prior count of the candidate's face status is 1 modulo 2 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.is_face == item.is_face)
return count % 2 == 1 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's face status is 1 modulo 3 | candidate_attribute_count_phase | {"attribute": "face", "modulus": 3, "residue": 1} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 7, "history_depth": 16, "period_or_chunk_length": 3} | 16 | 3 | 0 | 2 | 44 | 0.310052 | 0.893233 | f1e2e1f613ba0c3c8f23cab5454aff68eb1fa3235290e2f5684cb5220fe8c3b6 | 7 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_e65ee62fe8 | the prior count of the candidate's face status is 1 modulo 3 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.is_face == item.is_face)
return count % 3 == 1 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's rank parity is 1 modulo 5 | candidate_attribute_count_phase | {"attribute": "parity", "modulus": 5, "residue": 1} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 5} | 16 | 5 | 0 | 2 | 50 | 0.235488 | 0.787457 | 97b96cd6d5f1f65314f904616229caf590f77b91410472ff2cd991b1865e1ab8 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_e97c6890a5 | the prior count of the candidate's rank parity is 1 modulo 5 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.rank % 2 == item.rank % 2)
return count % 5 == 1 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's face status is 3 modulo 5 | candidate_attribute_count_phase | {"attribute": "face", "modulus": 5, "residue": 3} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 5} | 16 | 5 | 0 | 2 | 44 | 0.186409 | 0.693898 | 3e11b8e0628aa5ce377acf7cb07eccca5e70f13aa5be1d947e6a4c4203f31fd2 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_ec5003a412 | the prior count of the candidate's face status is 3 modulo 5 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.is_face == item.is_face)
return count % 5 == 3 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's face status is 2 modulo 5 | candidate_attribute_count_phase | {"attribute": "face", "modulus": 5, "residue": 2} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 5} | 16 | 5 | 0 | 2 | 44 | 0.198679 | 0.719277 | ab75a07570b1aeb059d9327ce65a588dfff93af6410f33b310f8c3f5a8d08970 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_ecc3188d87 | the prior count of the candidate's face status is 2 modulo 5 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.is_face == item.is_face)
return count % 5 == 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's color is 4 modulo 5 | candidate_attribute_count_phase | {"attribute": "color", "modulus": 5, "residue": 4} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 5} | 16 | 5 | 0 | 2 | 44 | 0.144172 | 0.595061 | 139081e499fb9ee7ee493cfe4b4de4d3440e95617ebf8160c493cca1043afd50 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_f1d488b6e4 | the prior count of the candidate's color is 4 modulo 5 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.color == item.color)
return count % 5 == 4 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's color is 2 modulo 3 | candidate_attribute_count_phase | {"attribute": "color", "modulus": 3, "residue": 2} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 7, "history_depth": 16, "period_or_chunk_length": 3} | 16 | 3 | 0 | 2 | 44 | 0.334356 | 0.919315 | cb6350e9dd83528ccf3a8f447398736ac13e4ca1ae62632f6784d2700387fa55 | 7 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_f709f89fcb | the prior count of the candidate's color is 2 modulo 3 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.color == item.color)
return count % 3 == 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's face status is 2 modulo 4 | candidate_attribute_count_phase | {"attribute": "face", "modulus": 4, "residue": 2} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 4} | 16 | 4 | 0 | 2 | 44 | 0.269939 | 0.841377 | f6d470666578a9504b82e62b46db67d979be169e771ada151148956ff5bce242 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_f8df8ca889 | the prior count of the candidate's face status is 2 modulo 4 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.is_face == item.is_face)
return count % 4 == 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
the prior count of the candidate's rank parity is 0 modulo 5 | candidate_attribute_count_phase | {"attribute": "parity", "modulus": 5, "residue": 0} | ["global_history"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 8, "history_depth": 16, "period_or_chunk_length": 5} | 16 | 5 | 0 | 2 | 50 | 0.261444 | 0.828918 | 4a3060f69844dc1161b0148a40fe72dad022b069bdcedc49f191067410503bb5 | 8 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_global_history_candidate_attribute_count_phase_fd7216710a | the prior count of the candidate's rank parity is 0 modulo 5 | global_history | if not mainline:
return True
count = sum(1 for item in mainline if card.rank % 2 == item.rank % 2)
return count % 5 == 0 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red candidates require same parity; black candidates require same suit, relative to the previous card | candidate_color_gated_transition | {"black_relation": "same_suit", "red_relation": "same_parity"} | ["first_order_transition"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 2, "designed_level": 5, "history_depth": 1, "period_or_chunk_length": 0} | 1 | 0 | 2 | 2 | 58 | 0.388627 | 0.963908 | 520273e86858bab428862b3ac79506b3e9e82e9d889a702fb818f602ea7bec02 | 5 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_first_order_transition_candidate_color_gated_transition_2ca3901093 | red candidates require same parity; black candidates require same suit, relative to the previous card | first_order_transition | if not mainline:
return True
prev = mainline[-1]
if card.color == "red":
return card.rank % 2 == prev.rank % 2
return card.suit == prev.suit | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red candidates require same parity; black candidates require different parity, relative to the previous card | candidate_color_gated_transition | {"black_relation": "different_parity", "red_relation": "same_parity"} | ["first_order_transition"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 2, "designed_level": 5, "history_depth": 1, "period_or_chunk_length": 0} | 1 | 0 | 2 | 2 | 64 | 0.5 | 1 | 590db012753e2e68c1397d3fb0646d61480da94e075aba6e0a2fdf3f8b9b957f | 5 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_first_order_transition_candidate_color_gated_transition_39d30ae2a6 | red candidates require same parity; black candidates require different parity, relative to the previous card | first_order_transition | if not mainline:
return True
prev = mainline[-1]
if card.color == "red":
return card.rank % 2 == prev.rank % 2
return card.rank % 2 != prev.rank % 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red candidates require different parity; black candidates require same color, relative to the previous card | candidate_color_gated_transition | {"black_relation": "same_color", "red_relation": "different_parity"} | ["first_order_transition"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 2, "designed_level": 5, "history_depth": 1, "period_or_chunk_length": 0} | 1 | 0 | 2 | 2 | 58 | 0.516281 | 0.999235 | ad7d7735bbe34c0ea7a1f601ccc5e8b78dfc2afb1a8170e80323f28e4d7b9643 | 5 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_first_order_transition_candidate_color_gated_transition_3e28d24942 | red candidates require different parity; black candidates require same color, relative to the previous card | first_order_transition | if not mainline:
return True
prev = mainline[-1]
if card.color == "red":
return card.rank % 2 != prev.rank % 2
return card.color == prev.color | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red candidates require different suit; black candidates require same parity, relative to the previous card | candidate_color_gated_transition | {"black_relation": "same_parity", "red_relation": "different_suit"} | ["first_order_transition"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 2, "designed_level": 5, "history_depth": 1, "period_or_chunk_length": 0} | 1 | 0 | 2 | 2 | 58 | 0.638627 | 0.943817 | 958cafcd19fe6d14a8d300e3f76e18615b5ffdd287bf2a84119d2010fec595fd | 5 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_first_order_transition_candidate_color_gated_transition_504406a04a | red candidates require different suit; black candidates require same parity, relative to the previous card | first_order_transition | if not mainline:
return True
prev = mainline[-1]
if card.color == "red":
return card.suit != prev.suit
return card.rank % 2 == prev.rank % 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red candidates require same color; black candidates require different suit, relative to the previous card | candidate_color_gated_transition | {"black_relation": "different_suit", "red_relation": "same_color"} | ["first_order_transition"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 2, "designed_level": 5, "history_depth": 1, "period_or_chunk_length": 0} | 1 | 0 | 2 | 2 | 52 | 0.595092 | 0.973749 | e79fb349e56e8bbe057839de518aa60a6a1ef98b8cc60b9575273b8fcd57a6b1 | 5 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_first_order_transition_candidate_color_gated_transition_634d02e033 | red candidates require same color; black candidates require different suit, relative to the previous card | first_order_transition | if not mainline:
return True
prev = mainline[-1]
if card.color == "red":
return card.color == prev.color
return card.suit != prev.suit | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red candidates require same color; black candidates require lower rank, relative to the previous card | candidate_color_gated_transition | {"black_relation": "rank_down", "red_relation": "same_color"} | ["first_order_transition"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 2, "designed_level": 5, "history_depth": 1, "period_or_chunk_length": 0} | 1 | 0 | 2 | 2 | 52 | 0.441482 | 0.990097 | 6da237a5d94accf65dd7b2d2e14ca3b1af67aba6a1411679cc6504c402aa03ef | 5 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_first_order_transition_candidate_color_gated_transition_9770b24cf6 | red candidates require same color; black candidates require lower rank, relative to the previous card | first_order_transition | if not mainline:
return True
prev = mainline[-1]
if card.color == "red":
return card.color == prev.color
return card.rank < prev.rank | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red candidates require same suit; black candidates require different parity, relative to the previous card | candidate_color_gated_transition | {"black_relation": "different_parity", "red_relation": "same_suit"} | ["first_order_transition"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 2, "designed_level": 5, "history_depth": 1, "period_or_chunk_length": 0} | 1 | 0 | 2 | 2 | 58 | 0.361373 | 0.943817 | 9b83262e5f0801522fa7210b0e14451d352bd7fb3b270862b1725fc4dbc1f4b2 | 5 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_first_order_transition_candidate_color_gated_transition_9edcc4ea33 | red candidates require same suit; black candidates require different parity, relative to the previous card | first_order_transition | if not mainline:
return True
prev = mainline[-1]
if card.color == "red":
return card.suit == prev.suit
return card.rank % 2 != prev.rank % 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red candidates require different parity; black candidates require lower rank, relative to the previous card | candidate_color_gated_transition | {"black_relation": "rank_down", "red_relation": "different_parity"} | ["first_order_transition"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 2, "designed_level": 5, "history_depth": 1, "period_or_chunk_length": 0} | 1 | 0 | 2 | 2 | 58 | 0.457763 | 0.994846 | f806e26bb184bfe6ce1496775daaa7af61d75c33ac249dcdf5f7ccf9601f4d9b | 5 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_first_order_transition_candidate_color_gated_transition_af0a361160 | red candidates require different parity; black candidates require lower rank, relative to the previous card | first_order_transition | if not mainline:
return True
prev = mainline[-1]
if card.color == "red":
return card.rank % 2 != prev.rank % 2
return card.rank < prev.rank | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red candidates require higher rank; black candidates require same color, relative to the previous card | candidate_color_gated_transition | {"black_relation": "same_color", "red_relation": "rank_up"} | ["first_order_transition"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 2, "designed_level": 5, "history_depth": 1, "period_or_chunk_length": 0} | 1 | 0 | 2 | 2 | 52 | 0.520057 | 0.998839 | 6053923b345d19c3f12c2350a6581ff18bba88f6f445af900468d3ea207d8512 | 5 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_first_order_transition_candidate_color_gated_transition_bb5810f3e2 | red candidates require higher rank; black candidates require same color, relative to the previous card | first_order_transition | if not mainline:
return True
prev = mainline[-1]
if card.color == "red":
return card.rank > prev.rank
return card.color == prev.color | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red candidates require different color; black candidates require higher rank, relative to the previous card | candidate_color_gated_transition | {"black_relation": "rank_up", "red_relation": "different_color"} | ["first_order_transition"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 2, "designed_level": 5, "history_depth": 1, "period_or_chunk_length": 0} | 1 | 0 | 2 | 2 | 52 | 0.520057 | 0.998839 | 33f0fc54868a313e2f1526ca2e6ca2806c170e1a04cb4e9dd8382fd5f45529e6 | 5 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_first_order_transition_candidate_color_gated_transition_d8efd17dea | red candidates require different color; black candidates require higher rank, relative to the previous card | first_order_transition | if not mainline:
return True
prev = mainline[-1]
if card.color == "red":
return card.color != prev.color
return card.rank > prev.rank | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
different color and different parity | color_and_parity | {"color_same": false, "parity_same": false} | ["first_order_transition"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 3, "history_depth": 1, "period_or_chunk_length": 0} | 1 | 0 | 0 | 2 | 51 | 0.246343 | 0.80543 | 87f5978bc2d7affa248d81cac8813f745afdbea11d4876962391e06adf3e1ed8 | 3 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_first_order_transition_color_and_parity_a5cf1dd5b0 | different color and different parity | first_order_transition | if not mainline:
return True
prev = mainline[-1]
return card.color != prev.color and card.rank % 2 != prev.rank % 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
different color and same parity | color_and_parity | {"color_same": false, "parity_same": true} | ["first_order_transition"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 0, "designed_level": 3, "history_depth": 1, "period_or_chunk_length": 0} | 1 | 0 | 0 | 2 | 51 | 0.253657 | 0.817024 | ddb53181b3c7e6149fd2d31d26517182c9083f0166b9820a56e55342ef317a9c | 3 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_first_order_transition_color_and_parity_b6327a134c | different color and same parity | first_order_transition | if not mainline:
return True
prev = mainline[-1]
return card.color != prev.color and card.rank % 2 == prev.rank % 2 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red cards with rank at most 6 | color_rank_threshold | {"color": "red", "operator": "<=", "threshold": 6} | ["static_predicate"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 1, "designed_level": 2, "history_depth": 0, "period_or_chunk_length": 0} | 0 | 0 | 1 | 2 | 22 | 0.230769 | 0.77935 | 6a6103be8f9fcc6a9184a6d70484920a580baf4bbe1f0dbf397ead9ed0bbb2f2 | 2 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_static_predicate_color_rank_threshold_256c8160a9 | red cards with rank at most 6 | static_predicate | return card.color == "red" and card.rank <= 6 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red cards with rank at most 4 | color_rank_threshold | {"color": "red", "operator": "<=", "threshold": 4} | ["static_predicate"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 1, "designed_level": 2, "history_depth": 0, "period_or_chunk_length": 0} | 0 | 0 | 1 | 2 | 22 | 0.153846 | 0.619382 | 99f5eed2647ca864dbe6aeee877dc33a8dc39de6538bec05680c76583926071a | 2 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_static_predicate_color_rank_threshold_4081b9d77c | red cards with rank at most 4 | static_predicate | return card.color == "red" and card.rank <= 4 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red cards with rank at least 4 | color_rank_threshold | {"color": "red", "operator": ">=", "threshold": 4} | ["static_predicate"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 1, "designed_level": 2, "history_depth": 0, "period_or_chunk_length": 0} | 0 | 0 | 1 | 2 | 22 | 0.384615 | 0.961237 | 5ce5f023ea03e33bc42095c96c4106dccf3f80225ca9585602241c063583ad0e | 2 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_static_predicate_color_rank_threshold_50a9928557 | red cards with rank at least 4 | static_predicate | return card.color == "red" and card.rank >= 4 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
red cards with rank at least 10 | color_rank_threshold | {"color": "red", "operator": ">=", "threshold": 10} | ["static_predicate"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 1, "designed_level": 2, "history_depth": 0, "period_or_chunk_length": 0} | 0 | 0 | 1 | 2 | 22 | 0.153846 | 0.619382 | 7f17935d79d08840b5b5ccf834558c5ea2e07125d08f7a4813858028cf30180d | 2 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_static_predicate_color_rank_threshold_7bc8d07b66 | red cards with rank at least 10 | static_predicate | return card.color == "red" and card.rank >= 10 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
black cards with rank at most 11 | color_rank_threshold | {"color": "black", "operator": "<=", "threshold": 11} | ["static_predicate"] | train_parameterization | {"attribute_cardinality": 2, "branch_count": 1, "designed_level": 2, "history_depth": 0, "period_or_chunk_length": 0} | 0 | 0 | 1 | 2 | 22 | 0.423077 | 0.982859 | 3143c4636fea7d4c63dc2761316743d137d70eb97ca262358e2593f963e1eef7 | 2 | -1 | -1 | uncalibrated | [] | v2.1-frontier-calibrated-100turn-20260812 | cal_static_predicate_color_rank_threshold_a46bbf3a4f | black cards with rank at most 11 | static_predicate | return card.color == "black" and card.rank <= 11 | eleusis-100-v11 | model_balanced_mean_reward | 100 | 30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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