Add calibration reports and visualizations

calibration/reporting/calibration_records.csv

@@ -0,0 +1,47 @@
+rule_id,model,round_index,reward,solved,solved_by_30,solved_after_30,turns,invalid_actions,early_abandonment,exhausted_horizon,calls,final_context_tokens,max_context_tokens,cost,valid,stop,error,source
+cal_compositional_hybrid_dual_transition_composition_5b64f1a04c,openai/gpt-5.6-sol,0,0.73,1.0,1.0,0.0,28.0,0.0,0.0,0.0,28,12407,12407,0.51,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_periodic_cycle_position_suit_pattern_33f797026f,openai/gpt-5.6-sol,0,0.8,1.0,1.0,0.0,21.0,0.0,0.0,0.0,21,10249,10249,0.4108,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_higher_order_history_window_seen_attribute_35f9b0eda6,openai/gpt-5.6-sol,0,0.73,1.0,1.0,0.0,28.0,0.0,0.0,0.0,28,16923,16923,0.6999,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_periodic_cycle_position_color_pattern_0fb0c3864e,openai/gpt-5.6-sol,0,0.74,1.0,1.0,0.0,27.0,1.0,0.0,0.0,28,17440,17440,0.7821,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_global_history_anchor_gated_transition_9d194708e3,openai/gpt-5.6-sol,0,0.65,1.0,0.0,1.0,36.0,0.0,0.0,0.0,36,17666,17666,0.8321,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_conditional_transition_previous_color_gate_49cb4f16be,openai/gpt-5.6-sol,0,0.6,1.0,0.0,1.0,41.0,1.0,0.0,0.0,42,20996,20996,1.0112,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_compositional_hybrid_candidate_gated_dual_transition_1d307ab59e,openai/gpt-5.6-sol,0,0.54,1.0,0.0,1.0,47.0,2.0,0.0,0.0,49,27977,27977,1.5364,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_chunk_run_long_fixed_chunk_030a5de28e,openai/gpt-5.6-sol,0,0.59,1.0,0.0,1.0,42.0,0.0,0.0,0.0,42,28486,28486,1.4064,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_chunk_run_long_fixed_chunk_b188311c0f,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,1.0,100,26041,26041,1.7163,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_chunk_run_fixed_chunk_aabfaa4fd2,openai/gpt-5.6-sol,0,0.18,1.0,0.0,1.0,83.0,1.0,0.0,0.0,84,40383,40383,2.5337,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_global_history_anchor_gated_transition_1ab00bd99d,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,2.0,0.0,1.0,102,35301,35301,2.5144,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_conditional_transition_previous_face_gate_07296e9d34,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,1.0,0.0,1.0,101,35075,35075,2.5998,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_higher_order_history_long_window_color_vote_8d66187c95,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,1.0,0.0,1.0,101,46956,46956,3.5745999999999998,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_periodic_cycle_long_position_parity_pattern_7843eec810,openai/gpt-5.6-sol,0,0.23,1.0,0.0,1.0,78.0,1.0,0.0,0.0,79,44513,44513,2.648,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_global_history_running_color_balance_transition_42299e17ab,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,1.0,0.0,1.0,101,26830,26830,1.7866,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_higher_order_history_long_window_color_vote_08932c6fab,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,1.0,0.0,1.0,101,44192,44192,3.1786,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_higher_order_history_window_color_vote_05e3df6c11,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,3.0,0.0,1.0,103,42993,42993,3.0259,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_conditional_transition_previous_parity_gate_4a3faf3a41,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,1.0,0.0,1.0,101,39139,39139,2.6426,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_periodic_cycle_long_position_color_pattern_92a875b1d8,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,2.0,0.0,1.0,102,51287,51287,3.4678,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_compositional_hybrid_short_window_gated_transition_95acae6a80,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,1.0,0.0,1.0,101,53615,53615,3.749,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_conditional_transition_previous_threshold_gate_1dba7411bc,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,1.0,0.0,1.0,101,39705,39705,3.0456,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_chunk_run_fixed_chunk_15ed80f3cb,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,2.0,0.0,1.0,102,70053,70053,4.7995,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_global_history_cumulative_rank_gate_transition_36bc2e7142,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,1.0,0.0,1.0,101,43957,43957,2.8426,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_compositional_hybrid_long_periodic_transition_3533b2a34b,openai/gpt-5.6-sol,0,0.24,1.0,0.0,1.0,77.0,2.0,0.0,0.0,79,33089,33089,1.8674,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl
+cal_static_predicate_affine_suit_rank_congruence_8084279f2a,openai/gpt-5.6-sol,0,0.52,1.0,0.0,1.0,49.0,1.0,0.0,0.0,50,26853,26853,1.3077,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_targeted_repair16_v11_100/traces.jsonl
+cal_static_predicate_affine_suit_rank_congruence_f6565e330a,openai/gpt-5.6-sol,0,0.49,1.0,0.0,1.0,52.0,1.0,0.0,0.0,53,35083,35083,1.7139,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_targeted_repair16_v11_100/traces.jsonl
+cal_static_predicate_suit_specific_modular_table_9de69b86d1,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,1.0,0.0,1.0,101,46091,46091,3.4484,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_targeted_repair16_v11_100/traces.jsonl
+cal_static_predicate_color_gated_dual_modulus_3945825a70,openai/gpt-5.6-sol,0,0.1,1.0,0.0,1.0,91.0,1.0,0.0,0.0,92,38715,38715,2.3826,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_targeted_repair16_v11_100/traces.jsonl
+cal_first_order_transition_frontier_modular_delta_56610594a6,openai/gpt-5.6-sol,0,0.61,1.0,0.0,1.0,40.0,0.0,0.0,0.0,40,16993,16993,0.7716,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_first_order_frontier12_v11_100/traces.jsonl
+cal_first_order_transition_frontier_delta_color_conjunction_f59478778c,openai/gpt-5.6-sol,0,0.34,1.0,0.0,1.0,67.0,0.0,0.0,0.0,67,26949,26949,1.6419,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_first_order_frontier12_v11_100/traces.jsonl
+cal_first_order_transition_previous_suit_delta_table_43a97f9458,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,4.0,0.0,1.0,104,45432,45432,3.157,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_first_order_frontier12_v11_100/traces.jsonl
+cal_first_order_transition_previous_rank_residue_delta_table_9218fe75c1,openai/gpt-5.6-sol,0,0.0,0.0,0.0,0.0,100.0,1.0,0.0,1.0,101,39096,39096,2.5395,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/sol_first_order_frontier12_v11_100/traces.jsonl
+cal_chunk_run_fixed_chunk_15ed80f3cb,google/gemini-3.1-pro-preview,0,0.73,1.0,1.0,0.0,28.0,2.0,0.0,0.0,30,3921,3921,1.2316,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/gemini_joint72_authoritative/traces.jsonl
+cal_chunk_run_fixed_chunk_aabfaa4fd2,google/gemini-3.1-pro-preview,0,0.68,1.0,0.0,1.0,33.0,0.0,0.0,0.0,33,3957,3957,1.3880000000000001,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/gemini_joint72_authoritative/traces.jsonl
+cal_chunk_run_long_fixed_chunk_030a5de28e,google/gemini-3.1-pro-preview,0,0.68,1.0,0.0,1.0,33.0,0.0,0.0,0.0,33,4352,4352,1.5937,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/gemini_joint72_authoritative/traces.jsonl
+cal_compositional_hybrid_candidate_gated_dual_transition_1d307ab59e,google/gemini-3.1-pro-preview,0,0.47,1.0,0.0,1.0,54.0,0.0,0.0,0.0,54,5669,5669,2.6331,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/gemini_joint72_authoritative/traces.jsonl
+cal_compositional_hybrid_dual_transition_composition_5b64f1a04c,google/gemini-3.1-pro-preview,0,0.82,1.0,1.0,0.0,19.0,0.0,0.0,0.0,20,3206,3206,0.7628,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/gemini_joint72_authoritative/traces.jsonl
+cal_periodic_cycle_long_position_color_pattern_92a875b1d8,google/gemini-3.1-pro-preview,0,0.5,1.0,0.0,1.0,51.0,1.0,0.0,0.0,52,5448,5448,2.2581,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/gemini_joint72_authoritative/traces.jsonl
+cal_periodic_cycle_position_color_pattern_0fb0c3864e,google/gemini-3.1-pro-preview,0,0.83,1.0,1.0,0.0,18.0,0.0,0.0,0.0,20,3374,3374,0.8935,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/gemini_joint72_authoritative/traces.jsonl
+cal_periodic_cycle_position_suit_pattern_33f797026f,google/gemini-3.1-pro-preview,0,0.75,1.0,1.0,0.0,26.0,0.0,0.0,0.0,26,3481,3481,1.0254,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/gemini_joint72_authoritative/traces.jsonl
+cal_compositional_hybrid_short_window_gated_transition_95acae6a80,google/gemini-3.1-pro-preview,0,0.0,0.0,0.0,0.0,100.0,11.0,0.0,1.0,112,9192,9192,4.9149,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/gemini_target_sentinels6_v11_c6_100/traces.jsonl
+cal_global_history_running_color_balance_transition_42299e17ab,google/gemini-3.1-pro-preview,0,0.0,0.0,0.0,0.0,100.0,13.0,0.0,1.0,115,8945,8945,5.2622,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/gemini_target_sentinels6_v11_c6_100/traces.jsonl
+cal_global_history_cumulative_rank_gate_transition_36bc2e7142,google/gemini-3.1-pro-preview,0,0.0,0.0,0.0,0.0,100.0,38.0,0.0,1.0,138,11535,11535,6.7636,True,game_over,[],outputs/reward_calibrated_rules_v21/evals/gemini_target_sentinels6_v11_c6_100/traces.jsonl
+cal_global_history_anchor_gated_transition_1ab00bd99d,google/gemini-3.1-pro-preview,0,0.0,0.0,0.0,0.0,96.0,12.0,1.0,0.0,108,9900,9900,5.0809,False,harness_timeout,[],outputs/reward_calibrated_rules_v21/evals/gemini_target_sentinels6_v11_c6_100/traces.jsonl
+cal_global_history_anchor_gated_transition_9d194708e3,google/gemini-3.1-pro-preview,0,0.0,0.0,0.0,0.0,99.0,21.0,1.0,0.0,120,11889,11889,6.0285,False,harness_timeout,[],outputs/reward_calibrated_rules_v21/evals/gemini_target_sentinels6_v11_c6_100/traces.jsonl
+cal_compositional_hybrid_long_periodic_transition_3533b2a34b,google/gemini-3.1-pro-preview,0,0.0,0.0,0.0,0.0,94.0,6.0,1.0,0.0,100,9284,9284,4.6317,False,harness_timeout,[],outputs/reward_calibrated_rules_v21/evals/gemini_target_sentinels6_v11_c6_100/traces.jsonl

calibration/reporting/calibration_summary.json

@@ -1,210 +1,312 @@
 {
-  "aggregation": "deals within model, models within rule, rules within fixed family quotas",
+  "aggregation": "one rule per tier; families equally weighted",
   "all_publication_gates_met": false,
-  "confirmation_trace_sources": [
-    "outputs/reward_calibrated_rules/evals/confirmation_luna_v6b_100/traces.jsonl",
-    "outputs/reward_calibrated_rules/evals/targeted17_luna_v6_100/traces.jsonl",
-    "outputs/reward_calibrated_rules/evals/confirmation_terra_v6_100/traces.jsonl",
-    "outputs/reward_calibrated_rules/evals/targeted17_terra_v6_100/traces.jsonl",
-    "outputs/reward_calibrated_rules/evals/static_repair_terra_v6_100/traces.jsonl",
-    "outputs/reward_calibrated_rules/evals/confirmation_deepseek_v6_100/traces.jsonl"
+  "budget": {
+    "cap_usd": 650.0,
+    "ending_balance_usd": 439.26,
+    "spent_usd": 610.6400000000001,
+    "starting_balance_usd": 1049.9,
+    "under_cap_usd": 39.3599999999999
+  },
+  "calibration_models": [
+    "google/gemini-3.1-pro-preview",
+    "openai/gpt-5.6-sol"
+  ],
+  "censor_trace_sources": [
+    "outputs/reward_calibrated_rules_v21/evals/gemini_joint72_remaining_v11_100/traces.jsonl",
+    "outputs/reward_calibrated_rules_v21/evals/gemini_target_sentinels6_v11_c6_100/traces.jsonl",
+    "outputs/reward_calibrated_rules_v21/evals/gemini_final_new8_v11_100/traces.jsonl"
+  ],
+  "dataset_readiness_gates_met": true,
+  "dataset_version": "v2.1-frontier-calibrated-100turn-20260812",
+  "evidence_policy": "clean game_over episodes are exact; timeouts/errors are right-censored and excluded from scores",
+  "exact_trace_sources": [
+    "outputs/reward_calibrated_rules_v21/evals/sol_joint72_v11_100/traces.jsonl",
+    "outputs/reward_calibrated_rules_v21/evals/sol_targeted_repair16_v11_100/traces.jsonl",
+    "outputs/reward_calibrated_rules_v21/evals/sol_first_order_frontier12_v11_100/traces.jsonl",
+    "outputs/reward_calibrated_rules_v21/evals/gemini_joint72_authoritative/traces.jsonl",
+    "outputs/reward_calibrated_rules_v21/evals/gemini_target_sentinels6_v11_c6_100/traces.jsonl"
   ],
-  "dataset_version": "v2.0-reward-calibrated-100turn-20260810",
   "family": {
     "chunk_run": {
-      "early_abandonment_rate": 0.3333333333333333,
-      "intermediate_reward_rules": 8,
-      "late_share_of_solves": 0.4,
-      "late_solve_rate": 0.16666666666666666,
-      "mean_reward": 0.30583333333333335,
-      "reward_rule_bootstrap_95ci": [
-        0.23333333333333334,
-        0.40208333333333335
-      ],
-      "reward_sd": 0.1257615689398881,
-      "rules": 8,
-      "solve_rate_100": 0.41666666666666663,
-      "solve_rate_30": 0.25
+      "complexity_axis": "chunk length and state: 2 \u2192 5 \u2192 6 \u2192 11",
+      "gemini": {
+        "censor_turns": [],
+        "exact": 3,
+        "mean_reward_exact_only": 0.6966666666666667,
+        "missing": 1,
+        "right_censored": 0,
+        "solve_rate_exact_only": 1.0
+      },
+      "rules": 4,
+      "sol": {
+        "late_share_of_solves": 1.0,
+        "late_solve_rate": 0.5,
+        "mean_reward": 0.1925,
+        "solve_rate_100": 0.5,
+        "solve_rate_30": 0.0,
+        "tier_reward": {
+          "1": 0.18,
+          "2": 0.0,
+          "3": 0.59,
+          "4": 0.0
+        },
+        "tier_reward_pearson": 0.02319817242717241
+      }
     },
     "compositional_hybrid": {
-      "early_abandonment_rate": 0.29166666666666663,
-      "intermediate_reward_rules": 0,
-      "late_share_of_solves": 0.25,
-      "late_solve_rate": 0.041666666666666664,
-      "mean_reward": 0.12291666666666666,
-      "reward_rule_bootstrap_95ci": [
-        0.0,
-        0.35208333333333336
-      ],
-      "reward_sd": 0.30080187970378996,
-      "rules": 8,
-      "solve_rate_100": 0.16666666666666666,
-      "solve_rate_30": 0.125
+      "complexity_axis": "component count, gated state, and temporal span",
+      "gemini": {
+        "censor_turns": [
+          94
+        ],
+        "exact": 3,
+        "mean_reward_exact_only": 0.43,
+        "missing": 0,
+        "right_censored": 1,
+        "solve_rate_exact_only": 0.6666666666666666
+      },
+      "rules": 4,
+      "sol": {
+        "late_share_of_solves": 0.6666666666666666,
+        "late_solve_rate": 0.5,
+        "mean_reward": 0.3775,
+        "solve_rate_100": 0.75,
+        "solve_rate_30": 0.25,
+        "tier_reward": {
+          "1": 0.73,
+          "2": 0.54,
+          "3": 0.0,
+          "4": 0.24
+        },
+        "tier_reward_pearson": -0.8045472782871613
+      }
     },
     "conditional_transition": {
-      "early_abandonment_rate": 0.29166666666666663,
-      "intermediate_reward_rules": 7,
-      "late_share_of_solves": 0.6363636363636364,
-      "late_solve_rate": 0.29166666666666663,
-      "mean_reward": 0.2475,
-      "reward_rule_bootstrap_95ci": [
-        0.175,
-        0.3
-      ],
-      "reward_sd": 0.09427722123845422,
-      "rules": 8,
-      "solve_rate_100": 0.4583333333333333,
-      "solve_rate_30": 0.16666666666666666
+      "complexity_axis": "previous-card gate specificity and branch interaction",
+      "gemini": {
+        "censor_turns": [],
+        "exact": 0,
+        "mean_reward_exact_only": null,
+        "missing": 4,
+        "right_censored": 0,
+        "solve_rate_exact_only": null
+      },
+      "rules": 4,
+      "sol": {
+        "late_share_of_solves": 1.0,
+        "late_solve_rate": 0.25,
+        "mean_reward": 0.15,
+        "solve_rate_100": 0.25,
+        "solve_rate_30": 0.0,
+        "tier_reward": {
+          "1": 0.6,
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     "periodic_cycle": {
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+      "complexity_axis": "period length and phase alphabet: 2 \u2192 4 \u2192 7 \u2192 10",
+      "gemini": {
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     },
     "static_predicate": {
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-      "solve_rate_30": 0.125
+      "complexity_axis": "modular width \u2192 gated dual modulus \u2192 suit-specific table",
+      "gemini": {
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+          11,
+          56
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+      "sol": {
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+        "mean_reward": 0.2775,
+        "solve_rate_100": 0.75,
+        "solve_rate_30": 0.0,
+        "tier_reward": {
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+          "2": 0.49,
+          "3": 0.1,
+          "4": 0.0
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+        "tier_reward_pearson": -0.9459445830773817
+      }
     }
   },
-  "family_quota": {
-    "chunk_run": 8,
-    "compositional_hybrid": 8,
-    "conditional_transition": 8,
-    "first_order_transition": 8,
-    "global_history": 8,
-    "higher_order_history": 8,
-    "periodic_cycle": 8,
-    "static_predicate": 8
-  },
+  "full_two_model_confirmation_complete": false,
   "models": {
-    "deepseek/deepseek-v4-pro": {
-      "early_abandonment_rate": 0.390625,
-      "late_share_of_solves": 0.45,
-      "late_solve_rate": 0.140625,
-      "max_context_tokens": 168341,
-      "mean_reward": 0.215625,
-      "recorded_cost_usd": 31.1859,
-      "solve_rate_100": 0.3125,
-      "solve_rate_30": 0.171875,
-      "valid_episodes": 64
-    },
-    "openai/gpt-5.6-luna-pro": {
-      "early_abandonment_rate": 0.390625,
-      "late_share_of_solves": 0.5263157894736842,
-      "late_solve_rate": 0.15625,
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-      "solve_rate_100": 0.296875,
-      "solve_rate_30": 0.140625,
-      "valid_episodes": 64
+    "google/gemini-3.1-pro-preview": {
+      "evidence_coverage": 0.6875,
+      "exact_episodes": 11,
+      "late_share_of_solves_exact_only": 0.5,
+      "late_solve_rate_exact_only": 0.36363636363636365,
+      "max_censor_turn": 99,
+      "max_context_tokens_exact": 11535,
+      "mean_reward_exact_only": 0.49636363636363634,
+      "missing_rules": 10,
+      "recorded_cost_usd_exact": 28.7269,
+      "right_censored_episodes": 11,
+      "solve_rate_100_exact_only": 0.7272727272727273,
+      "solve_rate_30_exact_only": 0.36363636363636365
     },
-    "openai/gpt-5.6-terra": {
-      "early_abandonment_rate": 0.125,
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-      "late_solve_rate": 0.265625,
-      "max_context_tokens": 44369,
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-      "recorded_cost_usd": 22.1663,
-      "solve_rate_100": 0.515625,
-      "solve_rate_30": 0.25,
-      "valid_episodes": 64
+    "openai/gpt-5.6-sol": {
+      "evidence_coverage": 1.0,
+      "exact_episodes": 32,
+      "late_share_of_solves_exact_only": 0.75,
+      "late_solve_rate_exact_only": 0.375,
+      "max_censor_turn": 0,
+      "max_context_tokens_exact": 70053,
+      "mean_reward_exact_only": 0.2528125,
+      "missing_rules": 0,
+      "recorded_cost_usd_exact": 70.1439,
+      "right_censored_episodes": 0,
+      "solve_rate_100_exact_only": 0.5,
+      "solve_rate_30_exact_only": 0.125
     }
   },
   "overall": {
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-    "intermediate_reward_rules": 30,
-    "late_share_of_solves": 0.5,
-    "late_solve_rate": 0.1875,
-    "mean_reward": 0.23989583333333334,
-    "recorded_confirmation_cost_usd": 108.1538,
-    "reward_rule_bootstrap_95ci": [
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-      0.308078125
-    ],
-    "solve_rate_100": 0.375,
-    "solve_rate_30": 0.1875,
-    "valid_episodes": 192
+    "sol_family_reward_max": 0.4425,
+    "sol_family_reward_min": 0.15,
+    "sol_family_solve_max": 0.75,
+    "sol_family_solve_min": 0.25,
+    "sol_late_share_of_solves": 0.75,
+    "sol_late_solve_rate": 0.375,
+    "sol_mean_reward": 0.2528125,
+    "sol_solve_rate_100": 0.5,
+    "sol_solve_rate_30": 0.125
   },
-  "protocol_version": "eleusis-100-v6",
+  "protocol_version": "eleusis-100-v11",
   "publication_gates": {
-    "each_family_has_late_solve": true,
-    "each_family_late_share_at_least_0.25": true,
-    "each_family_solve_by_30_at_most_0.35": true,
-    "every_family_reward_0.20_to_0.42": false,
-    "family_reward_spread_at_most_0.15": false,
-    "late_share_at_least_0.25_of_solves": true,
-    "late_solves_at_least_0.15_all_episodes": true,
-    "overall_reward_0.25_to_0.40": false,
-    "overall_solve_by_30_at_most_0.35": true,
-    "overall_solve_rate_0.30_to_0.70": true
+    "exactly_one_rule_per_family_tier": true,
+    "gemini_full_exact_32_rule_confirmation": false,
+    "global_and_compositional_gemini_evidence_complete": true,
+    "sol_at_least_half_successes_after_30": true,
+    "sol_complete_32_rule_confirmation": true,
+    "sol_each_family_reward_below_0.50": true,
+    "sol_no_family_fully_solved": true,
+    "sol_overall_reward_0.15_to_0.30": true,
+    "sol_overall_solve_0.35_to_0.55": true,
+    "sol_solve_by_30_at_most_0.20": true
   },
   "selection_conditioned": true,
-  "test_rules": 64
+  "test_rules": 32
 }

calibration/reporting/right_censored_records.csv

@@ -0,0 +1,12 @@
+rule_id,model,turns_observed,reward_upper_bound,censor_type,stop,source,max_context_tokens,recorded_cost_usd
+cal_compositional_hybrid_long_periodic_transition_3533b2a34b,google/gemini-3.1-pro-preview,94,0.06,harness_timeout,harness_timeout,outputs/reward_calibrated_rules_v21/evals/gemini_target_sentinels6_v11_c6_100/traces.jsonl,9284,4.6317
+cal_first_order_transition_frontier_delta_color_conjunction_f59478778c,google/gemini-3.1-pro-preview,33,0.67,ProviderError,error,outputs/reward_calibrated_rules_v21/evals/gemini_final_new8_v11_100/traces.jsonl,4454,1.6873
+cal_first_order_transition_frontier_modular_delta_56610594a6,google/gemini-3.1-pro-preview,32,0.68,ProviderError,error,outputs/reward_calibrated_rules_v21/evals/gemini_final_new8_v11_100/traces.jsonl,4215,1.5127
+cal_first_order_transition_previous_rank_residue_delta_table_9218fe75c1,google/gemini-3.1-pro-preview,24,0.76,ProviderError,error,outputs/reward_calibrated_rules_v21/evals/gemini_final_new8_v11_100/traces.jsonl,4242,1.5713
+cal_first_order_transition_previous_suit_delta_table_43a97f9458,google/gemini-3.1-pro-preview,39,0.61,HarnessError,error,outputs/reward_calibrated_rules_v21/evals/gemini_final_new8_v11_100/traces.jsonl,6331,2.622
+cal_global_history_anchor_gated_transition_1ab00bd99d,google/gemini-3.1-pro-preview,96,0.04,harness_timeout,harness_timeout,outputs/reward_calibrated_rules_v21/evals/gemini_target_sentinels6_v11_c6_100/traces.jsonl,9900,5.0809
+cal_global_history_anchor_gated_transition_9d194708e3,google/gemini-3.1-pro-preview,99,0.01,harness_timeout,harness_timeout,outputs/reward_calibrated_rules_v21/evals/gemini_target_sentinels6_v11_c6_100/traces.jsonl,11889,6.0285
+cal_static_predicate_affine_suit_rank_congruence_8084279f2a,google/gemini-3.1-pro-preview,26,0.74,ProviderError,error,outputs/reward_calibrated_rules_v21/evals/gemini_final_new8_v11_100/traces.jsonl,3841,1.2606
+cal_static_predicate_affine_suit_rank_congruence_f6565e330a,google/gemini-3.1-pro-preview,16,0.84,ProviderError,error,outputs/reward_calibrated_rules_v21/evals/gemini_final_new8_v11_100/traces.jsonl,2940,0.5999
+cal_static_predicate_color_gated_dual_modulus_3945825a70,google/gemini-3.1-pro-preview,11,0.89,ProviderError,error,outputs/reward_calibrated_rules_v21/evals/gemini_final_new8_v11_100/traces.jsonl,2664,0.5262
+cal_static_predicate_suit_specific_modular_table_9de69b86d1,google/gemini-3.1-pro-preview,56,0.44,HarnessError,error,outputs/reward_calibrated_rules_v21/evals/gemini_final_new8_v11_100/traces.jsonl,6103,2.6325

calibration/reporting/selected_rule_ids.json

@@ -1,66 +1,34 @@
 [
-  "cal_chunk_run_fixed_chunk_15ed80f3cb",
-  "cal_chunk_run_fixed_chunk_25a4d3a0bc",
-  "cal_chunk_run_fixed_chunk_418cb31f35",
-  "cal_chunk_run_fixed_chunk_5f107d8332",
-  "cal_chunk_run_fixed_chunk_aabfaa4fd2",
-  "cal_chunk_run_fixed_chunk_c7a6a168e6",
-  "cal_chunk_run_long_fixed_chunk_030a5de28e",
-  "cal_chunk_run_suit_chunks_rank_boundary_49c95884f7",
-  "cal_compositional_hybrid_long_periodic_transition_3533b2a34b",
-  "cal_compositional_hybrid_long_periodic_transition_8fd5c7c9ea",
-  "cal_compositional_hybrid_long_periodic_transition_ac6731dfbc",
-  "cal_compositional_hybrid_long_periodic_transition_fae8f39ca4",
-  "cal_compositional_hybrid_long_window_gate_transition_0b9733c2bf",
-  "cal_compositional_hybrid_periodic_transition_1b6bef6a73",
-  "cal_compositional_hybrid_static_and_transition_d6c8df2a59",
-  "cal_compositional_hybrid_window_gate_transition_69332732a1",
-  "cal_conditional_transition_previous_color_gate_2fa880dd94",
+  "cal_static_predicate_affine_suit_rank_congruence_8084279f2a",
+  "cal_static_predicate_affine_suit_rank_congruence_f6565e330a",
+  "cal_static_predicate_color_gated_dual_modulus_3945825a70",
+  "cal_static_predicate_suit_specific_modular_table_9de69b86d1",
+  "cal_first_order_transition_frontier_modular_delta_56610594a6",
+  "cal_first_order_transition_frontier_delta_color_conjunction_f59478778c",
+  "cal_first_order_transition_previous_suit_delta_table_43a97f9458",
+  "cal_first_order_transition_previous_rank_residue_delta_table_9218fe75c1",
   "cal_conditional_transition_previous_color_gate_49cb4f16be",
+  "cal_conditional_transition_previous_parity_gate_4a3faf3a41",
   "cal_conditional_transition_previous_face_gate_07296e9d34",
-  "cal_conditional_transition_previous_face_gate_19c96345cc",
-  "cal_conditional_transition_previous_face_gate_1a469ecd24",
-  "cal_conditional_transition_previous_face_gate_37dd1154c8",
-  "cal_conditional_transition_previous_parity_gate_1763893f27",
-  "cal_conditional_transition_previous_threshold_gate_1866092cf3",
-  "cal_first_order_transition_candidate_color_gated_transition_d9e5c98e00",
-  "cal_first_order_transition_directed_modular_rank_delta_7221227071",
-  "cal_first_order_transition_directed_modular_rank_delta_7a7f0ee23f",
-  "cal_first_order_transition_directed_modular_rank_delta_7ab7361238",
-  "cal_first_order_transition_directed_modular_rank_delta_cf3838bef6",
-  "cal_first_order_transition_rank_distance_at_most_e1a7367e4d",
-  "cal_first_order_transition_rank_group_transition_b52a3020e9",
-  "cal_first_order_transition_suit_cycle_f07b4efa79",
-  "cal_global_history_candidate_attribute_count_phase_fd771dd133",
-  "cal_global_history_cumulative_rank_sum_attribute_map_02435c8206",
-  "cal_global_history_cumulative_rank_sum_parity_e075482aea",
-  "cal_global_history_cumulative_red_count_color_map_1da492eef6",
-  "cal_global_history_first_anchor_transition_composition_994a56615a",
-  "cal_global_history_first_anchor_transition_composition_d919610249",
-  "cal_global_history_first_last_anchor_gate_756705a20b",
-  "cal_global_history_first_last_rank_interval_1aaaaa2cd5",
-  "cal_higher_order_history_long_window_color_vote_08932c6fab",
-  "cal_higher_order_history_long_window_color_vote_8d66187c95",
-  "cal_higher_order_history_long_window_seen_attribute_ab253d2cd6",
-  "cal_higher_order_history_three_step_motif_3698a6a0cd",
-  "cal_higher_order_history_three_step_motif_93c4f7c360",
-  "cal_higher_order_history_window_color_vote_05e3df6c11",
-  "cal_higher_order_history_window_rank_extreme_5025c04883",
-  "cal_higher_order_history_window_seen_attribute_35f9b0eda6",
-  "cal_periodic_cycle_long_position_color_pattern_44e1f564b2",
-  "cal_periodic_cycle_long_position_color_pattern_92a875b1d8",
-  "cal_periodic_cycle_long_position_parity_pattern_569ab45adb",
-  "cal_periodic_cycle_long_position_parity_pattern_63dcaeabb3",
-  "cal_periodic_cycle_position_color_pattern_0726592cc8",
+  "cal_conditional_transition_previous_threshold_gate_1dba7411bc",
   "cal_periodic_cycle_position_color_pattern_0fb0c3864e",
-  "cal_periodic_cycle_position_suit_pattern_a17749b8bf",
-  "cal_periodic_cycle_position_suit_pattern_ae26f2781a",
-  "cal_static_predicate_color_rank_threshold_3f83c872cb",
-  "cal_static_predicate_color_specific_rank_band_18e61cb5d3",
-  "cal_static_predicate_rank_interval_832d94b80c",
-  "cal_static_predicate_rank_residue_color_map_d0adf17d15",
-  "cal_static_predicate_suit_rank_modular_sum_55762471ce",
-  "cal_static_predicate_suit_rank_modular_sum_73d5e5c1fd",
-  "cal_static_predicate_suit_rank_modular_sum_79300ade94",
-  "cal_static_predicate_suit_rank_residue_table_c55c4cf0f6"
+  "cal_periodic_cycle_position_suit_pattern_33f797026f",
+  "cal_periodic_cycle_long_position_parity_pattern_7843eec810",
+  "cal_periodic_cycle_long_position_color_pattern_92a875b1d8",
+  "cal_chunk_run_fixed_chunk_aabfaa4fd2",
+  "cal_chunk_run_fixed_chunk_15ed80f3cb",
+  "cal_chunk_run_long_fixed_chunk_030a5de28e",
+  "cal_chunk_run_long_fixed_chunk_b188311c0f",
+  "cal_higher_order_history_window_seen_attribute_35f9b0eda6",
+  "cal_higher_order_history_window_color_vote_05e3df6c11",
+  "cal_higher_order_history_long_window_color_vote_8d66187c95",
+  "cal_higher_order_history_long_window_color_vote_08932c6fab",
+  "cal_global_history_anchor_gated_transition_1ab00bd99d",
+  "cal_global_history_anchor_gated_transition_9d194708e3",
+  "cal_global_history_running_color_balance_transition_42299e17ab",
+  "cal_global_history_cumulative_rank_gate_transition_36bc2e7142",
+  "cal_compositional_hybrid_dual_transition_composition_5b64f1a04c",
+  "cal_compositional_hybrid_candidate_gated_dual_transition_1d307ab59e",
+  "cal_compositional_hybrid_short_window_gated_transition_95acae6a80",
+  "cal_compositional_hybrid_long_periodic_transition_3533b2a34b"
 ]

calibration/reporting/selected_rules.csv

@@ -1,276 +1,151 @@
-description,template_id,template_parameters,component_families,split_type,semantic_features,history_depth,period_or_chunk_length,branch_count,attribute_cardinality,ast_nodes,acceptance_rate,acceptance_entropy,signature_hash,designed_level,frontier_solve_rate,mean_reward,difficulty_band,calibration_model_panel,dataset_version,protocol_version,calibration_objective,calibration_horizon,legacy_horizon,rule_id,label,family,code,models,observations,model_panel,reward,solved,solved_by_30,solved_after_30,turns,early_abandonment,exhausted_horizon
-rank parity is different within chunks of 5 and matches at boundaries,fixed_chunk,"{""attribute"": ""parity"", ""length"": 5, ""same_within"": false}","[""chunk_run""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 4, ""history_depth"": 1, ""period_or_chunk_length"": 5}",1,5,0,2,68,0.495517,0.999942,56f1697c8a086d22c37845d1089913183065a1652a67a8ab8ec87ccf19e93942,4,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_chunk_run_fixed_chunk_15ed80f3cb,rank parity is different within chunks of 5 and matches at boundaries,chunk_run,"if not mainline:
-    return True
-if len(mainline) % 5 == 0:
-    return card.rank % 2 == mainline[-1].rank % 2
-return card.rank % 2 != mainline[-1].rank % 2",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.25666666666666665,0.3333333333333333,0.3333333333333333,0.0,72.0,0.6666666666666666,0.0
-color is different within chunks of 2 and matches at boundaries,fixed_chunk,"{""attribute"": ""color"", ""length"": 2, ""same_within"": false}","[""chunk_run""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 2}",1,2,0,2,56,0.5,1.0,50ff12f534789bb273aa214261468096d485a7394e36d704ebe8f08e04c35b5d,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_chunk_run_fixed_chunk_25a4d3a0bc,color is different within chunks of 2 and matches at boundaries,chunk_run,"if not mainline:
-    return True
-if len(mainline) % 2 == 0:
-    return card.color == mainline[-1].color
-return card.color != mainline[-1].color",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.5800000000000001,0.6666666666666666,0.6666666666666666,0.0,22.333333333333332,0.3333333333333333,0.0
-face status is same within chunks of 5 and changes at boundaries,fixed_chunk,"{""attribute"": ""face"", ""length"": 5, ""same_within"": true}","[""chunk_run""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 4, ""history_depth"": 1, ""period_or_chunk_length"": 5}",1,5,0,2,56,0.597452,0.972422,a536d27c5ad53996b05512414e91089e15afb0f37d315912a4124783d999dc3b,4,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_chunk_run_fixed_chunk_418cb31f35,face status is same within chunks of 5 and changes at boundaries,chunk_run,"if not mainline:
-    return True
-if len(mainline) % 5 == 0:
-    return card.is_face != mainline[-1].is_face
-return card.is_face == mainline[-1].is_face",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.25666666666666665,0.3333333333333333,0.3333333333333333,0.0,74.33333333333333,0.3333333333333333,0.3333333333333333
-rank parity is different within chunks of 2 and matches at boundaries,fixed_chunk,"{""attribute"": ""parity"", ""length"": 2, ""same_within"": false}","[""chunk_run""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 2}",1,2,0,2,68,0.496461,0.999964,f6e21558139b83cb8270bebf4233b4e045b53142dc61abb58035a3a713f8d9de,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_chunk_run_fixed_chunk_5f107d8332,rank parity is different within chunks of 2 and matches at boundaries,chunk_run,"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",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.26,0.3333333333333333,0.3333333333333333,0.0,74.33333333333333,0.0,0.6666666666666666
-face status is different within chunks of 2 and matches at boundaries,fixed_chunk,"{""attribute"": ""face"", ""length"": 2, ""same_within"": false}","[""chunk_run""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 2}",1,2,0,2,56,0.521472,0.998669,0bcd4982540f07d96613d16d7ce78b58e0aa5eedf73c136f88b7f235dc442188,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_chunk_run_fixed_chunk_aabfaa4fd2,face status is different within chunks of 2 and matches at boundaries,chunk_run,"if not mainline:
-    return True
-if len(mainline) % 2 == 0:
-    return card.is_face == mainline[-1].is_face
-return card.is_face != mainline[-1].is_face",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.18999999999999997,0.3333333333333333,0.0,0.3333333333333333,80.33333333333333,0.3333333333333333,0.3333333333333333
-face status is same within chunks of 2 and changes at boundaries,fixed_chunk,"{""attribute"": ""face"", ""length"": 2, ""same_within"": true}","[""chunk_run""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 2}",1,2,0,2,56,0.478528,0.998669,4d43719216945c0694b273c45ff436bae052d6fdf79e241cc084d9bbb791e8ec,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_chunk_run_fixed_chunk_c7a6a168e6,face status is same within chunks of 2 and changes at boundaries,chunk_run,"if not mainline:
-    return True
-if len(mainline) % 2 == 0:
-    return card.is_face != mainline[-1].is_face
-return card.is_face == mainline[-1].is_face",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.26333333333333336,0.3333333333333333,0.3333333333333333,0.0,73.66666666666667,0.3333333333333333,0.3333333333333333
-color is different within chunks of 6 and matches at their boundaries,long_fixed_chunk,"{""attribute"": ""color"", ""length"": 6, ""same_within"": false}","[""chunk_run""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 7, ""history_depth"": 1, ""period_or_chunk_length"": 6}",1,6,0,2,56,0.5,1.0,11dfd4d078dbb329d54a0699820ebc1fcab957beeb7d3c793220c38b91a50c4a,7,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_chunk_run_long_fixed_chunk_030a5de28e,color is different within chunks of 6 and matches at their boundaries,chunk_run,"if not mainline:
-    return True
-if len(mainline) % 6 == 0:
-    return card.color == mainline[-1].color
-return card.color != mainline[-1].color",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.44,0.6666666666666666,0.0,0.6666666666666666,56.666666666666664,0.0,0.3333333333333333
-suits repeat in chunks of 4 and rank moves down at boundaries,suit_chunks_rank_boundary,"{""direction"": ""down"", ""length"": 4}","[""chunk_run"", ""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 2, ""designed_level"": 4, ""history_depth"": 1, ""period_or_chunk_length"": 4}",1,4,2,4,68,0.271826,0.844073,3d132d23b665bbf753060faaec969d003156f6b41ad78f2312f325dd2062e18b,4,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_chunk_run_suit_chunks_rank_boundary_49c95884f7,suits repeat in chunks of 4 and rank moves down at boundaries,chunk_run,"if not mainline:
+description,template_id,template_parameters,component_families,split_type,semantic_features,history_depth,period_or_chunk_length,branch_count,attribute_cardinality,ast_nodes,acceptance_rate,acceptance_entropy,signature_hash,designed_level,frontier_solve_rate,mean_reward,difficulty_band,calibration_model_panel,dataset_version,rule_id,label,family,code,protocol_version,calibration_objective,calibration_horizon,legacy_horizon,complexity_tier,complexity_axis,complexity_tier_label,calibration_iteration,is_incumbent_v20,is_v21_interpolation,gemini_evidence,gemini_reward,gemini_solved,gemini_solved_by_30,gemini_solved_after_30,gemini_turns,gemini_exhausted_horizon,gemini_invalid_actions,gemini_max_context_tokens,gemini_cost,gemini_censor_turn,gemini_censor_type,gemini_reward_upper_bound,sol_evidence,sol_reward,sol_solved,sol_solved_by_30,sol_solved_after_30,sol_turns,sol_exhausted_horizon,sol_invalid_actions,sol_max_context_tokens,sol_cost,sol_censor_turn,sol_censor_type,sol_reward_upper_bound
+"rank plus 1 times the canonical suit index is in (1, 4) modulo 5",affine_suit_rank_congruence,"{""coefficient"": 1, ""complexity_tier"": 1, ""modulus"": 5, ""residues"": [1, 4]}","[""static_predicate""]",candidate_test,"{""attribute_cardinality"": 5, ""branch_count"": 0, ""complexity_tier"": 1, ""designed_level"": 4, ""history_depth"": 0, ""period_or_chunk_length"": 0}",0,0,0,5,43,0.403846,0.973156,576e860cd7e7bb3d4e04f61088c43129c7ffa91cb8d9e4492eaaee1f075dc8d8,4,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_static_predicate_affine_suit_rank_congruence_8084279f2a,"rank plus 1 times the canonical suit index is in (1, 4) modulo 5",static_predicate,"suit_index = {""hearts"": 0, ""diamonds"": 1, ""clubs"": 2, ""spades"": 3}[card.suit]
+return (card.rank + 1 * suit_index) % 5 in {1, 4}",eleusis-100-v11,joint_low_solve_rate_and_low_reward_with_family_tiers,100,30,1,modular width → gated dual modulus → suit-specific table,tier_1,v2.1-gemini-sol-static-repair,False,True,right_censored,,,,,,,,,,26,ProviderError,0.74,exact,0.52,1.0,0.0,1.0,49.0,0.0,1.0,26853,1.3077,,,0.52
+"rank plus 3 times the canonical suit index is in (0, 3, 6) modulo 8",affine_suit_rank_congruence,"{""coefficient"": 3, ""complexity_tier"": 2, ""modulus"": 8, ""residues"": [0, 3, 6]}","[""static_predicate""]",candidate_test,"{""attribute_cardinality"": 8, ""branch_count"": 0, ""complexity_tier"": 2, ""designed_level"": 5, ""history_depth"": 0, ""period_or_chunk_length"": 0}",0,0,0,8,44,0.365385,0.947062,e90d584c4429f72cac04bc14db5bfc0147daf66c1bde20db088607f14c6801c5,5,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_static_predicate_affine_suit_rank_congruence_f6565e330a,"rank plus 3 times the canonical suit index is in (0, 3, 6) modulo 8",static_predicate,"suit_index = {""hearts"": 0, ""diamonds"": 1, ""clubs"": 2, ""spades"": 3}[card.suit]
+return (card.rank + 3 * suit_index) % 8 in {0, 3, 6}",eleusis-100-v11,joint_low_solve_rate_and_low_reward_with_family_tiers,100,30,2,modular width → gated dual modulus → suit-specific table,tier_2,v2.1-gemini-sol-static-repair,False,True,right_censored,,,,,,,,,,16,ProviderError,0.84,exact,0.49,1.0,0.0,1.0,52.0,0.0,1.0,35083,1.7139,,,0.49
+"red ranks are in (1, 3, 4) modulo 6; black ranks are in (0, 2) modulo 5",color_gated_dual_modulus,"{""black_modulus"": 5, ""black_residues"": [0, 2], ""complexity_tier"": 3, ""red_modulus"": 6, ""red_residues"": [1, 3, 4]}","[""static_predicate""]",candidate_test,"{""attribute_cardinality"": 6, ""branch_count"": 2, ""complexity_tier"": 3, ""designed_level"": 8, ""history_depth"": 0, ""period_or_chunk_length"": 0}",0,0,2,6,40,0.461538,0.995727,ff7ead97857c67d8746d6fabbb1a4542a860e0b3fe4e101c9dd7bedc4ae89c6e,8,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_static_predicate_color_gated_dual_modulus_3945825a70,"red ranks are in (1, 3, 4) modulo 6; black ranks are in (0, 2) modulo 5",static_predicate,"if card.color == ""red"":
+    return card.rank % 6 in {1, 3, 4}
+return card.rank % 5 in {0, 2}",eleusis-100-v11,joint_low_solve_rate_and_low_reward_with_family_tiers,100,30,3,modular width → gated dual modulus → suit-specific table,tier_3,v2.1-gemini-sol-static-repair,False,True,right_censored,,,,,,,,,,11,ProviderError,0.89,exact,0.1,1.0,0.0,1.0,91.0,0.0,1.0,38715,2.3826,,,0.1
+"suit-specific modular rank law (H:(0,) mod 3; D:(1, 2) mod 4; C:(0, 3) mod 5; S:(2, 5) mod 6)",suit_specific_modular_table,"{""complexity_tier"": 4, ""variant"": 0}","[""static_predicate""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 4, ""complexity_tier"": 4, ""designed_level"": 10, ""history_depth"": 0, ""period_or_chunk_length"": 0}",0,0,4,4,91,0.384615,0.961237,7dbf71dbc527479917e8eb63a2e9a10668cb4d39a2060bbdce7b98eee9917979,10,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_static_predicate_suit_specific_modular_table_9de69b86d1,"suit-specific modular rank law (H:(0,) mod 3; D:(1, 2) mod 4; C:(0, 3) mod 5; S:(2, 5) mod 6)",static_predicate,"return (card.suit == ""hearts"" and card.rank % 3 in {0}) or (card.suit == ""diamonds"" and card.rank % 4 in {1, 2}) or (card.suit == ""clubs"" and card.rank % 5 in {0, 3}) or (card.suit == ""spades"" and card.rank % 6 in {2, 5})",eleusis-100-v11,joint_low_solve_rate_and_low_reward_with_family_tiers,100,30,4,modular width → gated dual modulus → suit-specific table,tier_4,v2.1-gemini-sol-static-repair,False,True,right_censored,,,,,,,,,,56,HarnessError,0.44,exact,0.0,0.0,0.0,0.0,100.0,1.0,1.0,46091,3.4484,,,0.0
+"directed rank change modulo 13 is one of (3, 7, 11)",frontier_modular_delta,"{""complexity_tier"": 1, ""deltas"": [3, 7, 11]}","[""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 3, ""branch_count"": 0, ""complexity_tier"": 1, ""designed_level"": 6, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,0,3,42,0.230769,0.77935,4eda17618e3ed882cf42c140b59d623adbc9cf866b01b3c23eda6afa66e85cfb,6,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260812,cal_first_order_transition_frontier_modular_delta_56610594a6,"directed rank change modulo 13 is one of (3, 7, 11)",first_order_transition,"if not mainline:
     return True
 prev = mainline[-1]
-if len(mainline) % 4 == 0:
-    return card.suit != prev.suit and card.rank < prev.rank
-return card.suit == prev.suit",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.19999999999999998,0.3333333333333333,0.0,0.3333333333333333,78.33333333333333,0.6666666666666666,0.0
-every 8th accepted position requires higher rank; other positions require same suit,long_periodic_transition,"{""boundary"": ""rank_up"", ""other"": ""same_suit"", ""period"": 8}","[""periodic_cycle"", ""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 2, ""designed_level"": 8, ""history_depth"": 1, ""period_or_chunk_length"": 8}",1,8,2,4,56,0.275956,0.849881,65ca5aab96e945b09e8348c847d0d6ffa2934c62bc1d599dd8a8fed2ea0e1094,8,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_compositional_hybrid_long_periodic_transition_3533b2a34b,every 8th accepted position requires higher rank; other positions require same suit,compositional_hybrid,"if not mainline:
+return (card.rank - prev.rank) % 13 in {11, 3, 7}",eleusis-100-v11,joint_low_solve_rate_and_low_reward_with_family_tiers,100,30,1,modular delta → conjunction → suit/rank-indexed transition table,tier_1,v2.1-gemini-sol-first-order-repair,False,True,right_censored,,,,,,,,,,32,ProviderError,0.68,exact,0.61,1.0,0.0,1.0,40.0,0.0,0.0,16993,0.7716,,,0.61
+"directed rank delta is in (3, 7, 11) and color is same",frontier_delta_color_conjunction,"{""complexity_tier"": 2, ""deltas"": [3, 7, 11], ""same_color"": true}","[""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 5, ""branch_count"": 0, ""complexity_tier"": 2, ""designed_level"": 7, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,0,5,54,0.115385,0.515947,66980672fb7eda50efaa2b9d65932c6f0dc74dd81edcc50f97126cb4ba62945f,7,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260812,cal_first_order_transition_frontier_delta_color_conjunction_f59478778c,"directed rank delta is in (3, 7, 11) and color is same",first_order_transition,"if not mainline:
     return True
 prev = mainline[-1]
-if len(mainline) % 8 == 0:
-    return card.rank > prev.rank
-return card.suit == prev.suit",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.06666666666666667,0.3333333333333333,0.0,0.3333333333333333,91.0,0.3333333333333333,0.3333333333333333
-every 9th accepted position requires higher rank; other positions require same suit,long_periodic_transition,"{""boundary"": ""rank_up"", ""other"": ""same_suit"", ""period"": 9}","[""periodic_cycle"", ""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 2, ""designed_level"": 9, ""history_depth"": 1, ""period_or_chunk_length"": 9}",1,9,2,4,56,0.26463,0.833652,94776b03b4432f6f6bc0f4e70216036b4c7c2c2f3dd92715b565b49d7d736374,9,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_compositional_hybrid_long_periodic_transition_8fd5c7c9ea,every 9th accepted position requires higher rank; other positions require same suit,compositional_hybrid,"if not mainline:
+return (card.rank - prev.rank) % 13 in {11, 3, 7} and card.color == prev.color",eleusis-100-v11,joint_low_solve_rate_and_low_reward_with_family_tiers,100,30,2,modular delta → conjunction → suit/rank-indexed transition table,tier_2,v2.1-gemini-sol-first-order-repair,False,True,right_censored,,,,,,,,,,33,ProviderError,0.67,exact,0.34,1.0,0.0,1.0,67.0,0.0,0.0,26949,1.6419,,,0.34
+"previous-suit-specific modular rank-delta table, variant 1",previous_suit_delta_table,"{""complexity_tier"": 3, ""table"": {""clubs"": [3, 9], ""diamonds"": [2, 8], ""hearts"": [1, 5], ""spades"": [4, 10]}, ""variant"": 0}","[""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 8, ""branch_count"": 4, ""complexity_tier"": 3, ""designed_level"": 8, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,4,8,70,0.153846,0.619382,86d9bbf120107ca0592eb01ada51fb7cc7a2e6a4c584a680a14b6f9130b61d4a,8,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260812,cal_first_order_transition_previous_suit_delta_table_43a97f9458,"previous-suit-specific modular rank-delta table, variant 1",first_order_transition,"if not mainline:
     return True
 prev = mainline[-1]
-if len(mainline) % 9 == 0:
-    return card.rank > prev.rank
-return card.suit == prev.suit",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,95.66666666666667,0.6666666666666666,0.3333333333333333
-every 6th accepted position requires lower rank; other positions require different parity,long_periodic_transition,"{""boundary"": ""rank_down"", ""other"": ""different_parity"", ""period"": 6}","[""periodic_cycle"", ""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 2, ""designed_level"": 8, ""history_depth"": 1, ""period_or_chunk_length"": 6}",1,6,2,4,62,0.496461,0.999964,48d35786788b927ffc773783865960f22e88955c384cc844337d1eb5de98885b,8,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_compositional_hybrid_long_periodic_transition_ac6731dfbc,every 6th accepted position requires lower rank; other positions require different parity,compositional_hybrid,"if not mainline:
+allowed = {'hearts': (1, 5), 'diamonds': (2, 8), 'clubs': (3, 9), 'spades': (4, 10)}[prev.suit]
+return (card.rank - prev.rank) % 13 in allowed",eleusis-100-v11,joint_low_solve_rate_and_low_reward_with_family_tiers,100,30,3,modular delta → conjunction → suit/rank-indexed transition table,tier_3,v2.1-gemini-sol-first-order-repair,False,True,right_censored,,,,,,,,,,39,HarnessError,0.61,exact,0.0,0.0,0.0,0.0,100.0,1.0,4.0,45432,3.157,,,0.0
+"previous-rank-residue-specific modular delta table, variant 2",previous_rank_residue_delta_table,"{""complexity_tier"": 4, ""modulus"": 5, ""table"": [[2, 7], [3, 9], [4, 12], [1, 8], [5, 11]], ""variant"": 1}","[""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 10, ""branch_count"": 5, ""complexity_tier"": 4, ""designed_level"": 9, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,5,10,74,0.153846,0.619382,7916230159e071b17f26d72f19e1b9bd2dc91afdf638ce2e233c20c1338b0685,9,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260812,cal_first_order_transition_previous_rank_residue_delta_table_9218fe75c1,"previous-rank-residue-specific modular delta table, variant 2",first_order_transition,"if not mainline:
     return True
 prev = mainline[-1]
-if len(mainline) % 6 == 0:
-    return card.rank < prev.rank
-return card.rank % 2 != prev.rank % 2",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,100.0,0.0,1.0
-every 5th accepted position requires lower rank; other positions require same suit,long_periodic_transition,"{""boundary"": ""rank_down"", ""other"": ""same_suit"", ""period"": 5}","[""periodic_cycle"", ""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 2, ""designed_level"": 7, ""history_depth"": 1, ""period_or_chunk_length"": 5}",1,5,2,4,56,0.283034,0.859553,9e2ee567853cfbf78078547662867c89fca3204557c0109a821bc60183adfd7a,7,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_compositional_hybrid_long_periodic_transition_fae8f39ca4,every 5th accepted position requires lower rank; other positions require same suit,compositional_hybrid,"if not mainline:
-    return True
-prev = mainline[-1]
-if len(mainline) % 5 == 0:
-    return card.rank < prev.rank
-return card.suit == prev.suit",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,99.66666666666667,0.3333333333333333,0.6666666666666666
-"when black is the majority color in the last 5, require different suit; otherwise alternate color",long_window_gate_transition,"{""gate"": ""black"", ""relation"": ""different_suit"", ""window"": 5}","[""higher_order_history"", ""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 8, ""history_depth"": 5, ""period_or_chunk_length"": 0}",5,0,2,2,80,0.745399,0.81849,26d10b58efaf5e9ceb4eb16fc8078e308717fd8ee7959d9e2e5919de3e11cef9,8,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_compositional_hybrid_long_window_gate_transition_0b9733c2bf,"when black is the majority color in the last 5, require different suit; otherwise alternate color",compositional_hybrid,"if len(mainline) < 5:
-    return True
-count = sum(1 for item in mainline[-5:] if item.color == ""black"")
-prev = mainline[-1]
-if count > 2:
-    return card.suit != prev.suit
-return card.color != prev.color",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,96.0,0.6666666666666666,0.3333333333333333
-every 3th position requires higher rank; others require different parity,periodic_transition,"{""boundary"": ""rank_up"", ""other"": ""different_parity"", ""period"": 3}","[""periodic_cycle"", ""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 2, ""designed_level"": 5, ""history_depth"": 1, ""period_or_chunk_length"": 3}",1,3,2,4,62,0.483247,0.99919,3b1b666d18ff0fe6c946758261c247afa7420ecda3f4d4ff52af54178fcb6f2b,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_compositional_hybrid_periodic_transition_1b6bef6a73,every 3th position requires higher rank; others require different parity,compositional_hybrid,"if not mainline:
-    return True
-prev = mainline[-1]
-if len(mainline) % 3 == 0:
-    return card.rank > prev.rank
-return card.rank % 2 != prev.rank % 2",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,99.0,0.3333333333333333,0.6666666666666666
-black cards that have lower rank relative to previous,static_and_transition,"{""color"": ""black"", ""relation"": ""rank_down""}","[""static_predicate"", ""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 1, ""designed_level"": 4, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,1,2,42,0.21142,0.744189,95e7ab818ad97a0a78037ff97c571482dc8b03e206f1a7085ec0768434a903f9,4,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_compositional_hybrid_static_and_transition_d6c8df2a59,black cards that have lower rank relative to previous,compositional_hybrid,"if not mainline:
-    return True
-prev = mainline[-1]
-return card.color == ""black"" and card.rank < prev.rank",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.9166666666666666,1.0,1.0,0.0,9.333333333333334,0.0,0.0
-"when red is majority in last 4, require same suit; otherwise opposite color",window_gate_transition,"{""gate"": ""red"", ""relation"": ""same_suit"", ""window"": 4}","[""higher_order_history"", ""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 5, ""history_depth"": 4, ""period_or_chunk_length"": 0}",4,0,2,2,80,0.616564,0.960432,8e99aa891c0322adabe50e9fa967cd5838b1fc570f871d3ac056964e9c514f31,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_compositional_hybrid_window_gate_transition_69332732a1,"when red is majority in last 4, require same suit; otherwise opposite color",compositional_hybrid,"if len(mainline) < 4:
-    return True
-count = sum(1 for item in mainline[-4:] if item.color == ""red"")
-prev = mainline[-1]
-if count > 2:
-    return card.suit == prev.suit
-return card.color != prev.color",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,100.0,0.0,1.0
-"if previous is red, require different parity; otherwise same parity",previous_color_gate,"{""else"": ""same_parity"", ""gate"": ""red"", ""then"": ""different_parity""}","[""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,64,0.496461,0.999964,40a428c35ee4d2442cfa5526da3b2569f22e1ae410d7a8813f9666c8254da402,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_conditional_transition_previous_color_gate_2fa880dd94,"if previous is red, require different parity; otherwise same parity",conditional_transition,"if not mainline:
+table = ((2, 7), (3, 9), (4, 12), (1, 8), (5, 11))
+return (card.rank - prev.rank) % 13 in table[prev.rank % 5]",eleusis-100-v11,joint_low_solve_rate_and_low_reward_with_family_tiers,100,30,4,modular delta → conjunction → suit/rank-indexed transition table,tier_4,v2.1-gemini-sol-first-order-repair,False,True,right_censored,,,,,,,,,,24,ProviderError,0.76,exact,0.0,0.0,0.0,0.0,100.0,1.0,1.0,39096,2.5395,,,0.0
+"if previous is red, require different parity; otherwise different suit",previous_color_gate,"{""else"": ""different_suit"", ""gate"": ""red"", ""then"": ""different_parity""}","[""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,58,0.629542,0.951023,504efc1ba1d08233a5f861e5b4e67e2f7f1a4c18d5c5b04e47e95230fe8c97b8,3,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_conditional_transition_previous_color_gate_49cb4f16be,"if previous is red, require different parity; otherwise different suit",conditional_transition,"if not mainline:
     return True
 prev = mainline[-1]
 if prev.color == ""red"":
     return card.rank % 2 != prev.rank % 2
-return card.rank % 2 == prev.rank % 2",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.2833333333333333,0.3333333333333333,0.3333333333333333,0.0,71.66666666666667,0.3333333333333333,0.3333333333333333
-"if previous is red, require different parity; otherwise different suit",previous_color_gate,"{""else"": ""different_suit"", ""gate"": ""red"", ""then"": ""different_parity""}","[""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,58,0.629542,0.951023,504efc1ba1d08233a5f861e5b4e67e2f7f1a4c18d5c5b04e47e95230fe8c97b8,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_conditional_transition_previous_color_gate_49cb4f16be,"if previous is red, require different parity; otherwise different suit",conditional_transition,"if not mainline:
+return card.suit != prev.suit",eleusis-100-v10,model_balanced_mean_reward,100,30,1,previous-card gate specificity and branch interaction,tier_1,v2.1-gemini-sol,True,False,missing,,,,,,,,,,,,,exact,0.6,1.0,0.0,1.0,41.0,0.0,1.0,20996,1.0112,,,0.6
+"if previous is even, require same parity; otherwise different color",previous_parity_gate,"{""else"": ""different_color"", ""gate"": ""even"", ""then"": ""same_parity""}","[""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,61,0.484427,0.9993,e6039ac98d6bab27781d34898931bfa3bd1c5309c5d96e380ee01fe15bbc883f,3,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_conditional_transition_previous_parity_gate_4a3faf3a41,"if previous is even, require same parity; otherwise different color",conditional_transition,"if not mainline:
     return True
 prev = mainline[-1]
-if prev.color == ""red"":
-    return card.rank % 2 != prev.rank % 2
-return card.suit != prev.suit",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.2733333333333333,0.3333333333333333,0.3333333333333333,0.0,73.0,0.0,0.6666666666666666
-"if previous is a face card, require lower rank; otherwise same color",previous_face_gate,"{""else"": ""same_color"", ""gate"": ""face"", ""then"": ""rank_down""}","[""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,49,0.569372,0.986069,dd35bb6c47a37cbe62a12e860b1d6e40bbc9a58be84239e78d1c3d57fadb65fd,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_conditional_transition_previous_face_gate_07296e9d34,"if previous is a face card, require lower rank; otherwise same color",conditional_transition,"if not mainline:
+if prev.rank % 2 == 0:
+    return card.rank % 2 == prev.rank % 2
+return card.color != prev.color",eleusis-100-v10,model_balanced_mean_reward,100,30,2,previous-card gate specificity and branch interaction,tier_2,v2.1-gemini-sol,False,False,missing,,,,,,,,,,,,,exact,0.0,0.0,0.0,0.0,100.0,1.0,1.0,39139,2.6426,,,0.0
+"if previous is a face card, require lower rank; otherwise same color",previous_face_gate,"{""else"": ""same_color"", ""gate"": ""face"", ""then"": ""rank_down""}","[""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,49,0.569372,0.986069,dd35bb6c47a37cbe62a12e860b1d6e40bbc9a58be84239e78d1c3d57fadb65fd,3,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_conditional_transition_previous_face_gate_07296e9d34,"if previous is a face card, require lower rank; otherwise same color",conditional_transition,"if not mainline:
     return True
 prev = mainline[-1]
 if prev.is_face:
     return card.rank < prev.rank
-return card.color == prev.color",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.3233333333333333,0.6666666666666666,0.0,0.6666666666666666,66.0,0.3333333333333333,0.0
-"if previous is a face card, require same color; otherwise same suit",previous_face_gate,"{""else"": ""same_suit"", ""gate"": ""face"", ""then"": ""same_color""}","[""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,49,0.29908,0.880163,67c39f4eb1edc770057379cb5923e2a549a2597617749d4986154c6161a16b22,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_conditional_transition_previous_face_gate_19c96345cc,"if previous is a face card, require same color; otherwise same suit",conditional_transition,"if not mainline:
-    return True
-prev = mainline[-1]
-if prev.is_face:
-    return card.color == prev.color
-return card.suit == prev.suit",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.33,1.0,0.0,1.0,68.0,0.0,0.0
-"if previous is a face card, require different suit; otherwise same color",previous_face_gate,"{""else"": ""same_color"", ""gate"": ""face"", ""then"": ""different_suit""}","[""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,49,0.54908,0.993038,8cde6554fa9ad3cc0f913c2eff8a6fd97cca7ff7649ac8e60a3b0326f94addaa,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_conditional_transition_previous_face_gate_1a469ecd24,"if previous is a face card, require different suit; otherwise same color",conditional_transition,"if not mainline:
-    return True
-prev = mainline[-1]
-if prev.is_face:
-    return card.suit != prev.suit
-return card.color == prev.color",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.26,0.3333333333333333,0.3333333333333333,0.0,72.66666666666667,0.3333333333333333,0.3333333333333333
-"if previous is a face card, require different color; otherwise higher rank",previous_face_gate,"{""else"": ""rank_up"", ""gate"": ""face"", ""then"": ""different_color""}","[""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,49,0.58471,0.979195,7bb47925b3a7778d8b49c5340019e5c5a68dc6f85a3904de50c6a64aad185afc,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_conditional_transition_previous_face_gate_37dd1154c8,"if previous is a face card, require different color; otherwise higher rank",conditional_transition,"if not mainline:
-    return True
-prev = mainline[-1]
-if prev.is_face:
-    return card.color != prev.color
-return card.rank > prev.rank",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.29333333333333333,0.3333333333333333,0.3333333333333333,0.0,70.33333333333333,0.3333333333333333,0.3333333333333333
-"if previous is even, require lower rank; otherwise same color",previous_parity_gate,"{""else"": ""same_color"", ""gate"": ""even"", ""then"": ""rank_down""}","[""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,55,0.461774,0.99578,a4a4d76a78e8e57c9cc6c504eefa9c6cac7d8a060d44754c8c7ac0bc720f0350,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_conditional_transition_previous_parity_gate_1763893f27,"if previous is even, require lower rank; otherwise same color",conditional_transition,"if not mainline:
-    return True
-prev = mainline[-1]
-if prev.rank % 2 == 0:
-    return card.rank < prev.rank
-return card.color == prev.color",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.02,0.3333333333333333,0.0,0.3333333333333333,95.66666666666667,0.3333333333333333,0.3333333333333333
-after rank 5 or above require same suit; otherwise different suit,previous_threshold_gate,"{""else"": ""different_suit"", ""then"": ""same_suit"", ""threshold"": 5}","[""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 4, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,52,0.427914,0.984954,a2e2c40b410e37076d5c7c1e0646f0a3502917eab82932bf5c4feac1ee574d43,4,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_conditional_transition_previous_threshold_gate_1866092cf3,after rank 5 or above require same suit; otherwise different suit,conditional_transition,"if not mainline:
+return card.color == prev.color",eleusis-100-v10,model_balanced_mean_reward,100,30,3,previous-card gate specificity and branch interaction,tier_3,v2.1-gemini-sol,True,False,missing,,,,,,,,,,,,,exact,0.0,0.0,0.0,0.0,100.0,1.0,1.0,35075,2.5998,,,0.0
+after rank 5 or above require different color; otherwise lower rank,previous_threshold_gate,"{""else"": ""rank_down"", ""then"": ""different_color"", ""threshold"": 5}","[""conditional_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 4, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,52,0.364087,0.946023,181879b72974cec99aeddc1c48a2e47b65aab3b837c5b461e4e260e31f87ab01,4,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_conditional_transition_previous_threshold_gate_1dba7411bc,after rank 5 or above require different color; otherwise lower rank,conditional_transition,"if not mainline:
     return True
 prev = mainline[-1]
 if prev.rank >= 5:
-    return card.suit == prev.suit
-return card.suit != prev.suit",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.19666666666666666,0.3333333333333333,0.0,0.3333333333333333,78.66666666666667,0.6666666666666666,0.0
-"red candidates require same suit; black candidates require higher rank, relative to the previous card",candidate_color_gated_transition,"{""black_relation"": ""rank_up"", ""red_relation"": ""same_suit""}","[""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 5, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,52,0.365149,0.946874,98c7fb7a17f998a3a8c18d34774d2fa42ae552363c6c80a87c66899295759cd5,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_first_order_transition_candidate_color_gated_transition_d9e5c98e00,"red candidates require same suit; 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.suit == prev.suit
-return card.rank > prev.rank",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,99.0,0.6666666666666666,0.3333333333333333
-"directed rank change modulo 13 is one of [5, 6, 7, 8, 12]",directed_modular_rank_delta,"{""deltas"": [5, 6, 7, 8, 12]}","[""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 13, ""branch_count"": 0, ""designed_level"": 5, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,0,13,40,0.384615,0.961237,7576a875a92a1e61cfb5457e7499209679297949355da2f77432202b648878e7,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_first_order_transition_directed_modular_rank_delta_7221227071,"directed rank change modulo 13 is one of [5, 6, 7, 8, 12]",first_order_transition,"if not mainline:
-    return True
-return (card.rank - mainline[-1].rank) % 13 in [5, 6, 7, 8, 12]",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,80.0,0.3333333333333333,0.6666666666666666
-"directed rank change modulo 13 is one of [2, 3, 4, 6, 10]",directed_modular_rank_delta,"{""deltas"": [2, 3, 4, 6, 10]}","[""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 13, ""branch_count"": 0, ""designed_level"": 5, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,0,13,40,0.384615,0.961237,ea8dcb395f9e8b5f286a227f3a5dcc670b9098d8d3d86e34062816bb95cad6c5,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_first_order_transition_directed_modular_rank_delta_7a7f0ee23f,"directed rank change modulo 13 is one of [2, 3, 4, 6, 10]",first_order_transition,"if not mainline:
-    return True
-return (card.rank - mainline[-1].rank) % 13 in [2, 3, 4, 6, 10]",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.29333333333333333,0.6666666666666666,0.0,0.6666666666666666,70.33333333333333,0.3333333333333333,0.0
-"directed rank change modulo 13 is one of [2, 4, 10]",directed_modular_rank_delta,"{""deltas"": [2, 4, 10]}","[""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 13, ""branch_count"": 0, ""designed_level"": 5, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,0,13,38,0.230769,0.77935,5906bc0ee7380e3c8079e763d43347d208f65cee69ed2c60eb36becc312ae0d9,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_first_order_transition_directed_modular_rank_delta_7ab7361238,"directed rank change modulo 13 is one of [2, 4, 10]",first_order_transition,"if not mainline:
-    return True
-return (card.rank - mainline[-1].rank) % 13 in [2, 4, 10]",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.32333333333333336,0.6666666666666666,0.3333333333333333,0.3333333333333333,54.666666666666664,0.3333333333333333,0.0
-"directed rank change modulo 13 is one of [4, 7, 10, 11, 12]",directed_modular_rank_delta,"{""deltas"": [4, 7, 10, 11, 12]}","[""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 13, ""branch_count"": 0, ""designed_level"": 5, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,0,13,40,0.384615,0.961237,616867ba4ce50e8df0bfd423ca44e6afb99276d668c92a458c6c63ef09e2e3de,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_first_order_transition_directed_modular_rank_delta_cf3838bef6,"directed rank change modulo 13 is one of [4, 7, 10, 11, 12]",first_order_transition,"if not mainline:
-    return True
-return (card.rank - mainline[-1].rank) % 13 in [4, 7, 10, 11, 12]",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.27999999999999997,0.6666666666666666,0.0,0.6666666666666666,72.0,0.3333333333333333,0.0
-rank differs by at most 4,rank_distance_at_most,"{""distance"": 4}","[""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 13, ""branch_count"": 0, ""designed_level"": 2, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,0,13,34,0.575743,0.983382,d92faa2fd99a5a3ad2bf66a044d2160e157ff66c61ee0be7ec4684c5cfe5c004,2,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_first_order_transition_rank_distance_at_most_e1a7367e4d,rank differs by at most 4,first_order_transition,"if not mainline:
-    return True
-return abs(card.rank - mainline[-1].rank) <= 4",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.87,1.0,1.0,0.0,14.0,0.0,0.0
-same side of rank threshold 6 as previous,rank_group_transition,"{""same"": true, ""threshold"": 6}","[""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 2, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,0,2,34,0.507787,0.999825,6784f5a86b0dfda5e8f3ea244bd3c334a4f04ce1a5d439c5dcc57ee4d3faf057,2,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_first_order_transition_rank_group_transition_b52a3020e9,same side of rank threshold 6 as previous,first_order_transition,"if not mainline:
-    return True
-return (card.rank >= 6) == (mainline[-1].rank >= 6)",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,98.66666666666667,0.3333333333333333,0.6666666666666666
-"suits cycle hearts, clubs, spades, diamonds",suit_cycle,"{""order"": [""hearts"", ""clubs"", ""spades"", ""diamonds""]}","[""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 0, ""designed_level"": 2, ""history_depth"": 1, ""period_or_chunk_length"": 4}",1,4,0,4,57,0.25,0.811278,0f1b1c4f979aa5a95d50b1df3ed31fa4d9d8ca53584dbd1ae1cd032b5d1e7f80,2,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_first_order_transition_suit_cycle_f07b4efa79,"suits cycle hearts, clubs, spades, diamonds",first_order_transition,"if not mainline:
-    return True
-order = ['hearts', 'clubs', 'spades', 'diamonds']
-idx = order.index(mainline[-1].suit)
-return card.suit == order[(idx + 1) % 4]",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.89,1.0,1.0,0.0,12.0,0.0,0.0
-the prior count of the candidate's rank is 0 modulo 4,candidate_attribute_count_phase,"{""attribute"": ""rank"", ""modulus"": 4, ""residue"": 0}","[""global_history""]",candidate_test,"{""attribute_cardinality"": 13, ""branch_count"": 0, ""designed_level"": 9, ""history_depth"": 16, ""period_or_chunk_length"": 4}",16,4,0,13,44,0.573856,0.984203,3e504459c67387d10e0fa603f94c4ac3e8d76d96f99fd7d0f2efd49fcddcd274,9,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_global_history_candidate_attribute_count_phase_fd771dd133,the prior count of the candidate's rank is 0 modulo 4,global_history,"if not mainline:
-    return True
-count = sum(1 for item in mainline if card.rank == item.rank)
-return count % 4 == 0",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.24666666666666667,0.3333333333333333,0.3333333333333333,0.0,74.33333333333333,0.3333333333333333,0.3333333333333333
-"candidate is odd when the accepted-rank sum modulo 6 is in [0, 2, 3, 4], and even otherwise",cumulative_rank_sum_attribute_map,"{""attribute"": ""parity"", ""modulus"": 6, ""residues"": [0, 2, 3, 4]}","[""global_history""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 9, ""history_depth"": 16, ""period_or_chunk_length"": 6}",16,6,0,2,54,0.517225,0.999144,99a16d8119d24c106df037f0a727b082b5fa1eb1baf69821b747d2a00fe6677e,9,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_global_history_cumulative_rank_sum_attribute_map_02435c8206,"candidate is odd when the accepted-rank sum modulo 6 is in [0, 2, 3, 4], and even otherwise",global_history,"if not mainline:
-    return True
-total = sum(item.rank for item in mainline)
-return (card.rank % 2 == 1) == (total % 6 in [0, 2, 3, 4])",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,96.33333333333333,0.6666666666666666,0.3333333333333333
-"candidate is red exactly when the cumulative accepted-rank sum is even, and black otherwise",cumulative_rank_sum_parity,"{""attribute"": ""color"", ""odd_total"": false}","[""global_history""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 5, ""history_depth"": 16, ""period_or_chunk_length"": 2}",16,2,0,2,49,0.5,1.0,8fc97c173a25215114bba793fb4ac79e6aeca5a5da0d032920fd90d30c2d4585,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_global_history_cumulative_rank_sum_parity_e075482aea,"candidate is red exactly when the cumulative accepted-rank sum is even, and black otherwise",global_history,"if not mainline:
-    return True
-total = sum(item.rank for item in mainline)
-return (card.color == ""red"") == ((total % 2 == 1) == False)",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.17666666666666667,0.3333333333333333,0.0,0.3333333333333333,81.33333333333333,0.3333333333333333,0.3333333333333333
-"candidate is red when the cumulative red-card count modulo 4 is in [0, 1, 2], and black otherwise",cumulative_red_count_color_map,"{""modulus"": 4, ""red_residues"": [0, 1, 2]}","[""global_history""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 8, ""history_depth"": 16, ""period_or_chunk_length"": 4}",16,4,0,2,54,0.5,1.0,1e6083d453358a8b03e23c616a9cf5586c690c8c56947e52f0e8b6995699dd6c,8,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_global_history_cumulative_red_count_color_map_1da492eef6,"candidate is red when the cumulative red-card count modulo 4 is in [0, 1, 2], and black otherwise",global_history,"if not mainline:
-    return True
-reds = sum(1 for item in mainline if item.color == ""red"")
-return (card.color == ""red"") == (reds % 4 in [0, 1, 2])",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,99.66666666666667,0.3333333333333333,0.6666666666666666
-candidate must match the first card's rank parity and not decrease in rank,first_anchor_transition_composition,"{""anchor_attribute"": ""parity"", ""combine"": ""and"", ""relation"": ""rank_up""}","[""global_history"", ""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 6, ""history_depth"": 16, ""period_or_chunk_length"": 0}",16,0,2,2,49,0.301085,0.882614,df8535121674f985b8acd7cbfee9c49cbc0fe6665d49a3c42d5534c9ad5379a1,6,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_global_history_first_anchor_transition_composition_994a56615a,candidate must match the first card's rank parity and not decrease in rank,global_history,"if not mainline:
+    return card.color != prev.color
+return card.rank < prev.rank",eleusis-100-v10,model_balanced_mean_reward,100,30,4,previous-card gate specificity and branch interaction,tier_4,v2.1-gemini-sol,False,False,missing,,,,,,,,,,,,,exact,0.0,0.0,0.0,0.0,100.0,1.0,1.0,39705,3.0456,,,0.0
+accepted-position color pattern RB,position_color_pattern,"{""pattern"": [1, 0], ""period"": 2}","[""periodic_cycle""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 3, ""history_depth"": 0, ""period_or_chunk_length"": 2}",0,2,0,2,44,0.5,1.0,78dd70b78518ecb192c898b642304663095abee134496c14f14fd22c173bdc8e,3,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_periodic_cycle_position_color_pattern_0fb0c3864e,accepted-position color pattern RB,periodic_cycle,"if not mainline:
     return True
-return (card.rank % 2 == mainline[0].rank % 2) and (card.rank >= mainline[-1].rank)",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.09999999999999999,0.3333333333333333,0.0,0.3333333333333333,90.0,0.3333333333333333,0.3333333333333333
-candidate must match the first card's color and not decrease in rank,first_anchor_transition_composition,"{""anchor_attribute"": ""color"", ""combine"": ""and"", ""relation"": ""rank_up""}","[""global_history"", ""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 6, ""history_depth"": 16, ""period_or_chunk_length"": 0}",16,0,2,2,43,0.28858,0.866879,8ccbd9ecd4ed532114333c462fae6d301e7669ec507302f04cd61402b1b53251,6,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_global_history_first_anchor_transition_composition_d919610249,candidate must match the first card's color and not decrease in rank,global_history,"if not mainline:
+pattern = [1, 0]
+return (card.color == ""red"") == bool(pattern[len(mainline) % 2])",eleusis-100-v10,model_balanced_mean_reward,100,30,1,period length and phase alphabet: 2 → 4 → 7 → 10,tier_1,v2.1-gemini-sol,True,False,exact,0.83,1.0,1.0,0.0,18.0,0.0,0.0,3374,0.8935,,,0.83,exact,0.74,1.0,1.0,0.0,27.0,0.0,1.0,17440,0.7821,,,0.74
+"position cycle over hearts, diamonds, spades, clubs",position_suit_pattern,"{""pattern"": [""hearts"", ""diamonds"", ""spades"", ""clubs""], ""period"": 4}","[""periodic_cycle""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 0, ""designed_level"": 5, ""history_depth"": 0, ""period_or_chunk_length"": 4}",0,4,0,4,40,0.25,0.811278,3d3c145078cbdd24a911a010b84960403f0637ff9552444a108a67ad295af4ae,5,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_periodic_cycle_position_suit_pattern_33f797026f,"position cycle over hearts, diamonds, spades, clubs",periodic_cycle,"if not mainline:
     return True
-return (card.color == mainline[0].color) and (card.rank >= mainline[-1].rank)",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.12666666666666668,0.3333333333333333,0.0,0.3333333333333333,86.0,0.3333333333333333,0.3333333333333333
-"candidate is red when last and first colors match is False, and black otherwise",first_last_anchor_gate,"{""gate_attribute"": ""color"", ""target"": ""color"", ""when_match"": false}","[""global_history""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 5, ""history_depth"": 16, ""period_or_chunk_length"": 0}",16,0,2,2,48,0.5,1.0,fa6d4f4bcc31dbb726eaaedf7b87f6475b603363b85a6a1e97b71e0d8cf4f5bd,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_global_history_first_last_anchor_gate_756705a20b,"candidate is red when last and first colors match is False, and black otherwise",global_history,"if not mainline:
+pattern = ['hearts', 'diamonds', 'spades', 'clubs']
+return card.suit == pattern[len(mainline) % 4]",eleusis-100-v10,model_balanced_mean_reward,100,30,2,period length and phase alphabet: 2 → 4 → 7 → 10,tier_2,v2.1-gemini-sol,False,False,exact,0.75,1.0,1.0,0.0,26.0,0.0,0.0,3481,1.0254,,,0.75,exact,0.8,1.0,1.0,0.0,21.0,0.0,0.0,10249,0.4108,,,0.8
+accepted-position rank-parity pattern EOEOEOE,long_position_parity_pattern,"{""pattern"": [0, 1, 0, 1, 0, 1, 0], ""period"": 7}","[""periodic_cycle""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 7, ""history_depth"": 0, ""period_or_chunk_length"": 7}",0,7,0,2,52,0.495045,0.999929,6d25f556e33c9bb53fe668129602ba76c530a7f0a4b4ff33c73b61c0c4bde523,7,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_periodic_cycle_long_position_parity_pattern_7843eec810,accepted-position rank-parity pattern EOEOEOE,periodic_cycle,"if not mainline:
     return True
-gate = mainline[-1].color == mainline[0].color
-return (card.color == ""red"") == (gate == False)",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,99.66666666666667,0.3333333333333333,0.6666666666666666
-candidate rank is outside the first and latest accepted ranks,first_last_rank_interval,"{""inside"": false}","[""global_history""]",candidate_test,"{""attribute_cardinality"": 13, ""branch_count"": 0, ""designed_level"": 5, ""history_depth"": 16, ""period_or_chunk_length"": 0}",16,0,0,13,71,0.601699,0.969948,ac2001fef9fb847911c169c26c42e8ff05e18a831e4186e0e77fc7e238011c43,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_global_history_first_last_rank_interval_1aaaaa2cd5,candidate rank is outside the first and latest accepted ranks,global_history,"if not mainline:
+pattern = [0, 1, 0, 1, 0, 1, 0]
+return (card.rank % 2 == 1) == bool(pattern[len(mainline) % 7])",eleusis-100-v10,model_balanced_mean_reward,100,30,3,period length and phase alphabet: 2 → 4 → 7 → 10,tier_3,v2.1-gemini-sol,False,False,missing,,,,,,,,,,,,,exact,0.23,1.0,0.0,1.0,78.0,0.0,1.0,44513,2.648,,,0.23
+accepted-position color pattern BRRBRRRRBB,long_position_color_pattern,"{""pattern"": [0, 1, 1, 0, 1, 1, 1, 1, 0, 0], ""period"": 10}","[""periodic_cycle""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 8, ""history_depth"": 0, ""period_or_chunk_length"": 10}",0,10,0,2,52,0.5,1.0,3bb96eeb3bd628c20d8965cd496d0cd943ed335c1cb32064a12a9d93f604eb6d,8,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_periodic_cycle_long_position_color_pattern_92a875b1d8,accepted-position color pattern BRRBRRRRBB,periodic_cycle,"if not mainline:
     return True
-low = min(mainline[0].rank, mainline[-1].rank)
-high = max(mainline[0].rank, mainline[-1].rank)
-return (low <= card.rank <= high) == False",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,95.33333333333333,1.0,0.0
-candidate follows the majority color in the last 12 accepted cards,long_window_color_vote,"{""target"": ""majority"", ""window"": 12}","[""higher_order_history""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 9, ""history_depth"": 12, ""period_or_chunk_length"": 0}",12,0,0,2,57,0.877301,0.537071,826386afb1d43861881bfc0e99c52582487d927726c895a9bfc4b6f7b048b516,9,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_higher_order_history_long_window_color_vote_08932c6fab,candidate follows the majority color in the last 12 accepted cards,higher_order_history,"if len(mainline) < 12:
+pattern = [0, 1, 1, 0, 1, 1, 1, 1, 0, 0]
+return (card.color == ""red"") == bool(pattern[len(mainline) % 10])",eleusis-100-v10,model_balanced_mean_reward,100,30,4,period length and phase alphabet: 2 → 4 → 7 → 10,tier_4,v2.1-gemini-sol,True,False,exact,0.5,1.0,0.0,1.0,51.0,0.0,1.0,5448,2.2581,,,0.5,exact,0.0,0.0,0.0,0.0,100.0,1.0,2.0,51287,3.4678,,,0.0
+face status is different within chunks of 2 and matches at boundaries,fixed_chunk,"{""attribute"": ""face"", ""length"": 2, ""same_within"": false}","[""chunk_run""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 3, ""history_depth"": 1, ""period_or_chunk_length"": 2}",1,2,0,2,56,0.521472,0.998669,0bcd4982540f07d96613d16d7ce78b58e0aa5eedf73c136f88b7f235dc442188,3,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_chunk_run_fixed_chunk_aabfaa4fd2,face status is different within chunks of 2 and matches at boundaries,chunk_run,"if not mainline:
     return True
-reds = sum(1 for item in mainline[-12:] if item.color == ""red"")
-return (card.color == ""red"") == (reds >= 6)",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,100.0,0.0,1.0
-candidate follows the minority color in the last 11 accepted cards,long_window_color_vote,"{""target"": ""minority"", ""window"": 11}","[""higher_order_history""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 8, ""history_depth"": 11, ""period_or_chunk_length"": 0}",11,0,0,2,57,0.852761,0.602888,e5cdb7f553b0d3e6d6c0687a108145e53f6c09c254f3454f2167ce526c0c5923,8,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_higher_order_history_long_window_color_vote_8d66187c95,candidate follows the minority color in the last 11 accepted cards,higher_order_history,"if len(mainline) < 11:
+if len(mainline) % 2 == 0:
+    return card.is_face == mainline[-1].is_face
+return card.is_face != mainline[-1].is_face",eleusis-100-v10,model_balanced_mean_reward,100,30,1,chunk length and state: 2 → 5 → 6 → 11,tier_1,v2.1-gemini-sol,True,False,exact,0.68,1.0,0.0,1.0,33.0,0.0,0.0,3957,1.3880000000000001,,,0.68,exact,0.18,1.0,0.0,1.0,83.0,0.0,1.0,40383,2.5337,,,0.18
+rank parity is different within chunks of 5 and matches at boundaries,fixed_chunk,"{""attribute"": ""parity"", ""length"": 5, ""same_within"": false}","[""chunk_run""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 4, ""history_depth"": 1, ""period_or_chunk_length"": 5}",1,5,0,2,68,0.495517,0.999942,56f1697c8a086d22c37845d1089913183065a1652a67a8ab8ec87ccf19e93942,4,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_chunk_run_fixed_chunk_15ed80f3cb,rank parity is different within chunks of 5 and matches at boundaries,chunk_run,"if not mainline:
     return True
-reds = sum(1 for item in mainline[-11:] if item.color == ""red"")
-return (card.color == ""red"") == (reds < 6)",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,99.33333333333333,0.3333333333333333,0.6666666666666666
-candidate avoids a color from the last 12,long_window_seen_attribute,"{""attribute"": ""color"", ""repeat"": false, ""window"": 12}","[""higher_order_history""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 9, ""history_depth"": 12, ""period_or_chunk_length"": 0}",12,0,0,2,42,0.754601,0.803904,ca0fb6bdbdb588b670cf9095fe5b032b7f3202d8149973ac68cda4ff8f6396ee,9,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_higher_order_history_long_window_seen_attribute_ab253d2cd6,candidate avoids a color from the last 12,higher_order_history,"if len(mainline) < 12:
+if len(mainline) % 5 == 0:
+    return card.rank % 2 == mainline[-1].rank % 2
+return card.rank % 2 != mainline[-1].rank % 2",eleusis-100-v10,model_balanced_mean_reward,100,30,2,chunk length and state: 2 → 5 → 6 → 11,tier_2,v2.1-gemini-sol,True,False,exact,0.73,1.0,1.0,0.0,28.0,0.0,2.0,3921,1.2316,,,0.73,exact,0.0,0.0,0.0,0.0,100.0,1.0,2.0,70053,4.7995,,,0.0
+color is different within chunks of 6 and matches at their boundaries,long_fixed_chunk,"{""attribute"": ""color"", ""length"": 6, ""same_within"": false}","[""chunk_run""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 7, ""history_depth"": 1, ""period_or_chunk_length"": 6}",1,6,0,2,56,0.5,1.0,11dfd4d078dbb329d54a0699820ebc1fcab957beeb7d3c793220c38b91a50c4a,7,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_chunk_run_long_fixed_chunk_030a5de28e,color is different within chunks of 6 and matches at their boundaries,chunk_run,"if not mainline:
     return True
-return all(card.color != item.color for item in mainline[-12:])",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.7166666666666667,1.0,0.6666666666666666,0.3333333333333333,29.333333333333332,0.0,0.0
-continue ABA motif over rank parity,three_step_motif,"{""attribute"": ""parity"", ""motif"": ""aba""}","[""higher_order_history""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 3, ""history_depth"": 2, ""period_or_chunk_length"": 3}",2,3,0,2,38,0.534686,0.996526,8ba80c5d9389fb6d064bd35e5578b27712aab00f55fc86a7ab9559b57e8f1b42,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_higher_order_history_three_step_motif_3698a6a0cd,continue ABA motif over rank parity,higher_order_history,"if len(mainline) < 2:
+if len(mainline) % 6 == 0:
+    return card.color == mainline[-1].color
+return card.color != mainline[-1].color",eleusis-100-v10,model_balanced_mean_reward,100,30,3,chunk length and state: 2 → 5 → 6 → 11,tier_3,v2.1-gemini-sol,True,False,exact,0.68,1.0,0.0,1.0,33.0,0.0,0.0,4352,1.5937,,,0.68,exact,0.59,1.0,0.0,1.0,42.0,0.0,0.0,28486,1.4064,,,0.59
+rank is constant within chunks of 11 and changes at their boundaries,long_fixed_chunk,"{""attribute"": ""rank"", ""length"": 11, ""same_within"": true}","[""chunk_run""]",candidate_test,"{""attribute_cardinality"": 13, ""branch_count"": 0, ""designed_level"": 9, ""history_depth"": 1, ""period_or_chunk_length"": 11}",1,11,0,13,56,0.118452,0.524895,79e91a5d1c55cac2a94bb07ec1c7272a717f9820c6c267b5090a676da301bf1d,9,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_chunk_run_long_fixed_chunk_b188311c0f,rank is constant within chunks of 11 and changes at their boundaries,chunk_run,"if not mainline:
     return True
-return card.rank % 2 == mainline[-2].rank % 2",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.25,0.3333333333333333,0.3333333333333333,0.0,75.0,0.3333333333333333,0.3333333333333333
-continue ABA motif over suit,three_step_motif,"{""attribute"": ""suit"", ""motif"": ""aba""}","[""higher_order_history""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 0, ""designed_level"": 3, ""history_depth"": 2, ""period_or_chunk_length"": 3}",2,3,0,4,32,0.291411,0.870537,1b96fe8bbfc6a19f538df2562892f9a68373faf7d0ae2fb79203f750ae24213b,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_higher_order_history_three_step_motif_93c4f7c360,continue ABA motif over suit,higher_order_history,"if len(mainline) < 2:
+if len(mainline) % 11 == 0:
+    return card.rank != mainline[-1].rank
+return card.rank == mainline[-1].rank",eleusis-100-v10,model_balanced_mean_reward,100,30,4,chunk length and state: 2 → 5 → 6 → 11,tier_4,v2.1-gemini-sol,False,False,missing,,,,,,,,,,,,,exact,0.0,0.0,0.0,0.0,100.0,1.0,0.0,26041,1.7163,,,0.0
+candidate avoids a suit from the last 2,window_seen_attribute,"{""attribute"": ""suit"", ""repeat"": false, ""window"": 2}","[""higher_order_history""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 0, ""designed_level"": 3, ""history_depth"": 2, ""period_or_chunk_length"": 0}",2,0,0,4,42,0.533742,0.996712,40994d2cae1a1fd38115bd810c587602e99703ddf103431271f25a9dba3348bd,3,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_higher_order_history_window_seen_attribute_35f9b0eda6,candidate avoids a suit from the last 2,higher_order_history,"if len(mainline) < 2:
     return True
-return card.suit == mainline[-2].suit",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.27666666666666667,0.3333333333333333,0.3333333333333333,0.0,72.66666666666667,0.0,0.6666666666666666
-candidate follows the majority color in the last 5 accepted cards,window_color_vote,"{""target"": ""majority"", ""window"": 5}","[""higher_order_history""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 4, ""history_depth"": 5, ""period_or_chunk_length"": 0}",5,0,0,2,57,0.656442,0.928183,9c9b6108d6247ace63538dc3c399c4f367818c1974b5af2ae1d7fb8528b4fbb4,4,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_higher_order_history_window_color_vote_05e3df6c11,candidate follows the majority color in the last 5 accepted cards,higher_order_history,"if len(mainline) < 5:
+return all(card.suit != item.suit for item in mainline[-2:])",eleusis-100-v10,model_balanced_mean_reward,100,30,1,lookback/window length and aggregate statistic,tier_1,v2.1-gemini-sol,True,False,missing,,,,,,,,,,,,,exact,0.73,1.0,1.0,0.0,28.0,0.0,0.0,16923,0.6999,,,0.73
+candidate follows the majority color in the last 5 accepted cards,window_color_vote,"{""target"": ""majority"", ""window"": 5}","[""higher_order_history""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 4, ""history_depth"": 5, ""period_or_chunk_length"": 0}",5,0,0,2,57,0.656442,0.928183,9c9b6108d6247ace63538dc3c399c4f367818c1974b5af2ae1d7fb8528b4fbb4,4,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_higher_order_history_window_color_vote_05e3df6c11,candidate follows the majority color in the last 5 accepted cards,higher_order_history,"if len(mainline) < 5:
     return True
 reds = sum(1 for item in mainline[-5:] if item.color == ""red"")
-return (card.color == ""red"") == (reds >= 3)",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,96.0,0.6666666666666666,0.3333333333333333
-rank is at most the minimum of the last 4,window_rank_extreme,"{""direction"": ""at_most_min"", ""window"": 4}","[""higher_order_history""]",candidate_test,"{""attribute_cardinality"": 13, ""branch_count"": 0, ""designed_level"": 5, ""history_depth"": 4, ""period_or_chunk_length"": 0}",4,0,0,13,47,0.451628,0.993238,6b32ccb0994ad3fbc47eece9b31afc909cce63dca6d5884bcb86a3c86c178fd8,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_higher_order_history_window_rank_extreme_5025c04883,rank is at most the minimum of the last 4,higher_order_history,"if len(mainline) < 4:
+return (card.color == ""red"") == (reds >= 3)",eleusis-100-v10,model_balanced_mean_reward,100,30,2,lookback/window length and aggregate statistic,tier_2,v2.1-gemini-sol,True,False,missing,,,,,,,,,,,,,exact,0.0,0.0,0.0,0.0,100.0,1.0,3.0,42993,3.0259,,,0.0
+candidate follows the minority color in the last 11 accepted cards,long_window_color_vote,"{""target"": ""minority"", ""window"": 11}","[""higher_order_history""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 8, ""history_depth"": 11, ""period_or_chunk_length"": 0}",11,0,0,2,57,0.852761,0.602888,e5cdb7f553b0d3e6d6c0687a108145e53f6c09c254f3454f2167ce526c0c5923,8,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_higher_order_history_long_window_color_vote_8d66187c95,candidate follows the minority color in the last 11 accepted cards,higher_order_history,"if len(mainline) < 11:
     return True
-recent = [item.rank for item in mainline[-4:]]
-return card.rank <= min(recent)",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,97.33333333333333,0.6666666666666666,0.3333333333333333
-candidate avoids a suit from the last 2,window_seen_attribute,"{""attribute"": ""suit"", ""repeat"": false, ""window"": 2}","[""higher_order_history""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 0, ""designed_level"": 3, ""history_depth"": 2, ""period_or_chunk_length"": 0}",2,0,0,4,42,0.533742,0.996712,40994d2cae1a1fd38115bd810c587602e99703ddf103431271f25a9dba3348bd,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_higher_order_history_window_seen_attribute_35f9b0eda6,candidate avoids a suit from the last 2,higher_order_history,"if len(mainline) < 2:
+reds = sum(1 for item in mainline[-11:] if item.color == ""red"")
+return (card.color == ""red"") == (reds < 6)",eleusis-100-v10,model_balanced_mean_reward,100,30,3,lookback/window length and aggregate statistic,tier_3,v2.1-gemini-sol,True,False,missing,,,,,,,,,,,,,exact,0.0,0.0,0.0,0.0,100.0,1.0,1.0,46956,3.5745999999999998,,,0.0
+candidate follows the majority color in the last 12 accepted cards,long_window_color_vote,"{""target"": ""majority"", ""window"": 12}","[""higher_order_history""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 9, ""history_depth"": 12, ""period_or_chunk_length"": 0}",12,0,0,2,57,0.877301,0.537071,826386afb1d43861881bfc0e99c52582487d927726c895a9bfc4b6f7b048b516,9,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_higher_order_history_long_window_color_vote_08932c6fab,candidate follows the majority color in the last 12 accepted cards,higher_order_history,"if len(mainline) < 12:
     return True
-return all(card.suit != item.suit for item in mainline[-2:])",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.47333333333333333,0.6666666666666666,0.3333333333333333,0.3333333333333333,53.333333333333336,0.0,0.3333333333333333
-accepted-position color pattern BRBRRBRB,long_position_color_pattern,"{""pattern"": [0, 1, 0, 1, 1, 0, 1, 0], ""period"": 8}","[""periodic_cycle""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 7, ""history_depth"": 0, ""period_or_chunk_length"": 8}",0,8,0,2,50,0.5,1.0,f4c68362f77c13d4bf1a79ca4fc1a5831587112a4109e184e9acf9be1aea2c33,7,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_periodic_cycle_long_position_color_pattern_44e1f564b2,accepted-position color pattern BRBRRBRB,periodic_cycle,"if not mainline:
+reds = sum(1 for item in mainline[-12:] if item.color == ""red"")
+return (card.color == ""red"") == (reds >= 6)",eleusis-100-v10,model_balanced_mean_reward,100,30,4,lookback/window length and aggregate statistic,tier_4,v2.1-gemini-sol,True,False,missing,,,,,,,,,,,,,exact,0.0,0.0,0.0,0.0,100.0,1.0,1.0,44192,3.1786,,,0.0
+"if candidate matches the first card's rank parity, require nondecreasing rank; otherwise require nonincreasing rank",anchor_gated_transition,"{""complexity_tier"": 1, ""false_relation"": ""rank_down"", ""gate"": ""candidate_anchor_parity"", ""true_relation"": ""rank_up""}","[""global_history"", ""conditional_transition""]",candidate,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 5, ""history_depth"": 16, ""period_or_chunk_length"": 0}",16,0,2,2,64,0.538462,0.995727,6da07fb0cb6d0ab23062ef553067334d025c8509379453aa0c049dd035a0fd59,5,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_global_history_anchor_gated_transition_1ab00bd99d,"if candidate matches the first card's rank parity, require nondecreasing rank; otherwise require nonincreasing rank",global_history,"if not mainline:
     return True
-pattern = [0, 1, 0, 1, 1, 0, 1, 0]
-return (card.color == ""red"") == bool(pattern[len(mainline) % 8])",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,97.66666666666667,0.3333333333333333,0.6666666666666666
-accepted-position color pattern BRRBRRRRBB,long_position_color_pattern,"{""pattern"": [0, 1, 1, 0, 1, 1, 1, 1, 0, 0], ""period"": 10}","[""periodic_cycle""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 8, ""history_depth"": 0, ""period_or_chunk_length"": 10}",0,10,0,2,52,0.5,1.0,3bb96eeb3bd628c20d8965cd496d0cd943ed335c1cb32064a12a9d93f604eb6d,8,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_periodic_cycle_long_position_color_pattern_92a875b1d8,accepted-position color pattern BRRBRRRRBB,periodic_cycle,"if not mainline:
+prev = mainline[-1]
+if card.rank % 2 == mainline[0].rank % 2:
+    return card.rank >= prev.rank
+return card.rank <= prev.rank",eleusis-100-v10,,,,1,anchor state → running balance → cumulative-rank state,tier_1,v2.1-gemini-sol,False,True,right_censored,,,,,,,,,,96,harness_timeout,0.04,exact,0.0,0.0,0.0,0.0,100.0,1.0,2.0,35301,2.5144,,,0.0
+"if last and first rank parities match, require same suit; otherwise require different suit",anchor_gated_transition,"{""complexity_tier"": 2, ""false_relation"": ""different_suit"", ""gate"": ""last_anchor_parity"", ""true_relation"": ""same_suit""}","[""global_history"", ""conditional_transition""]",candidate,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 6, ""history_depth"": 16, ""period_or_chunk_length"": 0}",16,0,2,2,64,0.430982,0.986211,540f28b46f20e099054726842b368f5006dc22efa1677863828acfabbb6167c2,6,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_global_history_anchor_gated_transition_9d194708e3,"if last and first rank parities match, require same suit; otherwise require different suit",global_history,"if not mainline:
     return True
-pattern = [0, 1, 1, 0, 1, 1, 1, 1, 0, 0]
-return (card.color == ""red"") == bool(pattern[len(mainline) % 10])",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.17,0.3333333333333333,0.0,0.3333333333333333,83.33333333333333,0.0,0.6666666666666666
-accepted-position rank-parity pattern OEEEOEEEEOEO,long_position_parity_pattern,"{""pattern"": [1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1], ""period"": 12}","[""periodic_cycle""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 9, ""history_depth"": 0, ""period_or_chunk_length"": 12}",0,12,0,2,57,0.482303,0.999096,8c46d56abbe4002d2de5f7149300d92212dab1b2a4694cbbb44406ca68e68b2c,9,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_periodic_cycle_long_position_parity_pattern_569ab45adb,accepted-position rank-parity pattern OEEEOEEEEOEO,periodic_cycle,"if not mainline:
+prev = mainline[-1]
+if prev.rank % 2 == mainline[0].rank % 2:
+    return card.suit == prev.suit
+return card.suit != prev.suit",eleusis-100-v10,,,,2,anchor state → running balance → cumulative-rank state,tier_2,v2.1-gemini-sol,False,True,right_censored,,,,,,,,,,99,harness_timeout,0.01,exact,0.65,1.0,0.0,1.0,36.0,0.0,0.0,17666,0.8321,,,0.65
+"when red is the accepted-history color majority, require alternate color; otherwise require same rank parity",running_color_balance_transition,"{""complexity_tier"": 3, ""false_relation"": ""same_parity"", ""majority"": ""red"", ""true_relation"": ""alternate_color""}","[""global_history"", ""first_order_transition""]",candidate,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 7, ""history_depth"": 16, ""period_or_chunk_length"": 0}",16,0,2,2,83,0.502832,0.999977,b545baa7da4d91b6a5fd829a84da285832b4afac6e84383a7a8bada86f004aa6,7,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_global_history_running_color_balance_transition_42299e17ab,"when red is the accepted-history color majority, require alternate color; otherwise require same rank parity",global_history,"if not mainline:
     return True
-pattern = [1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1]
-return (card.rank % 2 == 1) == bool(pattern[len(mainline) % 12])",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,98.0,0.6666666666666666,0.3333333333333333
-accepted-position rank-parity pattern OOEOEOOOOE,long_position_parity_pattern,"{""pattern"": [1, 1, 0, 1, 0, 1, 1, 1, 1, 0], ""period"": 10}","[""periodic_cycle""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 8, ""history_depth"": 0, ""period_or_chunk_length"": 10}",0,10,0,2,55,0.513922,0.999441,086fafbf2ac0d14f87b256d544d6a08313375bc74d585ff017eebb5abb961585,8,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_periodic_cycle_long_position_parity_pattern_63dcaeabb3,accepted-position rank-parity pattern OOEOEOOOOE,periodic_cycle,"if not mainline:
+prev = mainline[-1]
+count = sum(1 for item in mainline if item.color == ""red"")
+if count * 2 > len(mainline):
+    return card.color != prev.color
+return card.rank % 2 == prev.rank % 2",eleusis-100-v10,,,,3,anchor state → running balance → cumulative-rank state,tier_3,v2.1-gemini-sol,False,True,exact,0.0,0.0,0.0,0.0,100.0,1.0,13.0,8945,5.2622,,,0.0,exact,0.0,0.0,0.0,0.0,100.0,1.0,1.0,26830,1.7866,,,0.0
+"when the cumulative accepted-rank sum is 2 modulo 3, require nondecreasing rank; otherwise require nonincreasing rank",cumulative_rank_gate_transition,"{""complexity_tier"": 4, ""false_relation"": ""rank_down"", ""modulus"": 3, ""residue"": 2, ""true_relation"": ""rank_up""}","[""global_history"", ""conditional_transition""]",candidate,"{""attribute_cardinality"": 3, ""branch_count"": 2, ""designed_level"": 9, ""history_depth"": 16, ""period_or_chunk_length"": 3}",16,3,2,3,69,0.496933,0.999973,641160e1bf395dc69875855992497a8e5fd45d020c4501013492ddfabd79f93f,9,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_global_history_cumulative_rank_gate_transition_36bc2e7142,"when the cumulative accepted-rank sum is 2 modulo 3, require nondecreasing rank; otherwise require nonincreasing rank",global_history,"if not mainline:
     return True
-pattern = [1, 1, 0, 1, 0, 1, 1, 1, 1, 0]
-return (card.rank % 2 == 1) == bool(pattern[len(mainline) % 10])",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,97.66666666666667,1.0,0.0
-accepted-position color pattern RRB,position_color_pattern,"{""pattern"": [1, 1, 0], ""period"": 3}","[""periodic_cycle""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 3, ""history_depth"": 0, ""period_or_chunk_length"": 3}",0,3,0,2,45,0.5,1.0,9a36d5cd43804a1324ddfa911df5edb2123023232b00ea292ec22480a773c6ad,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_periodic_cycle_position_color_pattern_0726592cc8,accepted-position color pattern RRB,periodic_cycle,"if not mainline:
+prev = mainline[-1]
+total = sum(item.rank for item in mainline)
+if total % 3 == 2:
+    return card.rank >= prev.rank
+return card.rank <= prev.rank",eleusis-100-v10,,,,4,anchor state → running balance → cumulative-rank state,tier_4,v2.1-gemini-sol,False,True,exact,0.0,0.0,0.0,0.0,100.0,1.0,38.0,11535,6.7636,,,0.0,exact,0.0,0.0,0.0,0.0,100.0,1.0,1.0,43957,2.8426,,,0.0
+candidate has different rank parity or nondecreasing rank relative to previous,dual_transition_composition,"{""complexity_tier"": 1, ""left"": ""different_parity"", ""operator"": ""or"", ""right"": ""rank_up""}","[""first_order_transition"", ""first_order_transition""]",candidate,"{""attribute_cardinality"": 2, ""branch_count"": 1, ""designed_level"": 4, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,1,2,51,0.804153,0.713544,cd68da810bf91ff2b0b92123a410e6c1fe5a019af43dcfc977c85b0745742c42,4,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_compositional_hybrid_dual_transition_composition_5b64f1a04c,candidate has different rank parity or nondecreasing rank relative to previous,compositional_hybrid,"if not mainline:
     return True
-pattern = [1, 1, 0]
-return (card.color == ""red"") == bool(pattern[len(mainline) % 3])",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.2333333333333333,0.3333333333333333,0.0,0.3333333333333333,77.0,0.0,0.6666666666666666
-accepted-position color pattern RB,position_color_pattern,"{""pattern"": [1, 0], ""period"": 2}","[""periodic_cycle""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 0, ""designed_level"": 3, ""history_depth"": 0, ""period_or_chunk_length"": 2}",0,2,0,2,44,0.5,1.0,78dd70b78518ecb192c898b642304663095abee134496c14f14fd22c173bdc8e,3,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_periodic_cycle_position_color_pattern_0fb0c3864e,accepted-position color pattern RB,periodic_cycle,"if not mainline:
+prev = mainline[-1]
+return (card.rank % 2 != prev.rank % 2) or (card.rank >= prev.rank)",eleusis-100-v10,,,,1,"component count, gated state, and temporal span",tier_1,v2.1-gemini-sol,False,True,exact,0.82,1.0,1.0,0.0,19.0,0.0,0.0,3206,0.7628,,,0.82,exact,0.73,1.0,1.0,0.0,28.0,0.0,0.0,12407,0.51,,,0.73
+"if candidate is a face card, require nondecreasing rank; otherwise require alternate color",candidate_gated_dual_transition,"{""complexity_tier"": 2, ""false_relation"": ""alternate_color"", ""gate"": ""face"", ""true_relation"": ""rank_up""}","[""static_predicate"", ""conditional_transition""]",candidate,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 5, ""history_depth"": 1, ""period_or_chunk_length"": 0}",1,0,2,2,49,0.598867,0.971609,635eeadc44a489661d726e1efd953f1d7669b057be285b385962dd0d260fd7cf,5,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_compositional_hybrid_candidate_gated_dual_transition_1d307ab59e,"if candidate is a face card, require nondecreasing rank; otherwise require alternate color",compositional_hybrid,"if not mainline:
     return True
-pattern = [1, 0]
-return (card.color == ""red"") == bool(pattern[len(mainline) % 2])",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.8200000000000001,1.0,1.0,0.0,19.0,0.0,0.0
-"position cycle over hearts, diamonds, clubs, spades",position_suit_pattern,"{""pattern"": [""hearts"", ""diamonds"", ""clubs"", ""spades""], ""period"": 4}","[""periodic_cycle""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 0, ""designed_level"": 5, ""history_depth"": 0, ""period_or_chunk_length"": 4}",0,4,0,4,40,0.25,0.811278,21b3ce8c320d12d220d75128c59af1405250ec2060b4e29d8f1cb399dc347b37,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_periodic_cycle_position_suit_pattern_a17749b8bf,"position cycle over hearts, diamonds, clubs, spades",periodic_cycle,"if not mainline:
+prev = mainline[-1]
+if card.is_face:
+    return card.rank >= prev.rank
+return card.color != prev.color",eleusis-100-v10,,,,2,"component count, gated state, and temporal span",tier_2,v2.1-gemini-sol,False,True,exact,0.47,1.0,0.0,1.0,54.0,0.0,0.0,5669,2.6331,,,0.47,exact,0.54,1.0,0.0,1.0,47.0,0.0,2.0,27977,1.5364,,,0.54
+"when red is the majority in the last 3, require alternate color; otherwise require same rank parity",short_window_gated_transition,"{""complexity_tier"": 3, ""false_relation"": ""same_parity"", ""true_relation"": ""alternate_color"", ""window"": 3}","[""higher_order_history"", ""conditional_transition""]",candidate,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 6, ""history_depth"": 3, ""period_or_chunk_length"": 0}",3,0,2,2,89,0.578575,0.982112,8c5397993e2b6a49e3f0cd7bc25581054719bb22b5fa7e1dc9c610ca680f2f06,6,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_compositional_hybrid_short_window_gated_transition_95acae6a80,"when red is the majority in the last 3, require alternate color; otherwise require same rank parity",compositional_hybrid,"if len(mainline) < 3:
     return True
-pattern = ['hearts', 'diamonds', 'clubs', 'spades']
-return card.suit == pattern[len(mainline) % 4]",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.7466666666666667,1.0,0.6666666666666666,0.3333333333333333,26.333333333333332,0.0,0.0
-"position cycle over spades, diamonds, hearts, clubs",position_suit_pattern,"{""pattern"": [""spades"", ""diamonds"", ""hearts"", ""clubs""], ""period"": 4}","[""periodic_cycle""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 0, ""designed_level"": 5, ""history_depth"": 0, ""period_or_chunk_length"": 4}",0,4,0,4,40,0.25,0.811278,1a2b8efe1ead099ef7a79ff6cd5f31216676ac6b4331608acc6de462e5479a90,5,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_periodic_cycle_position_suit_pattern_ae26f2781a,"position cycle over spades, diamonds, hearts, clubs",periodic_cycle,"if not mainline:
+count = sum(1 for item in mainline[-3:] if item.color == ""red"")
+prev = mainline[-1]
+if count * 2 > 3:
+    return card.color != prev.color
+return card.rank % 2 == prev.rank % 2",eleusis-100-v10,,,,3,"component count, gated state, and temporal span",tier_3,v2.1-gemini-sol,False,True,exact,0.0,0.0,0.0,0.0,100.0,1.0,11.0,9192,4.9149,,,0.0,exact,0.0,0.0,0.0,0.0,100.0,1.0,1.0,53615,3.749,,,0.0
+every 8th accepted position requires higher rank; other positions require same suit,long_periodic_transition,"{""boundary"": ""rank_up"", ""other"": ""same_suit"", ""period"": 8}","[""periodic_cycle"", ""first_order_transition""]",candidate_test,"{""attribute_cardinality"": 4, ""branch_count"": 2, ""designed_level"": 8, ""history_depth"": 1, ""period_or_chunk_length"": 8}",1,8,2,4,56,0.275956,0.849881,65ca5aab96e945b09e8348c847d0d6ffa2934c62bc1d599dd8a8fed2ea0e1094,8,-1.0,-1.0,uncalibrated,[],v2.1-final-calibration-candidates-20260811,cal_compositional_hybrid_long_periodic_transition_3533b2a34b,every 8th accepted position requires higher rank; other positions require same suit,compositional_hybrid,"if not mainline:
     return True
-pattern = ['spades', 'diamonds', 'hearts', 'clubs']
-return card.suit == pattern[len(mainline) % 4]",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.7033333333333334,1.0,0.6666666666666666,0.3333333333333333,30.666666666666668,0.0,0.0
-red cards with rank at most 11,color_rank_threshold,"{""color"": ""red"", ""operator"": ""<="", ""threshold"": 11}","[""static_predicate""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 1, ""designed_level"": 2, ""history_depth"": 0, ""period_or_chunk_length"": 0}",0,0,1,2,22,0.423077,0.982859,3ce447285b370a5b5a3fcb3af123708d87d30426d3400c32003a7f25127e385e,2,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_static_predicate_color_rank_threshold_3f83c872cb,red cards with rank at most 11,static_predicate,"return card.color == ""red"" and card.rank <= 11",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.72,1.0,0.3333333333333333,0.6666666666666666,29.0,0.0,0.0
-"red ranks are at most 6, while black ranks are at least 8",color_specific_rank_band,"{""black_cutoff"": 8, ""red_cutoff"": 6}","[""static_predicate""]",candidate_test,"{""attribute_cardinality"": 2, ""branch_count"": 2, ""designed_level"": 4, ""history_depth"": 0, ""period_or_chunk_length"": 0}",0,0,2,2,29,0.461538,0.995727,93f0a7d4d26be2c7d76f65ff28f37c14b15d491f7f8fdda0a850d507196a7c89,4,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_static_predicate_color_specific_rank_band_18e61cb5d3,"red ranks are at most 6, while black ranks are at least 8",static_predicate,"if card.color == ""red"":
-    return card.rank <= 6
-return card.rank >= 8",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.46,1.0,0.0,1.0,55.0,0.0,0.0
-ranks 4 through 5,rank_interval,"{""high"": 5, ""low"": 4}","[""static_predicate""]",candidate_test,"{""attribute_cardinality"": 13, ""branch_count"": 0, ""designed_level"": 2, ""history_depth"": 0, ""period_or_chunk_length"": 0}",0,0,0,13,15,0.153846,0.619382,627ce31bceba023195f16ee0ce317f1f0f680c1e199e417cee61080b28372dee,2,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_static_predicate_rank_interval_832d94b80c,ranks 4 through 5,static_predicate,return 4 <= card.rank <= 5,3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.37,0.6666666666666666,0.3333333333333333,0.3333333333333333,63.333333333333336,0.3333333333333333,0.0
-"rank modulo 7 requires red on residues [3, 6] and black otherwise",rank_residue_color_map,"{""modulus"": 7, ""red_residues"": [3, 6]}","[""static_predicate""]",candidate_test,"{""attribute_cardinality"": 7, ""branch_count"": 2, ""designed_level"": 6, ""history_depth"": 0, ""period_or_chunk_length"": 0}",0,0,2,7,33,0.5,1.0,ae24b7f02a426f73392df1ade541a26ab7c63def44fe564800043116a8cb98a2,6,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_static_predicate_rank_residue_color_map_d0adf17d15,"rank modulo 7 requires red on residues [3, 6] and black otherwise",static_predicate,"red_residues = [3, 6]
-return (card.color == ""red"") == (card.rank % 7 in red_residues)",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,88.33333333333333,0.3333333333333333,0.6666666666666666
-"in suit order ['hearts', 'diamonds', 'clubs', 'spades'], rank plus 2 times the suit index is in residues [1, 2, 3, 4, 5] modulo 6",suit_rank_modular_sum,"{""modulus"": 6, ""multiplier"": 2, ""residues"": [1, 2, 3, 4, 5], ""suit_order"": [""hearts"", ""diamonds"", ""clubs"", ""spades""]}","[""static_predicate""]",candidate_test,"{""attribute_cardinality"": 24, ""branch_count"": 1, ""designed_level"": 10, ""history_depth"": 0, ""period_or_chunk_length"": 0}",0,0,1,24,50,0.846154,0.619382,669151cb3cd118bc0f6e91f7bef8fc50a1eee3ae10492d895bfdfca0db198dfc,10,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_static_predicate_suit_rank_modular_sum_55762471ce,"in suit order ['hearts', 'diamonds', 'clubs', 'spades'], rank plus 2 times the suit index is in residues [1, 2, 3, 4, 5] modulo 6",static_predicate,"order = ['hearts', 'diamonds', 'clubs', 'spades']
-value = (card.rank + 2 * order.index(card.suit)) % 6
-return value in [1, 2, 3, 4, 5]",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.15333333333333335,0.3333333333333333,0.0,0.3333333333333333,84.66666666666667,0.3333333333333333,0.3333333333333333
-"in suit order ['hearts', 'diamonds', 'clubs', 'spades'], rank plus 1 times the suit index is in residues [0, 1, 2, 3, 4] modulo 6",suit_rank_modular_sum,"{""modulus"": 6, ""multiplier"": 1, ""residues"": [0, 1, 2, 3, 4], ""suit_order"": [""hearts"", ""diamonds"", ""clubs"", ""spades""]}","[""static_predicate""]",candidate_test,"{""attribute_cardinality"": 24, ""branch_count"": 1, ""designed_level"": 10, ""history_depth"": 0, ""period_or_chunk_length"": 0}",0,0,1,24,50,0.846154,0.619382,6436743a8d881853b741d48096f42259e889def99471130cb99200ab0b82649c,10,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_static_predicate_suit_rank_modular_sum_73d5e5c1fd,"in suit order ['hearts', 'diamonds', 'clubs', 'spades'], rank plus 1 times the suit index is in residues [0, 1, 2, 3, 4] modulo 6",static_predicate,"order = ['hearts', 'diamonds', 'clubs', 'spades']
-value = (card.rank + 1 * order.index(card.suit)) % 6
-return value in [0, 1, 2, 3, 4]",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.4533333333333333,1.0,0.3333333333333333,0.6666666666666666,55.666666666666664,0.0,0.0
-"in suit order ['hearts', 'clubs', 'diamonds', 'spades'], rank plus 2 times the suit index is in residues [1, 2, 3, 4, 5] modulo 6",suit_rank_modular_sum,"{""modulus"": 6, ""multiplier"": 2, ""residues"": [1, 2, 3, 4, 5], ""suit_order"": [""hearts"", ""clubs"", ""diamonds"", ""spades""]}","[""static_predicate""]",candidate_test,"{""attribute_cardinality"": 24, ""branch_count"": 1, ""designed_level"": 10, ""history_depth"": 0, ""period_or_chunk_length"": 0}",0,0,1,24,50,0.846154,0.619382,9ec88ecb761aeb89f3041b966fbaf10936d61a52dfda829239e85c176921b245,10,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_static_predicate_suit_rank_modular_sum_79300ade94,"in suit order ['hearts', 'clubs', 'diamonds', 'spades'], rank plus 2 times the suit index is in residues [1, 2, 3, 4, 5] modulo 6",static_predicate,"order = ['hearts', 'clubs', 'diamonds', 'spades']
-value = (card.rank + 2 * order.index(card.suit)) % 6
-return value in [1, 2, 3, 4, 5]",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.0,0.0,0.0,0.0,97.33333333333333,0.6666666666666666,0.3333333333333333
-"modulo 6, accept hearts residues [2, 3, 4]; diamonds residues [0, 1, 2, 3, 5]; clubs residues [1, 2, 3, 4, 5]; spades residues [0, 1, 2, 4, 5]",suit_rank_residue_table,"{""allowed_by_suit"": {""clubs"": [1, 2, 3, 4, 5], ""diamonds"": [0, 1, 2, 3, 5], ""hearts"": [2, 3, 4], ""spades"": [0, 1, 2, 4, 5]}, ""modulus"": 6}","[""static_predicate""]",candidate_test,"{""attribute_cardinality"": 24, ""branch_count"": 4, ""designed_level"": 10, ""history_depth"": 0, ""period_or_chunk_length"": 0}",0,0,4,24,57,0.75,0.811278,2159823a081e39ac696f63cfe7c6d9c998c831fe5c7417eac9aae75c0221c59a,10,-1.0,-1.0,uncalibrated,[],v0.6-reward-calibration-candidates-20260810,eleusis-100-v6,model_balanced_mean_reward,100,30,cal_static_predicate_suit_rank_residue_table_c55c4cf0f6,"modulo 6, accept hearts residues [2, 3, 4]; diamonds residues [0, 1, 2, 3, 5]; clubs residues [1, 2, 3, 4, 5]; spades residues [0, 1, 2, 4, 5]",static_predicate,"allowed = {'hearts': [2, 3, 4], 'diamonds': [0, 1, 2, 3, 5], 'clubs': [1, 2, 3, 4, 5], 'spades': [0, 1, 2, 4, 5]}
-return card.rank % 6 in allowed[card.suit]",3,3,"[""deepseek/deepseek-v4-pro"", ""openai/gpt-5.6-luna-pro"", ""openai/gpt-5.6-terra""]",0.09000000000000001,0.3333333333333333,0.0,0.3333333333333333,90.0,0.3333333333333333,0.3333333333333333
+prev = mainline[-1]
+if len(mainline) % 8 == 0:
+    return card.rank > prev.rank
+return card.suit == prev.suit",eleusis-100-v10,model_balanced_mean_reward,100,30,4,"component count, gated state, and temporal span",tier_4,v2.1-gemini-sol,True,False,right_censored,,,,,,,,,,94,harness_timeout,0.06,exact,0.24,1.0,0.0,1.0,77.0,0.0,2.0,33089,1.8674,,,0.24