결정 트리 — auto-trade rule-lab

배지: ✅ holdout≥80% · ⚠️ 경계 · ❌ 실패 · flipped=반대방향 원칙

60선 트리거 (2-x)

depth=6 · leaves=69 · ✅=2 · flipped=33 · validated holdout n=70 hr=0.8421

🔀 wave23_lag_bars <= 3.0 ma60_1 train n=9382 hr=0.5087 · holdout n=5190 hr=0.5213

💬 원자 `wave23_lag_bars` 분기 <= 3.0, train 분기 score=0.0151, 부모 train HR≈50.9% [2-x]

⚖ wave1=0.5063 wave2=0.493 wave3=0.484

▸ <=3
🔀 bars_since_db <= 6.0 ma60_2 train n=4056 hr=0.5172 · holdout n=2248 hr=0.4836
💬 RSI 쌍바닥 경과봉 (rec2 27:07) <= 6.0, train 분기 score=0.0228, 부모 train HR≈51.7% [2-x]
⚖ wave1=0.518 wave2=0.5034 wave3=0.5004
- ▸ <=6
  🔀 bars_since_dt <= 13.0 ma60_3 train n=2146 hr=0.5203 · holdout n=1252 hr=0.5113
  💬 원자 `bars_since_dt` 분기 <= 13.0, train 분기 score=0.0213, 부모 train HR≈52.0% [2-x]
  ⚖ wave1=0.5007 wave2=0.4923 wave3=0.4867
  - ▸ <=13
    🔀 gap_5_60 <= 0.002399534469777868 ma60_4 train n=1728 hr=0.5378 · holdout n=984 hr=0.4907
    💬 원자 `gap_5_60` 분기 <= 0.002399534469777868, train 분기 score=0.0168, 부모 train HR≈53.8% [2-x]
    ⚖ wave1=0.4983 wave2=0.4828 wave3=0.4777
    ▸ <=0.00239953
    🔀 rsi_gt50_macd1_below == ma60_5 train n=1556 hr=0.5529 · holdout n=892 hr=0.4752
    💬 원자 `rsi_gt50_macd1_below` 분기 == 다갈래, train 분기 score=0.0173, 부모 train HR≈55.3% [2-x]
    ⚖ wave1=0.5118 wave2=0.4745 wave3=0.4706
    ▸ False
    🔀 mol_per_transition == ma60_6 train n=1430 hr=0.568 · holdout n=800 hr=0.4595
    💬 원자 `mol_per_transition` 분기 == 다갈래, train 분기 score=0.0122, 부모 train HR≈56.8% [2-x]
    ⚖ wave1=0.5032 wave2=0.4816 wave3=0.4773
    ▸ none
    ❌ SHORT ma60_7 train n=1282 hr=0.5807 · holdout n=718 hr=0.467
    💬 잎=SHORT train n=1282 w/l/f=482/348/452 HR=58.1% · 상황별 가중치 wave1=0.51/wave2=0.49/wave3=0.48 [2-x]
    ⚖ wave1=0.5084 wave2=0.4867 wave3=0.4843
    ▸ to_per
    ⚠️ 관망 ma60_8 train n=80 hr=0.5161 · holdout n=44 hr=0.2941
    💬 잎=관망 train n=80 w/l/f=32/30/18 HR=51.6% · 상황별 가중치 wave1=0.39/wave2=0.45/wave3=0.42 [2-x]
    ⚖ wave1=0.3871 wave2=0.4516 wave3=0.4194
    ▸ to_mol
    ❌ LONG ma60_9 train n=68 hr=0.6471 · holdout n=38 hr=0.4667
    💬 잎=LONG train n=68 w/l/f=22/12/34 HR=64.7% · 상황별 가중치 wave1=0.59/wave2=0.41/wave3=0.41 [2-x]
    ⚖ wave1=0.5882 wave2=0.4118 wave3=0.4118
    ▸ True
    🔀 volume_ratio <= 0.7974459200929347 ma60_10 train n=126 hr=0.5957 · holdout n=92 hr=0.3478
    💬 원자 `volume_ratio` 분기 <= 0.7974459200929347, train 분기 score=0.0996, 부모 train HR≈59.6% [2-x]
    ⚖ wave1=0.5957 wave2=0.4043 wave3=0.4043
    ▸ <=0.797446
    ❌ LONG flipped ma60_11 train n=64 hr=0.7692 · holdout n=42 hr=0.5
    💬 잎=LONG train n=64 w/l/f=40/12/12 HR=76.9% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.77/wave2=0.23/wave3=0.23 [2-x]
    ⚖ wave1=0.7692 wave2=0.2308 wave3=0.2308
    ▸ >0.797446
    ✅ SHORT ma60_12 train n=62 hr=0.619 · holdout n=50 hr=0.8889
    💬 잎=SHORT train n=62 w/l/f=26/16/20 HR=61.9% · 상황별 가중치 wave1=0.38/wave2=0.62/wave3=0.62 [2-x]
    ⚖ wave1=0.381 wave2=0.619 wave3=0.619
    ▸ >0.00239953
    🔀 gap_5_20 <= 0.0015676567656798027 ma60_13 train n=172 hr=0.5694 · holdout n=92 hr=0.4
    💬 5-20 이격% 자유 임계 (docs/16 C-1) <= 0.0015676567656798027, train 분기 score=0.0806, 부모 train HR≈56.9% [2-x]
    ⚖ wave1=0.4028 wave2=0.5417 wave3=0.5278
    ▸ <=0.00156766
    🔀 body_pct <= 0.45000000000000556 ma60_14 train n=70 hr=0.6154 · holdout n=36 hr=0.5385
    💬 원자 `body_pct` 분기 <= 0.45000000000000556, train 분기 score=0.1145, 부모 train HR≈61.5% [2-x]
    ⚖ wave1=0.5 wave2=0.5385 wave3=0.5385
    ▸ <=0.45
    ❌ LONG flipped ma60_15 train n=30 hr=0.6364 · holdout n=18 hr=0.5
    💬 잎=LONG train n=30 w/l/f=14/8/8 HR=63.6% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.64/wave2=0.64/wave3=0.64 [2-x]
    ⚖ wave1=0.6364 wave2=0.6364 wave3=0.6364
    ▸ >0.45
    ⚠️ SHORT ma60_16 train n=40 hr=0.8 · holdout n=18 hr=0.5714
    💬 잎=SHORT train n=40 w/l/f=24/6/10 HR=80.0% · 상황별 가중치 wave1=0.40/wave2=0.47/wave3=0.47 [2-x]
    ⚖ wave1=0.4 wave2=0.4667 wave3=0.4667
    ▸ >0.00156766
    🔀 consecutive_bull <= 1.0 ma60_17 train n=102 hr=0.6739 · holdout n=56 hr=0.3704
    💬 원자 `consecutive_bull` 분기 <= 1.0, train 분기 score=0.0297, 부모 train HR≈67.4% [2-x]
    ⚖ wave1=0.3478 wave2=0.5435 wave3=0.5217
    ▸ <=1
    ❌ LONG ma60_18 train n=58 hr=0.84 · holdout n=36 hr=0.4706
    💬 잎=LONG train n=58 w/l/f=42/8/8 HR=84.0% · 상황별 가중치 wave1=0.24/wave2=0.56/wave3=0.52 [2-x]
    ⚖ wave1=0.24 wave2=0.56 wave3=0.52
    ▸ >1
    ✅ SHORT ma60_19 train n=44 hr=0.5238 · holdout n=20 hr=0.8
    💬 잎=SHORT train n=44 w/l/f=22/20/2 HR=52.4% · 상황별 가중치 wave1=0.48/wave2=0.52/wave3=0.52 [2-x]
    ⚖ wave1=0.4762 wave2=0.5238 wave3=0.5238
  - ▸ >13
    🔀 wave_order_ok == ma60_20 train n=418 hr=0.5573 · holdout n=268 hr=0.4026
    💬 원자 `wave_order_ok` 분기 == 다갈래, train 분기 score=0.0535, 부모 train HR≈55.7% [2-x]
    ⚖ wave1=0.5115 wave2=0.5344 wave3=0.5267
    ▸ False
    🔀 bars_since_order_change <= 4.0 ma60_21 train n=188 hr=0.5593 · holdout n=136 hr=0.6
    💬 원자 `bars_since_order_change` 분기 <= 4.0, train 분기 score=0.0696, 부모 train HR≈55.9% [2-x]
    ⚖ wave1=0.4746 wave2=0.5254 wave3=0.5085
    ▸ <=4
    🔀 reversion_progress <= 0.16324280682471037 ma60_22 train n=102 hr=0.6774 · holdout n=48 hr=0.6667
    💬 원자 `reversion_progress` 분기 <= 0.16324280682471037, train 분기 score=0.0664, 부모 train HR≈67.7% [2-x]
    ⚖ wave1=0.4839 wave2=0.4839 wave3=0.4516
    ▸ <=0.163243
    ❌ LONG ma60_23 train n=32 hr=0.6 · holdout n=16 hr=0.4
    💬 잎=LONG train n=32 w/l/f=12/8/12 HR=60.0% · 상황별 가중치 wave1=0.40/wave2=0.60/wave3=0.60 [2-x]
    ⚖ wave1=0.4 wave2=0.6 wave3=0.6
    ▸ >0.163243
    ⚠️ SHORT flipped ma60_24 train n=70 hr=0.8095 · holdout n=32 hr=0.7
    💬 잎=SHORT train n=70 w/l/f=34/8/28 HR=81.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.52/wave2=0.43/wave3=0.38 [2-x]
    ⚖ wave1=0.5238 wave2=0.4286 wave3=0.381
    ▸ >4
    🔀 touch_streak_ma5 <= 1.0 ma60_25 train n=86 hr=0.5714 · holdout n=88 hr=0.44
    💬 원자 `touch_streak_ma5` 분기 <= 1.0, train 분기 score=0.1437, 부모 train HR≈57.1% [2-x]
    ⚖ wave1=0.4643 wave2=0.5714 wave3=0.5714
    ▸ <=1
    ❌ LONG flipped ma60_26 train n=50 hr=0.75 · holdout n=46 hr=0.4375
    💬 잎=LONG train n=50 w/l/f=24/8/18 HR=75.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.69/wave2=0.75/wave3=0.75 [2-x]
    ⚖ wave1=0.6875 wave2=0.75 wave3=0.75
    ▸ >1
    ⚠️ SHORT ma60_27 train n=36 hr=0.6667 · holdout n=42 hr=0.5556
    💬 잎=SHORT train n=36 w/l/f=16/8/12 HR=66.7% · 상황별 가중치 wave1=0.17/wave2=0.33/wave3=0.33 [2-x]
    ⚖ wave1=0.1667 wave2=0.3333 wave3=0.3333
    ▸ True
    🔀 touch_streak_ma60 <= 2.0 ma60_28 train n=230 hr=0.6528 · holdout n=132 hr=0.4054
    💬 원자 `touch_streak_ma60` 분기 <= 2.0, train 분기 score=0.0246, 부모 train HR≈65.3% [2-x]
    ⚖ wave1=0.5417 wave2=0.5417 wave3=0.5417
    ▸ <=2
    ❌ LONG flipped ma60_30 train n=174 hr=0.7143 · holdout n=78 hr=0.4737
    💬 병합(§F): `bars_since_order_change` 분기 자식 2개 동일 LONG · |ΔHR|≤0.08 · 잎=LONG train n=132 w/l/f=62/30/40 HR=67.4% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.57/wave2=0.57/wave3=0.57 [2-x]
    ⚖ wave1=0.5652 wave2=0.5652 wave3=0.5652
    ▸ >2
    🔀 close_loc <= 0.2727272727272452 ma60_32 train n=56 hr=0.5625 · holdout n=54 hr=0.6667
    💬 봉 내 마감 위치 — 4-4 품질 (backtest 상단 63%) <= 0.2727272727272452, train 분기 score=0.2062, 부모 train HR≈56.2% [2-x]
    ⚖ wave1=0.4375 wave2=0.4375 wave3=0.4375
    ▸ <=0.272727
    ⚠️ SHORT flipped ma60_33 train n=30 hr=0.8571 · holdout n=20 hr=0.75
    💬 잎=SHORT train n=30 w/l/f=12/2/16 HR=85.7% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.57/wave2=0.29/wave3=0.29 [2-x]
    ⚖ wave1=0.5714 wave2=0.2857 wave3=0.2857
    ▸ >0.272727
    ❌ LONG flipped ma60_34 train n=26 hr=0.6667 · holdout n=34 hr=0.4
    💬 잎=LONG train n=26 w/l/f=12/6/8 HR=66.7% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.33/wave2=0.56/wave3=0.56 [2-x]
    ⚖ wave1=0.3333 wave2=0.5556 wave3=0.5556
- ▸ >6
  🔀 price_wave_123 == ma60_35 train n=1910 hr=0.5621 · holdout n=996 hr=0.4775
  💬 원자 `price_wave_123` 분기 == 다갈래, train 분기 score=0.0277, 부모 train HR≈56.2% [2-x]
  ⚖ wave1=0.5386 wave2=0.5168 wave3=0.5168
  - ▸ 1
    🔀 touch_streak_ma20 <= 2.0 ma60_36 train n=1590 hr=0.5864 · holdout n=840 hr=0.4908
    💬 원자 `touch_streak_ma20` 분기 <= 2.0, train 분기 score=0.0247, 부모 train HR≈58.6% [2-x]
    ⚖ wave1=0.537 wave2=0.5226 wave3=0.5226
    ▸ <=2
    🔀 bars_since_mol_per <= 0.0 ma60_37 train n=1414 hr=0.6111 · holdout n=758 hr=0.5041
    💬 원자 `bars_since_mol_per` 분기 <= 0.0, train 분기 score=0.0229, 부모 train HR≈61.1% [2-x]
    ⚖ wave1=0.5301 wave2=0.5208 wave3=0.5208
    ▸ <=0
    🔀 gap_20_60 <= 0.0018700762941388576 ma60_38 train n=166 hr=0.6042 · holdout n=110 hr=0.3939
    💬 원자 `gap_20_60` 분기 <= 0.0018700762941388576, train 분기 score=0.1429, 부모 train HR≈60.4% [2-x]
    ⚖ wave1=0.5417 wave2=0.5 wave3=0.5
    ▸ <=0.00187008
    ❌ SHORT ma60_39 train n=100 hr=0.7742 · holdout n=52 hr=0.4615
    💬 잎=SHORT train n=100 w/l/f=48/14/38 HR=77.4% · 상황별 가중치 wave1=0.52/wave2=0.45/wave3=0.45 [2-x]
    ⚖ wave1=0.5161 wave2=0.4516 wave3=0.4516
    ▸ >0.00187008
    ⚠️ LONG flipped ma60_40 train n=66 hr=0.7059 · holdout n=58 hr=0.65
    💬 잎=LONG train n=66 w/l/f=24/10/32 HR=70.6% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.59/wave2=0.59/wave3=0.59 [2-x]
    ⚖ wave1=0.5882 wave2=0.5882 wave3=0.5882
    ▸ >0
    ⚠️ 관망 ma60_41 train n=1248 hr=0.638 · holdout n=648 hr=0.4882
    💬 잎=관망 train n=1248 w/l/f=490/278/480 HR=63.8% · 상황별 가중치 wave1=0.53/wave2=0.52/wave3=0.52 [2-x] · [cycle3] holdout n=422, |hr−0.5|<0.03 → 무엣지 증명, 관망 전환 (베팅 안 함)
    ⚖ wave1=0.5286 wave2=0.5234 wave3=0.5234
    ▸ >2
    🔀 close_loc <= 0.9152542372881451 ma60_42 train n=176 hr=0.6111 · holdout n=82 hr=0.6207
    💬 봉 내 마감 위치 — 4-4 품질 (backtest 상단 63%) <= 0.9152542372881451, train 분기 score=0.0923, 부모 train HR≈61.1% [2-x]
    ⚖ wave1=0.5926 wave2=0.537 wave3=0.537
    ▸ <=0.915254
    🔀 wave12_lag_bars <= 10.0 ma60_43 train n=142 hr=0.6977 · holdout n=60 hr=0.6
    💬 원자 `wave12_lag_bars` 분기 <= 10.0, train 분기 score=0.0482, 부모 train HR≈69.8% [2-x]
    ⚖ wave1=0.5581 wave2=0.5814 wave3=0.5814
    ▸ <=10
    ⚠️ SHORT ma60_44 train n=90 hr=0.8519 · holdout n=36 hr=0.6429
    💬 잎=SHORT train n=90 w/l/f=46/8/36 HR=85.2% · 상황별 가중치 wave1=0.52/wave2=0.67/wave3=0.67 [2-x]
    ⚖ wave1=0.5185 wave2=0.6667 wave3=0.6667
    ▸ >10
    ❌ LONG flipped ma60_45 train n=52 hr=0.5625 · holdout n=24 hr=0.5
    💬 잎=LONG train n=52 w/l/f=18/14/20 HR=56.2% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.62/wave2=0.44/wave3=0.44 [2-x]
    ⚖ wave1=0.625 wave2=0.4375 wave3=0.4375
    ▸ >0.915254
    ❌ LONG flipped ma60_46 train n=34 hr=0.7273 · holdout n=22 hr=0.3333
    💬 잎=LONG train n=34 w/l/f=16/6/12 HR=72.7% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.73/wave2=0.36/wave3=0.36 [2-x]
    ⚖ wave1=0.7273 wave2=0.3636 wave3=0.3636
  - ▸ 2
    🔀 rsi_holds_recent_low == ma60_47 train n=274 hr=0.5934 · holdout n=156 hr=0.5833
    💬 원자 `rsi_holds_recent_low` 분기 == 다갈래, train 분기 score=0.0638, 부모 train HR≈59.3% [2-x]
    ⚖ wave1=0.5495 wave2=0.5165 wave3=0.5165
    ▸ True
    🔀 pattern_stage == ma60_48 train n=186 hr=0.6769 · holdout n=100 hr=0.6486
    💬 원자 `pattern_stage` 분기 == 다갈래, train 분기 score=0.0464, 부모 train HR≈67.7% [2-x]
    ⚖ wave1=0.6154 wave2=0.5385 wave3=0.5385
    ▸ db_active
    ⚠️ SHORT ma60_49 train n=86 hr=0.8286 · holdout n=36 hr=0.5714
    💬 잎=SHORT train n=86 w/l/f=58/12/16 HR=82.9% · 상황별 가중치 wave1=0.77/wave2=0.57/wave3=0.57 [2-x]
    ⚖ wave1=0.7714 wave2=0.5714 wave3=0.5714
    ▸ dt_active
    ❌ LONG flipped ma60_50 train n=44 hr=0.6429 · holdout n=34 hr=0.3333
    💬 잎=LONG train n=44 w/l/f=18/10/16 HR=64.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.50/wave2=0.36/wave3=0.36 [2-x]
    ⚖ wave1=0.5 wave2=0.3571 wave3=0.3571
    ▸ dt_fresh
    🔀 rsi_rebound <= 5.6126654462013335 ma60_51 train n=56 hr=0.625 · holdout n=30 hr=0.7273
    💬 원자 `rsi_rebound` 분기 <= 5.6126654462013335, train 분기 score=0.0422, 부모 train HR≈62.5% [2-x]
    ⚖ wave1=0.375 wave2=0.625 wave3=0.625
    ▸ <=5.61267
    ❌ LONG flipped ma60_52 train n=30 hr=0.5714 · holdout n=22 hr=0.125
    💬 잎=LONG train n=30 w/l/f=8/6/16 HR=57.1% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.43/wave2=0.43/wave3=0.43 [2-x]
    ⚖ wave1=0.4286 wave2=0.4286 wave3=0.4286
    ▸ >5.61267
    ❌ SHORT ma60_53 train n=26 hr=0.7778 · holdout n=8 hr=0.3333
    💬 잎=SHORT train n=26 w/l/f=14/4/8 HR=77.8% · 상황별 가중치 wave1=0.33/wave2=0.78/wave3=0.78 [2-x]
    ⚖ wave1=0.3333 wave2=0.7778 wave3=0.7778
    ▸ False
    🔀 gap_20_60 <= 0.003721099967037316 ma60_54 train n=88 hr=0.6154 · holdout n=56 hr=0.5217
    💬 원자 `gap_20_60` 분기 <= 0.003721099967037316, train 분기 score=0.1536, 부모 train HR≈61.5% [2-x]
    ⚖ wave1=0.3846 wave2=0.4615 wave3=0.4615
    ▸ <=0.0037211
    ❌ LONG ma60_55 train n=54 hr=0.8125 · holdout n=22 hr=0.5
    💬 잎=LONG train n=54 w/l/f=26/6/22 HR=81.2% · 상황별 가중치 wave1=0.19/wave2=0.31/wave3=0.31 [2-x]
    ⚖ wave1=0.1875 wave2=0.3125 wave3=0.3125
    ▸ >0.0037211
    ❌ SHORT flipped ma60_56 train n=34 hr=0.7 · holdout n=34 hr=0.4667
    💬 잎=SHORT train n=34 w/l/f=14/6/14 HR=70.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.70/wave2=0.70/wave3=0.70 [2-x]
    ⚖ wave1=0.7 wave2=0.7 wave3=0.7
  - ▸ 3
    ❌ LONG flipped ma60_57 train n=46 hr=0.6842 · holdout n=0 hr=None
    💬 잎=LONG train n=46 w/l/f=26/12/8 HR=68.4% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.53/wave2=0.37/wave3=0.37 [2-x]
    ⚖ wave1=0.5263 wave2=0.3684 wave3=0.3684
▸ >3
🔀 close_time_overlap == ma60_58 train n=5326 hr=0.5288 · holdout n=2942 hr=0.5252
💬 원자 `close_time_overlap` 분기 == 다갈래, train 분기 score=0.0148, 부모 train HR≈52.9% [2-x]
⚖ wave1=0.4973 wave2=0.4849 wave3=0.4712
- ▸ none
  🔀 downtrend_cascade == ma60_59 train n=3754 hr=0.5447 · holdout n=2118 hr=0.5106
  💬 원자 `downtrend_cascade` 분기 == 다갈래, train 분기 score=0.0096, 부모 train HR≈54.5% [2-x]
  ⚖ wave1=0.5065 wave2=0.4883 wave3=0.4657
  - ▸ False
    🔀 bars_since_hs <= 4.0 ma60_60 train n=3496 hr=0.5529 · holdout n=1980 hr=0.5089
    💬 원자 `bars_since_hs` 분기 <= 4.0, train 분기 score=0.0079, 부모 train HR≈55.3% [2-x]
    ⚖ wave1=0.5121 wave2=0.4926 wave3=0.4685
    ▸ <=4
    🔀 touch_streak_ma60 <= 1.0 ma60_61 train n=62 hr=0.6957 · holdout n=10 hr=0.5
    💬 원자 `touch_streak_ma60` 분기 <= 1.0, train 분기 score=0.0959, 부모 train HR≈69.6% [2-x]
    ⚖ wave1=0.3478 wave2=0.3913 wave3=0.4348
    ▸ <=1
    ❌ LONG ma60_62 train n=34 hr=1.0 · holdout n=4 hr=1.0
    💬 잎=LONG train n=34 w/l/f=20/0/14 HR=100.0% · 상황별 가중치 wave1=0.30/wave2=0.60/wave3=0.80 [2-x]
    ⚖ wave1=0.3 wave2=0.6 wave3=0.8
    ▸ >1
    ❌ SHORT ma60_63 train n=28 hr=0.5385 · holdout n=6 hr=1.0
    💬 잎=SHORT train n=28 w/l/f=14/12/2 HR=53.8% · 상황별 가중치 wave1=0.38/wave2=0.23/wave3=0.15 [2-x]
    ⚖ wave1=0.3846 wave2=0.2308 wave3=0.1538
    ▸ >4
    🔀 mol_per_transition == ma60_64 train n=3434 hr=0.5583 · holdout n=1970 hr=0.509
    💬 원자 `mol_per_transition` 분기 == 다갈래, train 분기 score=0.0060, 부모 train HR≈55.8% [2-x]
    ⚖ wave1=0.5156 wave2=0.4948 wave3=0.4692
    ▸ none
    ⚠️ 관망 ma60_65 train n=3070 hr=0.5662 · holdout n=1736 hr=0.5151
    💬 잎=관망 train n=3070 w/l/f=1044/800/1226 HR=56.6% · 상황별 가중치 wave1=0.51/wave2=0.49/wave3=0.46 [2-x] · [cycle3] holdout n=1060, |hr−0.5|<0.03 → 무엣지 증명, 관망 전환 (베팅 안 함)
    ⚖ wave1=0.513 wave2=0.4881 wave3=0.461
    ▸ to_per
    🔀 bars_since_neck_pullback <= 3.0 ma60_66 train n=162 hr=0.5574 · holdout n=110 hr=0.561
    💬 원자 `bars_since_neck_pullback` 분기 <= 3.0, train 분기 score=0.1265, 부모 train HR≈55.7% [2-x]
    ⚖ wave1=0.5246 wave2=0.5246 wave3=0.5082
    ▸ <=3
    ❌ LONG flipped ma60_67 train n=108 hr=0.5814 · holdout n=88 hr=0.4857
    💬 잎=LONG train n=108 w/l/f=50/36/22 HR=58.1% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.53/wave2=0.53/wave3=0.53 [2-x]
    ⚖ wave1=0.5349 wave2=0.5349 wave3=0.5349
    ▸ >3
    ⚠️ SHORT ma60_68 train n=54 hr=0.8889 · holdout n=22 hr=0.8333
    💬 잎=SHORT train n=54 w/l/f=32/4/18 HR=88.9% · 상황별 가중치 wave1=0.50/wave2=0.50/wave3=0.44 [2-x]
    ⚖ wave1=0.5 wave2=0.5 wave3=0.4444
    ▸ to_mol
    🔀 body_pct <= 0.6842105263158264 ma60_69 train n=202 hr=0.5417 · holdout n=124 hr=0.625
    💬 원자 `body_pct` 분기 <= 0.6842105263158264, train 분기 score=0.1910, 부모 train HR≈54.2% [2-x]
    ⚖ wave1=0.5417 wave2=0.5556 wave3=0.5417
    ▸ <=0.684211
    ❌ SHORT ma60_70 train n=122 hr=0.6667 · holdout n=68 hr=0.4545
    💬 잎=SHORT train n=122 w/l/f=56/28/38 HR=66.7% · 상황별 가중치 wave1=0.52/wave2=0.50/wave3=0.50 [2-x]
    ⚖ wave1=0.5238 wave2=0.5 wave3=0.5
    ▸ >0.684211
    ⚠️ LONG flipped ma60_71 train n=80 hr=0.8333 · holdout n=56 hr=0.7222
    💬 잎=LONG train n=80 w/l/f=50/10/20 HR=83.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.57/wave2=0.63/wave3=0.60 [2-x]
    ⚖ wave1=0.5667 wave2=0.6333 wave3=0.6
  - ▸ True
    🔀 bars_since_mol_per <= 9.0 ma60_72 train n=258 hr=0.5733 · holdout n=138 hr=0.4681
    💬 원자 `bars_since_mol_per` 분기 <= 9.0, train 분기 score=0.1198, 부모 train HR≈57.3% [2-x]
    ⚖ wave1=0.4267 wave2=0.4267 wave3=0.4267
    ▸ <=9
    🔀 pattern_stage == ma60_73 train n=200 hr=0.6364 · holdout n=122 hr=0.4651
    💬 원자 `pattern_stage` 분기 == 다갈래, train 분기 score=0.0625, 부모 train HR≈63.6% [2-x]
    ⚖ wave1=0.3636 wave2=0.3636 wave3=0.3636
    ▸ dt_active
    ❌ LONG flipped ma60_74 train n=40 hr=0.6154 · holdout n=36 hr=0.3125
    💬 잎=LONG train n=40 w/l/f=16/10/14 HR=61.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.38/wave2=0.38/wave3=0.38 [2-x]
    ⚖ wave1=0.3846 wave2=0.3846 wave3=0.3846
    ▸ dt_fresh
    🔀 volume_ratio <= 0.8051926186322349 ma60_75 train n=58 hr=0.6 · holdout n=36 hr=0.4
    💬 원자 `volume_ratio` 분기 <= 0.8051926186322349, train 분기 score=0.1427, 부모 train HR≈60.0% [2-x]
    ⚖ wave1=0.6 wave2=0.6 wave3=0.6
    ▸ <=0.805193
    ❌ SHORT flipped ma60_76 train n=30 hr=0.7692 · holdout n=20 hr=0.5
    💬 잎=SHORT train n=30 w/l/f=20/6/4 HR=76.9% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.77/wave2=0.77/wave3=0.77 [2-x]
    ⚖ wave1=0.7692 wave2=0.7692 wave3=0.7692
    ▸ >0.805193
    ❌ LONG flipped ma60_77 train n=28 hr=0.7143 · holdout n=16 hr=0.75
    💬 잎=LONG train n=28 w/l/f=10/4/14 HR=71.4% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.29/wave2=0.29/wave3=0.29 [2-x]
    ⚖ wave1=0.2857 wave2=0.2857 wave3=0.2857
    ▸ db_active
    🔀 volume_ratio <= 1.2793394348693932 ma60_78 train n=102 hr=0.7879 · holdout n=50 hr=0.5294
    💬 원자 `volume_ratio` 분기 <= 1.2793394348693932, train 분기 score=0.0221, 부모 train HR≈78.8% [2-x]
    ⚖ wave1=0.2121 wave2=0.2121 wave3=0.2121
    ▸ <=1.27934
    ❌ LONG flipped ma60_79 train n=72 hr=0.7308 · holdout n=36 hr=0.5
    💬 잎=LONG train n=72 w/l/f=38/14/20 HR=73.1% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.27/wave2=0.27/wave3=0.27 [2-x]
    ⚖ wave1=0.2692 wave2=0.2692 wave3=0.2692
    ▸ >1.27934
    ❌ LONG ma60_80 train n=30 hr=1.0 · holdout n=14 hr=0.6
    💬 잎=LONG train n=30 w/l/f=14/0/16 HR=100.0% · 상황별 가중치 wave1=0.00/wave2=0.00/wave3=0.00 [2-x]
    ⚖ wave1=0.0 wave2=0.0 wave3=0.0
    ▸ >9
    ❌ SHORT flipped ma60_81 train n=58 hr=0.8889 · holdout n=16 hr=0.5
    💬 잎=SHORT train n=58 w/l/f=16/2/40 HR=88.9% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.89/wave2=0.89/wave3=0.89 [2-x]
    ⚖ wave1=0.8889 wave2=0.8889 wave3=0.8889
- ▸ both
  🔀 reversion_progress <= 0.42410805762209847 ma60_82 train n=730 hr=0.5486 · holdout n=422 hr=0.4429
  💬 원자 `reversion_progress` 분기 <= 0.42410805762209847, train 분기 score=0.0459, 부모 train HR≈54.9% [2-x]
  ⚖ wave1=0.5019 wave2=0.4942 wave3=0.537
  - ▸ <=0.424108
    🔀 gap_5_20 <= 0.002322932486534938 ma60_83 train n=294 hr=0.56 · holdout n=174 hr=0.5079
    💬 5-20 이격% 자유 임계 (docs/16 C-1) <= 0.002322932486534938, train 분기 score=0.1099, 부모 train HR≈56.0% [2-x]
    ⚖ wave1=0.52 wave2=0.5 wave3=0.54
    ▸ <=0.00232293
    🔀 rsi_zone == ma60_84 train n=206 hr=0.6667 · holdout n=114 hr=0.4865
    💬 RSI 구간 — 60선 숏 유효·40 이탈 등 (docs/03 §2) == 다갈래, train 분기 score=0.0450, 부모 train HR≈66.7% [2-x]
    ⚖ wave1=0.5652 wave2=0.5652 wave3=0.5507
    ▸ 50-60
    🔀 bars_since_tp <= 17.0 ma60_85 train n=70 hr=0.6957 · holdout n=56 hr=0.5263
    💬 원자 `bars_since_tp` 분기 <= 17.0, train 분기 score=0.0243, 부모 train HR≈69.6% [2-x]
    ⚖ wave1=0.4348 wave2=0.3478 wave3=0.3913
    ▸ <=17
    ⚠️ SHORT ma60_86 train n=42 hr=0.5333 · holdout n=40 hr=0.6154
    💬 잎=SHORT train n=42 w/l/f=16/14/12 HR=53.3% · 상황별 가중치 wave1=0.40/wave2=0.47/wave3=0.60 [2-x]
    ⚖ wave1=0.4 wave2=0.4667 wave3=0.6
    ▸ >17
    ❌ SHORT ma60_87 train n=28 hr=1.0 · holdout n=16 hr=0.3333
    💬 잎=SHORT train n=28 w/l/f=16/0/12 HR=100.0% · 상황별 가중치 wave1=0.50/wave2=0.12/wave3=0.00 [2-x]
    ⚖ wave1=0.5 wave2=0.125 wave3=0.0
    ▸ 40-50
    🔀 tf15_ma60_blocked == ma60_88 train n=100 hr=0.7576 · holdout n=50 hr=0.4
    💬 원자 `tf15_ma60_blocked` 분기 == 다갈래, train 분기 score=0.0533, 부모 train HR≈75.8% [2-x]
    ⚖ wave1=0.7273 wave2=0.7576 wave3=0.697
    ▸ False
    ❌ SHORT ma60_89 train n=48 hr=1.0 · holdout n=26 hr=0.4444
    💬 잎=SHORT train n=48 w/l/f=22/0/26 HR=100.0% · 상황별 가중치 wave1=0.91/wave2=1.00/wave3=1.00 [2-x]
    ⚖ wave1=0.9091 wave2=1.0 wave3=1.0
    ▸ True
    ❌ SHORT ma60_90 train n=52 hr=0.6364 · holdout n=24 hr=0.3333
    💬 잎=SHORT train n=52 w/l/f=28/16/8 HR=63.6% · 상황별 가중치 wave1=0.64/wave2=0.64/wave3=0.55 [2-x]
    ⚖ wave1=0.6364 wave2=0.6364 wave3=0.5455
    ▸ _other
    ❌ LONG flipped ma60_91 train n=36 hr=0.6154 · holdout n=8 hr=0.3333
    💬 잎=LONG train n=36 w/l/f=16/10/10 HR=61.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.38/wave2=0.46/wave3=0.46 [2-x]
    ⚖ wave1=0.3846 wave2=0.4615 wave3=0.4615
    ▸ >0.00232293
    🔀 bars_since_dt <= 8.0 ma60_92 train n=88 hr=0.6774 · holdout n=60 hr=0.4615
    💬 원자 `bars_since_dt` 분기 <= 8.0, train 분기 score=0.0420, 부모 train HR≈67.7% [2-x]
    ⚖ wave1=0.4194 wave2=0.3548 wave3=0.5161
    ▸ <=8
    ❌ LONG flipped ma60_93 train n=54 hr=0.8333 · holdout n=26 hr=0.4167
    💬 잎=LONG train n=54 w/l/f=30/6/18 HR=83.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.33/wave2=0.28/wave3=0.56 [2-x]
    ⚖ wave1=0.3333 wave2=0.2778 wave3=0.5556
    ▸ >8
    ❌ SHORT ma60_94 train n=34 hr=0.5385 · holdout n=34 hr=0.5
    💬 잎=SHORT train n=34 w/l/f=14/12/8 HR=53.8% · 상황별 가중치 wave1=0.54/wave2=0.46/wave3=0.46 [2-x]
    ⚖ wave1=0.5385 wave2=0.4615 wave3=0.4615
  - ▸ >0.424108
    🔀 pattern_stage == ma60_95 train n=436 hr=0.6178 · holdout n=248 hr=0.4026
    💬 원자 `pattern_stage` 분기 == 다갈래, train 분기 score=0.0326, 부모 train HR≈61.8% [2-x]
    ⚖ wave1=0.4904 wave2=0.4904 wave3=0.535
    ▸ db_active
    🔀 ma_reversion_state == ma60_96 train n=198 hr=0.6757 · holdout n=114 hr=0.5714
    💬 회귀본능 상태 (rec2 44:35) == 다갈래, train 분기 score=0.0187, 부모 train HR≈67.6% [2-x]
    ⚖ wave1=0.4054 wave2=0.5135 wave3=0.6216
    ▸ reconverged
    🔀 seed_3_5 == ma60_97 train n=146 hr=0.7414 · holdout n=80 hr=0.6
    💬 원자 `seed_3_5` 분기 == 다갈래, train 분기 score=0.0085, 부모 train HR≈74.1% [2-x]
    ⚖ wave1=0.4138 wave2=0.5345 wave3=0.6379
    ▸ False
    ⚠️ LONG flipped ma60_98 train n=118 hr=0.8 · holdout n=76 hr=0.6207
    💬 잎=LONG train n=118 w/l/f=72/18/28 HR=80.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.40/wave2=0.56/wave3=0.69 [2-x]
    ⚖ wave1=0.4 wave2=0.5556 wave3=0.6889
    ▸ True
    ❌ LONG ma60_99 train n=28 hr=0.5385 · holdout n=4 hr=0.0
    💬 잎=LONG train n=28 w/l/f=14/12/2 HR=53.8% · 상황별 가중치 wave1=0.46/wave2=0.46/wave3=0.46 [2-x]
    ⚖ wave1=0.4615 wave2=0.4615 wave3=0.4615
    ▸ none
    🔀 wave2_cross_recent == ma60_100 train n=52 hr=0.5625 · holdout n=34 hr=0.6
    💬 원자 `wave2_cross_recent` 분기 == 다갈래, train 분기 score=0.1250, 부모 train HR≈56.2% [2-x]
    ⚖ wave1=0.375 wave2=0.4375 wave3=0.5625
    ▸ dead
    ❌ LONG flipped ma60_101 train n=26 hr=0.625 · holdout n=14 hr=0.5
    💬 잎=LONG train n=26 w/l/f=10/6/10 HR=62.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.38/wave2=0.38/wave3=0.62 [2-x]
    ⚖ wave1=0.375 wave2=0.375 wave3=0.625
    ▸ _other
    ❌ SHORT ma60_102 train n=26 hr=0.75 · holdout n=20 hr=0.6667
    💬 잎=SHORT train n=26 w/l/f=12/4/10 HR=75.0% · 상황별 가중치 wave1=0.38/wave2=0.50/wave3=0.50 [2-x]
    ⚖ wave1=0.375 wave2=0.5 wave3=0.5
    ▸ db_fresh
    🔀 consecutive_bull <= 2.0 ma60_103 train n=140 hr=0.6087 · holdout n=92 hr=0.3226
    💬 원자 `consecutive_bull` 분기 <= 2.0, train 분기 score=0.0877, 부모 train HR≈60.9% [2-x]
    ⚖ wave1=0.5652 wave2=0.5217 wave3=0.3913
    ▸ <=2
    🔀 rsi_holds_recent_low == ma60_104 train n=114 hr=0.6842 · holdout n=76 hr=0.3846
    💬 원자 `rsi_holds_recent_low` 분기 == 다갈래, train 분기 score=0.1053, 부모 train HR≈68.4% [2-x]
    ⚖ wave1=0.6053 wave2=0.5 wave3=0.3684
    ▸ False
    ❌ SHORT flipped ma60_105 train n=36 hr=0.6667 · holdout n=14 hr=0.6
    💬 잎=SHORT train n=36 w/l/f=16/8/12 HR=66.7% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.67/wave2=0.50/wave3=0.42 [2-x]
    ⚖ wave1=0.6667 wave2=0.5 wave3=0.4167
    ▸ True
    ❌ LONG flipped ma60_106 train n=78 hr=0.8462 · holdout n=62 hr=0.381
    💬 잎=LONG train n=78 w/l/f=44/8/26 HR=84.6% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.58/wave2=0.50/wave3=0.35 [2-x]
    ⚖ wave1=0.5769 wave2=0.5 wave3=0.3462
    ▸ >2
    ❌ SHORT ma60_107 train n=26 hr=0.75 · holdout n=16 hr=1.0
    💬 잎=SHORT train n=26 w/l/f=12/4/10 HR=75.0% · 상황별 가중치 wave1=0.38/wave2=0.62/wave3=0.50 [2-x]
    ⚖ wave1=0.375 wave2=0.625 wave3=0.5
    ▸ dt_active
    ❌ LONG flipped ma60_108 train n=36 hr=0.75 · holdout n=18 hr=0.0
    💬 잎=LONG train n=36 w/l/f=18/6/12 HR=75.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.75/wave2=0.58/wave3=0.50 [2-x]
    ⚖ wave1=0.75 wave2=0.5833 wave3=0.5
    ▸ dt_fresh
    ❌ SHORT ma60_109 train n=36 hr=0.5625 · holdout n=20 hr=0.8571
    💬 잎=SHORT train n=36 w/l/f=18/14/4 HR=56.2% · 상황별 가중치 wave1=0.56/wave2=0.38/wave3=0.62 [2-x]
    ⚖ wave1=0.5625 wave2=0.375 wave3=0.625
    ▸ none
    ❌ SHORT flipped ma60_110 train n=26 hr=0.6667 · holdout n=4 hr=1.0
    💬 잎=SHORT train n=26 w/l/f=12/6/8 HR=66.7% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.33/wave2=0.22/wave3=0.44 [2-x]
    ⚖ wave1=0.3333 wave2=0.2222 wave3=0.4444
- ▸ 15m
  🔀 seq_tp_dead == ma60_111 train n=842 hr=0.5345 · holdout n=402 hr=0.5659
  💬 원자 `seq_tp_dead` 분기 == 다갈래, train 분기 score=0.0592, 부모 train HR≈53.5% [2-x]
  ⚖ wave1=0.4545 wave2=0.4618 wave3=0.4327
  - ▸ False
    🔀 close_loc <= 0.0999999999999926 ma60_112 train n=642 hr=0.5814 · holdout n=298 hr=0.5417
    💬 봉 내 마감 위치 — 4-4 품질 (backtest 상단 63%) <= 0.0999999999999926, train 분기 score=0.0394, 부모 train HR≈58.1% [2-x]
    ⚖ wave1=0.4791 wave2=0.4884 wave3=0.4372
    ▸ <=0.1
    🔀 volume_ratio <= 0.5702780621689276 ma60_113 train n=66 hr=0.7222 · holdout n=38 hr=0.3333
    💬 원자 `volume_ratio` 분기 <= 0.5702780621689276, train 분기 score=0.0722, 부모 train HR≈72.2% [2-x]
    ⚖ wave1=0.4444 wave2=0.7222 wave3=0.6111
    ▸ <=0.570278
    ❌ LONG ma60_114 train n=28 hr=1.0 · holdout n=12 hr=0.0
    💬 잎=LONG train n=28 w/l/f=8/0/20 HR=100.0% · 상황별 가중치 wave1=0.75/wave2=1.00/wave3=0.00 [2-x]
    ⚖ wave1=0.75 wave2=1.0 wave3=0.0
    ▸ >0.570278
    ❌ LONG ma60_115 train n=38 hr=0.6429 · holdout n=26 hr=0.375
    💬 잎=LONG train n=38 w/l/f=18/10/10 HR=64.3% · 상황별 가중치 wave1=0.36/wave2=0.64/wave3=0.79 [2-x]
    ⚖ wave1=0.3571 wave2=0.6429 wave3=0.7857
    ▸ >0.1
    🔀 bars_since_db <= 17.0 ma60_116 train n=576 hr=0.6091 · holdout n=260 hr=0.5287
    💬 RSI 쌍바닥 경과봉 (rec2 27:07) <= 17.0, train 분기 score=0.0260, 부모 train HR≈60.9% [2-x]
    ⚖ wave1=0.4822 wave2=0.467 wave3=0.4213
    ▸ <=17
    🔀 bars_since_order_change <= 2.0 ma60_117 train n=520 hr=0.6379 · holdout n=236 hr=0.5256
    💬 원자 `bars_since_order_change` 분기 <= 2.0, train 분기 score=0.0080, 부모 train HR≈63.8% [2-x]
    ⚖ wave1=0.454 wave2=0.477 wave3=0.4138
    ▸ <=2
    ⚠️ SHORT ma60_118 train n=222 hr=0.7424 · holdout n=124 hr=0.5946
    💬 잎=SHORT train n=222 w/l/f=98/34/90 HR=74.2% · 상황별 가중치 wave1=0.48/wave2=0.52/wave3=0.39 [2-x]
    ⚖ wave1=0.4848 wave2=0.5152 wave3=0.3939
    ▸ >2
    ❌ SHORT ma60_119 train n=298 hr=0.5741 · holdout n=112 hr=0.4634
    💬 잎=SHORT train n=298 w/l/f=124/92/82 HR=57.4% · 상황별 가중치 wave1=0.44/wave2=0.45/wave3=0.43 [2-x]
    ⚖ wave1=0.4352 wave2=0.4537 wave3=0.4259
    ▸ >17
    🔀 gap_20_60 <= 0.0008411769065405938 ma60_120 train n=56 hr=0.6087 · holdout n=24 hr=0.4444
    💬 원자 `gap_20_60` 분기 <= 0.0008411769065405938, train 분기 score=0.1696, 부모 train HR≈60.9% [2-x]
    ⚖ wave1=0.6957 wave2=0.3913 wave3=0.4783
    ▸ <=0.000841177
    ⚠️ LONG flipped ma60_121 train n=30 hr=0.8462 · holdout n=4 hr=1.0
    💬 잎=LONG train n=30 w/l/f=22/4/4 HR=84.6% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.69/wave2=0.31/wave3=0.38 [2-x]
    ⚖ wave1=0.6923 wave2=0.3077 wave3=0.3846
    ▸ >0.000841177
    ⚠️ SHORT ma60_122 train n=26 hr=0.7 · holdout n=20 hr=0.625
    💬 잎=SHORT train n=26 w/l/f=14/6/6 HR=70.0% · 상황별 가중치 wave1=0.70/wave2=0.50/wave3=0.60 [2-x]
    ⚖ wave1=0.7 wave2=0.5 wave3=0.6
  - ▸ True
    🔀 bars_since_mol_per <= 33.0 ma60_123 train n=200 hr=0.6333 · holdout n=104 hr=0.3636
    💬 원자 `bars_since_mol_per` 분기 <= 33.0, train 분기 score=0.0701, 부모 train HR≈63.3% [2-x]
    ⚖ wave1=0.3667 wave2=0.3667 wave3=0.4167
    ▸ <=33
    🔀 rsi_below_60_streak <= 7.0 ma60_124 train n=172 hr=0.6552 · holdout n=98 hr=0.3438
    💬 원자 `rsi_below_60_streak` 분기 <= 7.0, train 분기 score=0.0535, 부모 train HR≈65.5% [2-x]
    ⚖ wave1=0.3448 wave2=0.3448 wave3=0.431
    ▸ <=7
    ❌ SHORT flipped ma60_125 train n=36 hr=0.6154 · holdout n=20 hr=0.2857
    💬 잎=SHORT train n=36 w/l/f=16/10/10 HR=61.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.62/wave2=0.77/wave3=0.31 [2-x]
    ⚖ wave1=0.6154 wave2=0.7692 wave3=0.3077
    ▸ >7
    🔀 rsi_vs_prev_candle == ma60_126 train n=136 hr=0.7333 · holdout n=78 hr=0.24
    💬 원자 `rsi_vs_prev_candle` 분기 == 다갈래, train 분기 score=0.0347, 부모 train HR≈73.3% [2-x]
    ⚖ wave1=0.2667 wave2=0.2222 wave3=0.4667
    ▸ lower
    ❌ LONG flipped ma60_127 train n=100 hr=0.8286 · holdout n=58 hr=0.1765
    💬 잎=LONG train n=100 w/l/f=58/12/30 HR=82.9% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.17/wave2=0.14/wave3=0.46 [2-x]
    ⚖ wave1=0.1714 wave2=0.1429 wave3=0.4571
    ▸ higher
    ⚠️ SHORT flipped ma60_128 train n=36 hr=0.6 · holdout n=20 hr=0.625
    💬 잎=SHORT train n=36 w/l/f=12/8/16 HR=60.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.60/wave2=0.50/wave3=0.50 [2-x]
    ⚖ wave1=0.6 wave2=0.5 wave3=0.5
    ▸ >33
    ⚠️ 관망 ma60_129 train n=28 hr=1.0 · holdout n=6 hr=0.0
    💬 잎=관망 train n=28 w/l/f=4/0/24 HR=100.0% · 상황별 가중치 wave1=1.00/wave2=1.00/wave3=0.00 [2-x]
    ⚖ wave1=1.0 wave2=1.0 wave3=0.0

20선 트리거 (3-x)

depth=6 · leaves=90 · ✅=3 · flipped=45 · validated holdout n=98 hr=0.8125

🔀 close_time_overlap == ma20_1 train n=16896 hr=0.5084 · holdout n=8262 hr=0.5116

💬 원자 `close_time_overlap` 분기 == 다갈래, train 분기 score=0.0158, 부모 train HR≈50.8% [3-x]

⚖ wave1=0.508 wave2=0.499 wave3=0.4938

▸ none
🔀 bars_since_neck_pullback <= 14.0 ma20_2 train n=11750 hr=0.5243 · holdout n=5734 hr=0.5019
💬 원자 `bars_since_neck_pullback` 분기 <= 14.0, train 분기 score=0.0083, 부모 train HR≈52.4% [3-x]
⚖ wave1=0.5084 wave2=0.5023 wave3=0.4908
- ▸ <=14
  🔀 reversion_progress <= 0.46299164470681975 ma20_3 train n=10726 hr=0.5311 · holdout n=5248 hr=0.5021
  💬 원자 `reversion_progress` 분기 <= 0.46299164470681975, train 분기 score=0.0053, 부모 train HR≈53.1% [3-x]
  ⚖ wave1=0.5083 wave2=0.5053 wave3=0.4944
  - ▸ <=0.462992
    🔀 volume_ratio <= 0.7346965516205607 ma20_4 train n=2146 hr=0.5138 · holdout n=1072 hr=0.4545
    💬 원자 `volume_ratio` 분기 <= 0.7346965516205607, train 분기 score=0.0506, 부모 train HR≈51.4% [3-x]
    ⚖ wave1=0.4862 wave2=0.5076 wave3=0.4832
    ▸ <=0.734697
    🔀 bars_since_mol_per <= 16.0 ma20_5 train n=860 hr=0.5679 · holdout n=414 hr=0.5537
    💬 원자 `bars_since_mol_per` 분기 <= 16.0, train 분기 score=0.0398, 부모 train HR≈56.8% [3-x]
    ⚖ wave1=0.4691 wave2=0.5185 wave3=0.4979
    ▸ <=16
    🔀 rsi <= 44.456274905726495 ma20_6 train n=616 hr=0.6162 · holdout n=258 hr=0.5517
    💬 원자 `rsi` 분기 <= 44.456274905726495, train 분기 score=0.0163, 부모 train HR≈61.6% [3-x]
    ⚖ wave1=0.4595 wave2=0.5135 wave3=0.5135
    ▸ <=44.4563
    ❌ LONG flipped ma20_7 train n=62 hr=0.5789 · holdout n=20 hr=0.6667
    💬 잎=LONG train n=62 w/l/f=22/16/24 HR=57.9% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.68/wave2=0.53/wave3=0.47 [3-x]
    ⚖ wave1=0.6842 wave2=0.5263 wave3=0.4737
    ▸ >44.4563
    ⚠️ SHORT ma20_8 train n=554 hr=0.6386 · holdout n=238 hr=0.5679
    💬 잎=SHORT train n=554 w/l/f=212/120/222 HR=63.9% · 상황별 가중치 wave1=0.43/wave2=0.51/wave3=0.52 [3-x]
    ⚖ wave1=0.4337 wave2=0.512 wave3=0.5181
    ▸ >16
    🔀 touch_streak_ma5 <= 0.0 ma20_9 train n=244 hr=0.5862 · holdout n=156 hr=0.4412
    💬 원자 `touch_streak_ma5` 분기 <= 0.0, train 분기 score=0.1165, 부모 train HR≈58.6% [3-x]
    ⚖ wave1=0.5 wave2=0.5345 wave3=0.4483
    ▸ <=0
    ⚠️ SHORT ma20_10 train n=108 hr=0.6522 · holdout n=74 hr=0.6
    💬 잎=SHORT train n=108 w/l/f=30/16/62 HR=65.2% · 상황별 가중치 wave1=0.52/wave2=0.57/wave3=0.48 [3-x]
    ⚖ wave1=0.5217 wave2=0.5652 wave3=0.4783
    ▸ >0
    ❌ LONG flipped ma20_11 train n=136 hr=0.7429 · holdout n=82 hr=0.4737
    💬 잎=LONG train n=136 w/l/f=52/18/66 HR=74.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.49/wave2=0.51/wave3=0.43 [3-x]
    ⚖ wave1=0.4857 wave2=0.5143 wave3=0.4286
    ▸ >0.734697
    🔀 bars_since_db <= 2.0 ma20_12 train n=1286 hr=0.562 · holdout n=658 hr=0.4591
    💬 RSI 쌍바닥 경과봉 (rec2 27:07) <= 2.0, train 분기 score=0.0386, 부모 train HR≈56.2% [3-x]
    ⚖ wave1=0.4964 wave2=0.5012 wave3=0.4745
    ▸ <=2
    🔀 macd2_gap <= 0.00026421537154234056 ma20_13 train n=310 hr=0.587 · holdout n=146 hr=0.5306
    💬 원자 `macd2_gap` 분기 <= 0.00026421537154234056, train 분기 score=0.0663, 부모 train HR≈58.7% [3-x]
    ⚖ wave1=0.4783 wave2=0.6087 wave3=0.6087
    ▸ <=0.000264215
    ❌ SHORT ma20_14 train n=156 hr=0.7561 · holdout n=72 hr=0.32
    💬 잎=SHORT train n=156 w/l/f=62/20/74 HR=75.6% · 상황별 가중치 wave1=0.37/wave2=0.68/wave3=0.68 [3-x]
    ⚖ wave1=0.3659 wave2=0.6829 wave3=0.6829
    ▸ >0.000264215
    ❌ LONG flipped ma20_15 train n=154 hr=0.549 · holdout n=74 hr=0.25
    💬 잎=LONG train n=154 w/l/f=56/46/52 HR=54.9% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.57/wave2=0.55/wave3=0.55 [3-x]
    ⚖ wave1=0.5686 wave2=0.549 wave3=0.549
    ▸ >2
    🔀 consecutive_bull <= 2.0 ma20_16 train n=976 hr=0.605 · holdout n=512 hr=0.4561
    💬 원자 `consecutive_bull` 분기 <= 2.0, train 분기 score=0.0192, 부모 train HR≈60.5% [3-x]
    ⚖ wave1=0.5016 wave2=0.4702 wave3=0.4357
    ▸ <=2
    ❌ LONG flipped ma20_17 train n=868 hr=0.6299 · holdout n=440 hr=0.4558
    💬 잎=LONG train n=868 w/l/f=354/208/306 HR=63.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.50/wave2=0.46/wave3=0.43 [3-x]
    ⚖ wave1=0.5018 wave2=0.4591 wave3=0.4342
    ▸ >2
    ❌ SHORT flipped ma20_18 train n=108 hr=0.5789 · holdout n=72 hr=0.5417
    💬 잎=SHORT train n=108 w/l/f=44/32/32 HR=57.9% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.50/wave2=0.55/wave3=0.45 [3-x]
    ⚖ wave1=0.5 wave2=0.5526 wave3=0.4474
  - ▸ >0.462992
    🔀 bars_since_price_db <= 32.0 ma20_19 train n=8580 hr=0.542 · holdout n=4176 hr=0.491
    💬 가격 쌍바닥 경과봉 (양곡선 패턴, docs/16 D) <= 32.0, train 분기 score=0.0053, 부모 train HR≈54.2% [3-x]
    ⚖ wave1=0.5136 wave2=0.5047 wave3=0.4972
    ▸ <=32
    🔀 bars_since_price_tp <= 24.0 ma20_20 train n=540 hr=0.5289 · holdout n=26 hr=0.4
    💬 원자 `bars_since_price_tp` 분기 <= 24.0, train 분기 score=0.0734, 부모 train HR≈52.9% [3-x]
    ⚖ wave1=0.5022 wave2=0.44 wave3=0.4844
    ▸ <=24
    ⚠️ SHORT ma20_21 train n=60 hr=0.8148 · holdout n=0 hr=None
    💬 잎=SHORT train n=60 w/l/f=44/10/6 HR=81.5% · 상황별 가중치 wave1=0.37/wave2=0.15/wave3=0.30 [3-x]
    ⚖ wave1=0.3704 wave2=0.1481 wave3=0.2963
    ▸ >24
    🔀 wave12_lag_bars <= 18.0 ma20_22 train n=480 hr=0.5758 · holdout n=26 hr=0.4
    💬 원자 `wave12_lag_bars` 분기 <= 18.0, train 분기 score=0.0302, 부모 train HR≈57.6% [3-x]
    ⚖ wave1=0.5202 wave2=0.4798 wave3=0.5101
    ▸ <=18
    ❌ LONG flipped ma20_23 train n=398 hr=0.6084 · holdout n=24 hr=0.4444
    💬 잎=LONG train n=398 w/l/f=202/130/66 HR=60.8% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.51/wave2=0.49/wave3=0.53 [3-x]
    ⚖ wave1=0.506 wave2=0.494 wave3=0.5301
    ▸ >18
    ❌ SHORT ma20_24 train n=82 hr=0.5938 · holdout n=2 hr=1.0
    💬 잎=SHORT train n=82 w/l/f=38/26/18 HR=59.4% · 상황별 가중치 wave1=0.59/wave2=0.41/wave3=0.41 [3-x]
    ⚖ wave1=0.5938 wave2=0.4062 wave3=0.4062
    ▸ >32
    🔀 rsi <= 43.15128397549573 ma20_25 train n=8040 hr=0.5485 · holdout n=4150 hr=0.4901
    💬 원자 `rsi` 분기 <= 43.15128397549573, train 분기 score=0.0051, 부모 train HR≈54.8% [3-x]
    ⚖ wave1=0.5147 wave2=0.5106 wave3=0.4984
    ▸ <=43.1513
    🔀 volume_ratio <= 0.5423970571216529 ma20_26 train n=806 hr=0.5231 · holdout n=426 hr=0.5333
    💬 원자 `volume_ratio` 분기 <= 0.5423970571216529, train 분기 score=0.0688, 부모 train HR≈52.3% [3-x]
    ⚖ wave1=0.4731 wave2=0.5 wave3=0.5231
    ▸ <=0.542397
    ❌ SHORT ma20_27 train n=242 hr=0.6098 · holdout n=134 hr=0.439
    💬 잎=SHORT train n=242 w/l/f=100/64/78 HR=61.0% · 상황별 가중치 wave1=0.50/wave2=0.51/wave3=0.57 [3-x]
    ⚖ wave1=0.5 wave2=0.5122 wave3=0.5732
    ▸ >0.542397
    ❌ LONG flipped ma20_28 train n=564 hr=0.5843 · holdout n=292 hr=0.5213
    💬 잎=LONG train n=564 w/l/f=208/148/208 HR=58.4% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.46/wave2=0.49/wave3=0.50 [3-x]
    ⚖ wave1=0.4607 wave2=0.4944 wave3=0.5
    ▸ >43.1513
    ⚠️ 관망 ma20_29 train n=7234 hr=0.557 · holdout n=3724 hr=0.4928
    💬 잎=관망 train n=7234 w/l/f=2444/1944/2846 HR=55.7% · 상황별 가중치 wave1=0.52/wave2=0.51/wave3=0.50 [3-x] · [cycle3] holdout n=2366, |hr−0.5|<0.03 → 무엣지 증명, 관망 전환 (베팅 안 함)
    ⚖ wave1=0.5196 wave2=0.5119 wave3=0.4954
- ▸ >14
  🔀 bars_since_db <= 1.0 ma20_30 train n=1024 hr=0.5481 · holdout n=486 hr=0.5
  💬 RSI 쌍바닥 경과봉 (rec2 27:07) <= 1.0, train 분기 score=0.0386, 부모 train HR≈54.8% [3-x]
  ⚖ wave1=0.5096 wave2=0.4712 wave3=0.4519
  - ▸ <=1
    🔀 rsi_rebound <= 14.443223695492527 ma20_31 train n=240 hr=0.5909 · holdout n=98 hr=0.4412
    💬 원자 `rsi_rebound` 분기 <= 14.443223695492527, train 분기 score=0.0808, 부모 train HR≈59.1% [3-x]
    ⚖ wave1=0.5 wave2=0.4697 wave3=0.4697
    ▸ <=14.4432
    🔀 wave12_lag_bars <= 6.0 ma20_32 train n=170 hr=0.6977 · holdout n=74 hr=0.5
    💬 원자 `wave12_lag_bars` 분기 <= 6.0, train 분기 score=0.0203, 부모 train HR≈69.8% [3-x]
    ⚖ wave1=0.4419 wave2=0.5349 wave3=0.4884
    ▸ <=6
    ❌ LONG flipped ma20_33 train n=38 hr=0.5556 · holdout n=24 hr=0.7143
    💬 잎=LONG train n=38 w/l/f=10/8/20 HR=55.6% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.67/wave2=0.78/wave3=0.22 [3-x]
    ⚖ wave1=0.6667 wave2=0.7778 wave3=0.2222
    ▸ >6
    ⚠️ SHORT ma20_35 train n=132 hr=0.7647 · holdout n=50 hr=0.5882
    💬 병합(§F): `wave23_lag_bars` 분기 자식 2개 동일 SHORT · |ΔHR|≤0.08 · 잎=SHORT train n=46 w/l/f=22/10/14 HR=68.8% · 상황별 가중치 wave1=0.38/wave2=0.56/wave3=0.56 [3-x]
    ⚖ wave1=0.375 wave2=0.5625 wave3=0.5625
    ▸ >14.4432
    🔀 wave23_lag_bars <= 22.0 ma20_37 train n=70 hr=0.6087 · holdout n=24 hr=0.7
    💬 원자 `wave23_lag_bars` 분기 <= 22.0, train 분기 score=0.1280, 부모 train HR≈60.9% [3-x]
    ⚖ wave1=0.6087 wave2=0.3478 wave3=0.4348
    ▸ <=22
    ❌ LONG ma20_38 train n=44 hr=0.75 · holdout n=14 hr=0.6667
    💬 잎=LONG train n=44 w/l/f=24/8/12 HR=75.0% · 상황별 가중치 wave1=0.75/wave2=0.38/wave3=0.31 [3-x]
    ⚖ wave1=0.75 wave2=0.375 wave3=0.3125
    ▸ >22
    ❌ SHORT flipped ma20_39 train n=26 hr=0.7143 · holdout n=10 hr=0.25
    💬 잎=SHORT train n=26 w/l/f=10/4/12 HR=71.4% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.29/wave2=0.29/wave3=0.71 [3-x]
    ⚖ wave1=0.2857 wave2=0.2857 wave3=0.7143
  - ▸ >1
    🔀 volume_ratio <= 0.27517351939050333 ma20_40 train n=784 hr=0.5854 · holdout n=388 hr=0.4859
    💬 원자 `volume_ratio` 분기 <= 0.27517351939050333, train 분기 score=0.0244, 부모 train HR≈58.5% [3-x]
    ⚖ wave1=0.5122 wave2=0.4715 wave3=0.4472
    ▸ <=0.275174
    🔀 gap_5_60 <= 0.0026074012048459445 ma20_41 train n=80 hr=0.6154 · holdout n=48 hr=0.55
    💬 원자 `gap_5_60` 분기 <= 0.0026074012048459445, train 분기 score=0.1141, 부모 train HR≈61.5% [3-x]
    ⚖ wave1=0.3846 wave2=0.4615 wave3=0.6154
    ▸ <=0.0026074
    ❌ LONG ma20_42 train n=26 hr=0.7143 · holdout n=8 hr=0.3333
    💬 잎=LONG train n=26 w/l/f=10/4/12 HR=71.4% · 상황별 가중치 wave1=0.57/wave2=0.43/wave3=0.43 [3-x]
    ⚖ wave1=0.5714 wave2=0.4286 wave3=0.4286
    ▸ >0.0026074
    🔀 gap_5_20 <= 0.0005593316340969372 ma20_43 train n=54 hr=0.7368 · holdout n=40 hr=0.5294
    💬 5-20 이격% 자유 임계 (docs/16 C-1) <= 0.0005593316340969372, train 분기 score=0.0780, 부모 train HR≈73.7% [3-x]
    ⚖ wave1=0.3158 wave2=0.4737 wave3=0.6842
    ▸ <=0.000559332
    ❌ SHORT flipped ma20_44 train n=28 hr=1.0 · holdout n=14 hr=0.7143
    💬 잎=SHORT train n=28 w/l/f=12/0/16 HR=100.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.00/wave2=0.17/wave3=1.00 [3-x]
    ⚖ wave1=0.0 wave2=0.1667 wave3=1.0
    ▸ >0.000559332
    ❌ SHORT flipped ma20_45 train n=26 hr=0.6154 · holdout n=26 hr=0.4
    💬 잎=SHORT train n=26 w/l/f=16/10/0 HR=61.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.46/wave2=0.62/wave3=0.54 [3-x]
    ⚖ wave1=0.4615 wave2=0.6154 wave3=0.5385
    ▸ >0.275174
    🔀 consecutive_bull <= 2.0 ma20_46 train n=704 hr=0.6091 · holdout n=340 hr=0.4918
    💬 원자 `consecutive_bull` 분기 <= 2.0, train 분기 score=0.0273, 부모 train HR≈60.9% [3-x]
    ⚖ wave1=0.5273 wave2=0.4727 wave3=0.4273
    ▸ <=2
    🔀 bars_since_hs <= 21.0 ma20_47 train n=654 hr=0.6256 · holdout n=316 hr=0.4867
    💬 원자 `bars_since_hs` 분기 <= 21.0, train 분기 score=0.0144, 부모 train HR≈62.6% [3-x]
    ⚖ wave1=0.5403 wave2=0.4597 wave3=0.4123
    ▸ <=21
    ❌ SHORT ma20_48 train n=36 hr=0.6154 · holdout n=14 hr=0.4
    💬 잎=SHORT train n=36 w/l/f=16/10/10 HR=61.5% · 상황별 가중치 wave1=0.69/wave2=0.54/wave3=0.31 [3-x]
    ⚖ wave1=0.6923 wave2=0.5385 wave3=0.3077
    ▸ >21
    ❌ LONG flipped ma20_49 train n=618 hr=0.6414 · holdout n=302 hr=0.4815
    💬 잎=LONG train n=618 w/l/f=254/142/222 HR=64.1% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.53/wave2=0.45/wave3=0.42 [3-x]
    ⚖ wave1=0.5303 wave2=0.4545 wave3=0.4192
    ▸ >2
    ❌ SHORT flipped ma20_50 train n=50 hr=0.7778 · holdout n=24 hr=0.4444
    💬 잎=SHORT train n=50 w/l/f=14/4/32 HR=77.8% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.22/wave2=0.78/wave3=0.78 [3-x]
    ⚖ wave1=0.2222 wave2=0.7778 wave3=0.7778
▸ 15m
🔀 bars_since_db <= 3.0 ma20_51 train n=2674 hr=0.5174 · holdout n=1310 hr=0.4229
💬 RSI 쌍바닥 경과봉 (rec2 27:07) <= 3.0, train 분기 score=0.0359, 부모 train HR≈51.7% [3-x]
⚖ wave1=0.5073 wave2=0.4871 wave3=0.5051
- ▸ <=3
  🔀 community_recent == ma20_52 train n=988 hr=0.5485 · holdout n=448 hr=0.6395
  💬 원자 `community_recent` 분기 == 다갈래, train 분기 score=0.0337, 부모 train HR≈54.8% [3-x]
  ⚖ wave1=0.5 wave2=0.5 wave3=0.5455
  - ▸ candle_bear,neck
    🔀 gap_20_60 <= 0.003417496881204679 ma20_53 train n=222 hr=0.5946 · holdout n=118 hr=0.6571
    💬 원자 `gap_20_60` 분기 <= 0.003417496881204679, train 분기 score=0.0419, 부모 train HR≈59.5% [3-x]
    ⚖ wave1=0.5541 wave2=0.5135 wave3=0.5135
    ▸ <=0.0034175
    🔀 bars_since_neck_pullback <= 0.0 ma20_54 train n=156 hr=0.6667 · holdout n=86 hr=0.625
    💬 원자 `bars_since_neck_pullback` 분기 <= 0.0, train 분기 score=0.0408, 부모 train HR≈66.7% [3-x]
    ⚖ wave1=0.5882 wave2=0.451 wave3=0.451
    ▸ <=0
    🔀 reversion_progress <= 0.7858624513514515 ma20_55 train n=54 hr=0.5556 · holdout n=18 hr=0.3333
    💬 원자 `reversion_progress` 분기 <= 0.7858624513514515, train 분기 score=0.2185, 부모 train HR≈55.6% [3-x]
    ⚖ wave1=0.6111 wave2=0.5 wave3=0.5556
    ▸ <=0.785862
    ❌ SHORT ma20_56 train n=28 hr=0.75 · holdout n=10 hr=0.75
    💬 잎=SHORT train n=28 w/l/f=12/4/12 HR=75.0% · 상황별 가중치 wave1=0.62/wave2=0.25/wave3=0.62 [3-x]
    ⚖ wave1=0.625 wave2=0.25 wave3=0.625
    ▸ >0.785862
    ❌ LONG flipped ma20_57 train n=26 hr=0.8 · holdout n=8 hr=0.5
    💬 잎=LONG train n=26 w/l/f=16/4/6 HR=80.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.60/wave2=0.70/wave3=0.50 [3-x]
    ⚖ wave1=0.6 wave2=0.7 wave3=0.5
    ▸ >0
    ⚠️ SHORT ma20_59 train n=102 hr=0.7879 · holdout n=68 hr=0.6111
    💬 병합(§F): `bars_since_order_change` 분기 자식 2개 동일 SHORT · |ΔHR|≤0.08 · 잎=SHORT train n=62 w/l/f=34/14/14 HR=70.8% · 상황별 가중치 wave1=0.54/wave2=0.38/wave3=0.42 [3-x]
    ⚖ wave1=0.5417 wave2=0.375 wave3=0.4167
    ▸ >0.0034175
    🔀 wave_order_ok == ma20_61 train n=66 hr=0.5652 · holdout n=32 hr=0.2727
    💬 원자 `wave_order_ok` 분기 == 다갈래, train 분기 score=0.1611, 부모 train HR≈56.5% [3-x]
    ⚖ wave1=0.4783 wave2=0.6522 wave3=0.6522
    ▸ False
    ❌ LONG flipped ma20_62 train n=26 hr=0.8182 · holdout n=10 hr=0.25
    💬 잎=LONG train n=26 w/l/f=18/4/4 HR=81.8% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.55/wave2=0.91/wave3=0.82 [3-x]
    ⚖ wave1=0.5455 wave2=0.9091 wave3=0.8182
    ▸ True
    ❌ SHORT ma20_63 train n=40 hr=0.6667 · holdout n=22 hr=0.7143
    💬 잎=SHORT train n=40 w/l/f=16/8/16 HR=66.7% · 상황별 가중치 wave1=0.42/wave2=0.42/wave3=0.50 [3-x]
    ⚖ wave1=0.4167 wave2=0.4167 wave3=0.5
  - ▸ candle_bear,candle_bull
    🔀 body_pct <= 0.625000000000005 ma20_64 train n=490 hr=0.5385 · holdout n=230 hr=0.4026
    💬 원자 `body_pct` 분기 <= 0.625000000000005, train 분기 score=0.0554, 부모 train HR≈53.8% [3-x]
    ⚖ wave1=0.5192 wave2=0.4872 wave3=0.5256
    ▸ <=0.625
    🔀 wave12_lag_bars <= 10.0 ma20_65 train n=296 hr=0.5495 · holdout n=136 hr=0.7045
    💬 원자 `wave12_lag_bars` 분기 <= 10.0, train 분기 score=0.0997, 부모 train HR≈54.9% [3-x]
    ⚖ wave1=0.5165 wave2=0.4286 wave3=0.5055
    ▸ <=10
    🔀 alignment_detail == ma20_66 train n=166 hr=0.68 · holdout n=68 hr=0.8
    💬 이평 배열 6순열 분기 (docs/16 A-4, 2-3 정배열 57~60% 확인) == 다갈래, train 분기 score=0.0395, 부모 train HR≈68.0% [3-x]
    ⚖ wave1=0.5 wave2=0.38 wave3=0.5
    ▸ align_60_20_5
    ✅ SHORT flipped ma20_67 train n=72 hr=0.7619 · holdout n=34 hr=0.8182
    💬 잎=SHORT train n=72 w/l/f=32/10/30 HR=76.2% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.29/wave2=0.24/wave3=0.67 [3-x]
    ⚖ wave1=0.2857 wave2=0.2381 wave3=0.6667
    ▸ align_60_5_20
    ❌ SHORT ma20_68 train n=32 hr=0.6667 · holdout n=14 hr=1.0
    💬 잎=SHORT train n=32 w/l/f=12/6/14 HR=66.7% · 상황별 가중치 wave1=0.33/wave2=0.33/wave3=0.44 [3-x]
    ⚖ wave1=0.3333 wave2=0.3333 wave3=0.4444
    ▸ align_5_20_60
    ❌ SHORT ma20_69 train n=36 hr=0.75 · holdout n=12 hr=1.0
    💬 잎=SHORT train n=36 w/l/f=18/6/12 HR=75.0% · 상황별 가중치 wave1=0.92/wave2=0.50/wave3=0.25 [3-x]
    ⚖ wave1=0.9167 wave2=0.5 wave3=0.25
    ▸ _other
    ❌ LONG flipped ma20_70 train n=26 hr=0.625 · holdout n=8 hr=0.6667
    💬 잎=LONG train n=26 w/l/f=10/6/10 HR=62.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.62/wave2=0.62/wave3=0.50 [3-x]
    ⚖ wave1=0.625 wave2=0.625 wave3=0.5
    ▸ >10
    🔀 bars_since_mol_per <= 4.0 ma20_71 train n=130 hr=0.6098 · holdout n=68 hr=0.375
    💬 원자 `bars_since_mol_per` 분기 <= 4.0, train 분기 score=0.0957, 부모 train HR≈61.0% [3-x]
    ⚖ wave1=0.5366 wave2=0.4878 wave3=0.5122
    ▸ <=4
    ✅ SHORT ma20_72 train n=62 hr=0.5652 · holdout n=34 hr=0.8182
    💬 잎=SHORT train n=62 w/l/f=26/20/16 HR=56.5% · 상황별 가중치 wave1=0.52/wave2=0.48/wave3=0.52 [3-x]
    ⚖ wave1=0.5217 wave2=0.4783 wave3=0.5217
    ▸ >4
    ❌ LONG flipped ma20_73 train n=68 hr=0.8333 · holdout n=34 hr=0.5385
    💬 잎=LONG train n=68 w/l/f=30/6/32 HR=83.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.56/wave2=0.50/wave3=0.50 [3-x]
    ⚖ wave1=0.5556 wave2=0.5 wave3=0.5
    ▸ >0.625
    🔀 seed_3_5 == ma20_74 train n=194 hr=0.6615 · holdout n=94 hr=0.5455
    💬 원자 `seed_3_5` 분기 == 다갈래, train 분기 score=0.0464, 부모 train HR≈66.2% [3-x]
    ⚖ wave1=0.5231 wave2=0.5692 wave3=0.5538
    ▸ False
    🔀 converged == ma20_75 train n=168 hr=0.7143 · holdout n=88 hr=0.5333
    💬 5-20 겹침 여부 — 겹침 시 1파 중심 (rec2 11:23) == 다갈래, train 분기 score=0.0220, 부모 train HR≈71.4% [3-x]
    ⚖ wave1=0.5357 wave2=0.5536 wave3=0.5179
    ▸ True
    ❌ LONG flipped ma20_76 train n=138 hr=0.7778 · holdout n=80 hr=0.5385
    💬 잎=LONG train n=138 w/l/f=70/20/48 HR=77.8% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.53/wave2=0.58/wave3=0.53 [3-x]
    ⚖ wave1=0.5333 wave2=0.5778 wave3=0.5333
    ▸ False
    ❌ SHORT ma20_77 train n=30 hr=0.5455 · holdout n=8 hr=0.5
    💬 잎=SHORT train n=30 w/l/f=12/10/8 HR=54.5% · 상황별 가중치 wave1=0.55/wave2=0.45/wave3=0.45 [3-x]
    ⚖ wave1=0.5455 wave2=0.4545 wave3=0.4545
    ▸ True
    ❌ SHORT ma20_78 train n=26 hr=0.6667 · holdout n=6 hr=0.3333
    💬 잎=SHORT train n=26 w/l/f=12/6/8 HR=66.7% · 상황별 가중치 wave1=0.44/wave2=0.67/wave3=0.78 [3-x]
    ⚖ wave1=0.4444 wave2=0.6667 wave3=0.7778
  - ▸ candle_bull,neck
    🔀 rsi <= 57.337389553232036 ma20_79 train n=276 hr=0.65 · holdout n=100 hr=0.7143
    💬 원자 `rsi` 분기 <= 57.337389553232036, train 분기 score=0.0205, 부모 train HR≈65.0% [3-x]
    ⚖ wave1=0.43 wave2=0.51 wave3=0.6
    ▸ <=57.3374
    🔀 rsi_rebound <= 10.678981415472776 ma20_80 train n=250 hr=0.6778 · holdout n=94 hr=0.6875
    💬 원자 `rsi_rebound` 분기 <= 10.678981415472776, train 분기 score=0.0072, 부모 train HR≈67.8% [3-x]
    ⚖ wave1=0.4222 wave2=0.5333 wave3=0.6333
    ▸ <=10.679
    🔀 alignment_detail == ma20_81 train n=176 hr=0.7288 · holdout n=62 hr=0.8
    💬 이평 배열 6순열 분기 (docs/16 A-4, 2-3 정배열 57~60% 확인) == 다갈래, train 분기 score=0.0209, 부모 train HR≈72.9% [3-x]
    ⚖ wave1=0.4068 wave2=0.4746 wave3=0.5763
    ▸ align_20_5_60
    ❌ LONG flipped ma20_82 train n=32 hr=0.5455 · holdout n=2 hr=1.0
    💬 잎=LONG train n=32 w/l/f=12/10/10 HR=54.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.09/wave2=0.55/wave3=0.64 [3-x]
    ⚖ wave1=0.0909 wave2=0.5455 wave3=0.6364
    ▸ align_5_20_60
    ❌ SHORT ma20_83 train n=44 hr=0.7143 · holdout n=10 hr=1.0
    💬 잎=SHORT train n=44 w/l/f=20/8/16 HR=71.4% · 상황별 가중치 wave1=0.64/wave2=0.71/wave3=0.57 [3-x]
    ⚖ wave1=0.6429 wave2=0.7143 wave3=0.5714
    ▸ align_60_5_20
    ✅ SHORT ma20_84 train n=38 hr=0.9091 · holdout n=30 hr=0.8
    💬 잎=SHORT train n=38 w/l/f=20/2/16 HR=90.9% · 상황별 가중치 wave1=0.36/wave2=0.18/wave3=0.45 [3-x]
    ⚖ wave1=0.3636 wave2=0.1818 wave3=0.4545
    ▸ align_60_20_5
    ❌ SHORT ma20_85 train n=62 hr=0.7826 · holdout n=20 hr=0.8571
    💬 잎=SHORT train n=62 w/l/f=36/10/16 HR=78.3% · 상황별 가중치 wave1=0.43/wave2=0.43/wave3=0.61 [3-x]
    ⚖ wave1=0.4348 wave2=0.4348 wave3=0.6087
    ▸ >10.679
    🔀 bars_since_dt <= 5.0 ma20_86 train n=74 hr=0.5806 · holdout n=32 hr=0.5
    💬 원자 `bars_since_dt` 분기 <= 5.0, train 분기 score=0.1946, 부모 train HR≈58.1% [3-x]
    ⚖ wave1=0.4516 wave2=0.6452 wave3=0.7419
    ▸ <=5
    ❌ SHORT ma20_87 train n=48 hr=0.7619 · holdout n=8 hr=0.0
    💬 잎=SHORT train n=48 w/l/f=32/10/6 HR=76.2% · 상황별 가중치 wave1=0.29/wave2=0.52/wave3=0.67 [3-x]
    ⚖ wave1=0.2857 wave2=0.5238 wave3=0.6667
    ▸ >5
    ❌ LONG flipped ma20_88 train n=26 hr=0.8 · holdout n=24 hr=0.4
    💬 잎=LONG train n=26 w/l/f=16/4/6 HR=80.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.80/wave2=0.90/wave3=0.90 [3-x]
    ⚖ wave1=0.8 wave2=0.9 wave3=0.9
    ▸ >57.3374
    ❌ LONG flipped ma20_89 train n=26 hr=0.6 · holdout n=6 hr=0.0
    💬 잎=LONG train n=26 w/l/f=12/8/6 HR=60.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.50/wave2=0.30/wave3=0.30 [3-x]
    ⚖ wave1=0.5 wave2=0.3 wave3=0.3
- ▸ >3
  🔀 price_wave_123 == ma20_90 train n=1686 hr=0.5561 · holdout n=862 hr=0.4555
  💬 원자 `price_wave_123` 분기 == 다갈래, train 분기 score=0.0263, 부모 train HR≈55.6% [3-x]
  ⚖ wave1=0.5116 wave2=0.4795 wave3=0.4813
  - ▸ 1
    🔀 macd2_gap <= 0.0013697701787780776 ma20_91 train n=1514 hr=0.5783 · holdout n=808 hr=0.4769
    💬 원자 `macd2_gap` 분기 <= 0.0013697701787780776, train 분기 score=0.0093, 부모 train HR≈57.8% [3-x]
    ⚖ wave1=0.504 wave2=0.4739 wave3=0.4839
    ▸ <=0.00136977
    ⚠️ 관망 ma20_92 train n=1364 hr=0.5936 · holdout n=760 hr=0.4754
    💬 잎=관망 train n=1364 w/l/f=520/356/488 HR=59.4% · 상황별 가중치 wave1=0.50/wave2=0.48/wave3=0.49 [3-x] · [cycle3] holdout n=488, |hr−0.5|<0.03 → 무엣지 증명, 관망 전환 (베팅 안 함)
    ⚖ wave1=0.4954 wave2=0.4795 wave3=0.4863
    ▸ >0.00136977
    🔀 bars_since_tp <= 26.0 ma20_93 train n=150 hr=0.5333 · holdout n=48 hr=0.5
    💬 원자 `bars_since_tp` 분기 <= 26.0, train 분기 score=0.1357, 부모 train HR≈53.3% [3-x]
    ⚖ wave1=0.5667 wave2=0.4333 wave3=0.4667
    ▸ <=26
    🔀 gap_5_20 <= 0.0007776213933850342 ma20_94 train n=76 hr=0.625 · holdout n=36 hr=0.5455
    💬 5-20 이격% 자유 임계 (docs/16 C-1) <= 0.0007776213933850342, train 분기 score=0.0548, 부모 train HR≈62.5% [3-x]
    ⚖ wave1=0.5312 wave2=0.5312 wave3=0.625
    ▸ <=0.000777621
    ❌ SHORT flipped ma20_95 train n=32 hr=0.5833 · holdout n=16 hr=0.4
    💬 잎=SHORT train n=32 w/l/f=14/10/8 HR=58.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.50/wave2=0.33/wave3=0.42 [3-x]
    ⚖ wave1=0.5 wave2=0.3333 wave3=0.4167
    ▸ >0.000777621
    ❌ LONG flipped ma20_96 train n=44 hr=0.75 · holdout n=20 hr=0.5
    💬 잎=LONG train n=44 w/l/f=30/10/4 HR=75.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.55/wave2=0.65/wave3=0.75 [3-x]
    ⚖ wave1=0.55 wave2=0.65 wave3=0.75
    ▸ >26
    🔀 volume_ratio <= 0.5606914297866873 ma20_97 train n=74 hr=0.7143 · holdout n=12 hr=0.6
    💬 원자 `volume_ratio` 분기 <= 0.5606914297866873, train 분기 score=0.0796, 부모 train HR≈71.4% [3-x]
    ⚖ wave1=0.6071 wave2=0.3214 wave3=0.2857
    ▸ <=0.560691
    ❌ LONG flipped ma20_98 train n=30 hr=0.5833 · holdout n=4 hr=1.0
    💬 잎=LONG train n=30 w/l/f=14/10/6 HR=58.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.42/wave2=0.58/wave3=0.58 [3-x]
    ⚖ wave1=0.4167 wave2=0.5833 wave3=0.5833
    ▸ >0.560691
    ⚠️ SHORT ma20_99 train n=44 hr=0.9375 · holdout n=8 hr=1.0
    💬 잎=SHORT train n=44 w/l/f=30/2/12 HR=93.8% · 상황별 가중치 wave1=0.75/wave2=0.12/wave3=0.06 [3-x]
    ⚖ wave1=0.75 wave2=0.125 wave3=0.0625
  - ▸ 2
    🔀 candle_dir_streak <= -3.0 ma20_100 train n=172 hr=0.619 · holdout n=54 hr=0.8095
    💬 원자 `candle_dir_streak` 분기 <= -3.0, train 분기 score=0.0516, 부모 train HR≈61.9% [3-x]
    ⚖ wave1=0.5714 wave2=0.5238 wave3=0.4603
    ▸ <=-3
    ❌ LONG flipped ma20_101 train n=40 hr=0.5882 · holdout n=6 hr=0.0
    💬 잎=LONG train n=40 w/l/f=20/14/6 HR=58.8% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.53/wave2=0.65/wave3=0.59 [3-x]
    ⚖ wave1=0.5294 wave2=0.6471 wave3=0.5882
    ▸ >-3
    🔀 close_loc <= 0.8113207547169969 ma20_102 train n=132 hr=0.6957 · holdout n=48 hr=0.7895
    💬 봉 내 마감 위치 — 4-4 품질 (backtest 상단 63%) <= 0.8113207547169969, train 분기 score=0.0215, 부모 train HR≈69.6% [3-x]
    ⚖ wave1=0.587 wave2=0.4783 wave3=0.413
    ▸ <=0.811321
    🔀 bars_since_neck_pullback <= 1.0 ma20_103 train n=106 hr=0.7568 · holdout n=36 hr=0.7143
    💬 원자 `bars_since_neck_pullback` 분기 <= 1.0, train 분기 score=0.0126, 부모 train HR≈75.7% [3-x]
    ⚖ wave1=0.5946 wave2=0.4865 wave3=0.4054
    ▸ <=1
    ⚠️ SHORT ma20_104 train n=40 hr=0.9167 · holdout n=18 hr=0.7778
    💬 잎=SHORT train n=40 w/l/f=22/2/16 HR=91.7% · 상황별 가중치 wave1=0.83/wave2=0.50/wave3=0.42 [3-x]
    ⚖ wave1=0.8333 wave2=0.5 wave3=0.4167
    ▸ >1
    ❌ SHORT ma20_105 train n=66 hr=0.68 · holdout n=18 hr=0.6
    💬 잎=SHORT train n=66 w/l/f=34/16/16 HR=68.0% · 상황별 가중치 wave1=0.48/wave2=0.48/wave3=0.40 [3-x]
    ⚖ wave1=0.48 wave2=0.48 wave3=0.4
    ▸ >0.811321
    ❌ LONG ma20_106 train n=26 hr=0.5556 · holdout n=12 hr=0.0
    💬 잎=LONG train n=26 w/l/f=10/8/8 HR=55.6% · 상황별 가중치 wave1=0.56/wave2=0.44/wave3=0.44 [3-x]
    ⚖ wave1=0.5556 wave2=0.4444 wave3=0.4444
▸ both
🔀 bars_since_dt <= 2.0 ma20_107 train n=2472 hr=0.5312 · holdout n=1218 hr=0.5136
💬 원자 `bars_since_dt` 분기 <= 2.0, train 분기 score=0.0298, 부모 train HR≈53.1% [3-x]
⚖ wave1=0.5074 wave2=0.4972 wave3=0.4949
- ▸ <=2
  🔀 gap_5_60 <= 0.0013372609529166079 ma20_108 train n=638 hr=0.5524 · holdout n=342 hr=0.5405
  💬 원자 `gap_5_60` 분기 <= 0.0013372609529166079, train 분기 score=0.0395, 부모 train HR≈55.2% [3-x]
  ⚖ wave1=0.496 wave2=0.4879 wave3=0.5565
  - ▸ <=0.00133726
    🔀 wave_order_ok == ma20_109 train n=192 hr=0.5758 · holdout n=126 hr=0.3611
    💬 원자 `wave_order_ok` 분기 == 다갈래, train 분기 score=0.0888, 부모 train HR≈57.6% [3-x]
    ⚖ wave1=0.5152 wave2=0.5303 wave3=0.5
    ▸ True
    🔀 reversion_progress <= 0.7559521469812268 ma20_110 train n=96 hr=0.7353 · holdout n=78 hr=0.375
    💬 원자 `reversion_progress` 분기 <= 0.7559521469812268, train 분기 score=0.0168, 부모 train HR≈73.5% [3-x]
    ⚖ wave1=0.4706 wave2=0.5588 wave3=0.5
    ▸ <=0.755952
    ⚠️ SHORT ma20_111 train n=40 hr=0.5385 · holdout n=30 hr=0.7
    💬 잎=SHORT train n=40 w/l/f=14/12/14 HR=53.8% · 상황별 가중치 wave1=0.38/wave2=0.54/wave3=0.46 [3-x]
    ⚖ wave1=0.3846 wave2=0.5385 wave3=0.4615
    ▸ >0.755952
    ❌ LONG flipped ma20_112 train n=56 hr=0.9048 · holdout n=48 hr=0.4286
    💬 잎=LONG train n=56 w/l/f=38/4/14 HR=90.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.52/wave2=0.57/wave3=0.52 [3-x]
    ⚖ wave1=0.5238 wave2=0.5714 wave3=0.5238
    ▸ False
    🔀 bars_since_mol_per <= 18.0 ma20_113 train n=96 hr=0.5938 · holdout n=48 hr=0.6667
    💬 원자 `bars_since_mol_per` 분기 <= 18.0, train 분기 score=0.0984, 부모 train HR≈59.4% [3-x]
    ⚖ wave1=0.5625 wave2=0.5 wave3=0.5
    ▸ <=18
    ❌ SHORT ma20_115 train n=62 hr=0.68 · holdout n=32 hr=0.5
    💬 병합(§F): `touch_streak_ma5` 분기 자식 2개 동일 SHORT · |ΔHR|≤0.08 · 잎=SHORT train n=34 w/l/f=18/14/2 HR=56.2% · 상황별 가중치 wave1=0.50/wave2=0.38/wave3=0.56 [3-x]
    ⚖ wave1=0.5 wave2=0.375 wave3=0.5625
    ▸ >18
    ❌ LONG flipped ma20_117 train n=34 hr=0.7143 · holdout n=16 hr=0.0
    💬 잎=LONG train n=34 w/l/f=10/4/20 HR=71.4% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.71/wave2=0.57/wave3=0.43 [3-x]
    ⚖ wave1=0.7143 wave2=0.5714 wave3=0.4286
  - ▸ >0.00133726
    🔀 rsi <= 53.29295029994199 ma20_118 train n=446 hr=0.5989 · holdout n=216 hr=0.4933
    💬 원자 `rsi` 분기 <= 53.29295029994199, train 분기 score=0.0330, 부모 train HR≈59.9% [3-x]
    ⚖ wave1=0.489 wave2=0.4725 wave3=0.5769
    ▸ <=53.293
    🔀 close_loc <= 0.02362204724409201 ma20_119 train n=314 hr=0.6641 · holdout n=138 hr=0.4889
    💬 봉 내 마감 위치 — 4-4 품질 (backtest 상단 63%) <= 0.02362204724409201, train 분기 score=0.0397, 부모 train HR≈66.4% [3-x]
    ⚖ wave1=0.5078 wave2=0.4766 wave3=0.5547
    ▸ <=0.023622
    ❌ LONG flipped ma20_120 train n=32 hr=0.6667 · holdout n=18 hr=0.5
    💬 잎=LONG train n=32 w/l/f=20/10/2 HR=66.7% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.33/wave2=0.40/wave3=0.40 [3-x]
    ⚖ wave1=0.3333 wave2=0.4 wave3=0.4
    ▸ >0.023622
    🔀 macd2_gap <= -0.0017060403720305485 ma20_121 train n=282 hr=0.708 · holdout n=120 hr=0.4872
    💬 원자 `macd2_gap` 분기 <= -0.0017060403720305485, train 분기 score=0.0277, 부모 train HR≈70.8% [3-x]
    ⚖ wave1=0.531 wave2=0.4867 wave3=0.5752
    ▸ <=-0.00170604
    ❌ LONG flipped ma20_122 train n=30 hr=0.6154 · holdout n=10 hr=0.0
    💬 잎=LONG train n=30 w/l/f=16/10/4 HR=61.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.38/wave2=0.31/wave3=0.38 [3-x]
    ⚖ wave1=0.3846 wave2=0.3077 wave3=0.3846
    ▸ >-0.00170604
    ❌ SHORT ma20_123 train n=252 hr=0.75 · holdout n=110 hr=0.4595
    💬 잎=SHORT train n=252 w/l/f=150/50/52 HR=75.0% · 상황별 가중치 wave1=0.55/wave2=0.51/wave3=0.60 [3-x]
    ⚖ wave1=0.55 wave2=0.51 wave3=0.6
    ▸ >53.293
    🔀 gap_shrinking == ma20_124 train n=132 hr=0.5556 · holdout n=78 hr=0.5
    💬 이격 수축(몰렸냐) k=3 (rec4 01:58) == 다갈래, train 분기 score=0.1131, 부모 train HR≈55.6% [3-x]
    ⚖ wave1=0.4444 wave2=0.463 wave3=0.6296
    ▸ False
    🔀 reversion_progress <= 0.8462857552215495 ma20_125 train n=92 hr=0.5789 · holdout n=50 hr=0.5263
    💬 원자 `reversion_progress` 분기 <= 0.8462857552215495, train 분기 score=0.1083, 부모 train HR≈57.9% [3-x]
    ⚖ wave1=0.4737 wave2=0.4737 wave3=0.6053
    ▸ <=0.846286
    ❌ SHORT flipped ma20_126 train n=56 hr=0.7273 · holdout n=20 hr=0.2857
    💬 잎=SHORT train n=56 w/l/f=32/12/12 HR=72.7% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.55/wave2=0.59/wave3=0.59 [3-x]
    ⚖ wave1=0.5455 wave2=0.5909 wave3=0.5909
    ▸ >0.846286
    ❌ LONG ma20_127 train n=36 hr=0.625 · holdout n=30 hr=0.3333
    💬 잎=LONG train n=36 w/l/f=20/12/4 HR=62.5% · 상황별 가중치 wave1=0.38/wave2=0.31/wave3=0.62 [3-x]
    ⚖ wave1=0.375 wave2=0.3125 wave3=0.625
    ▸ True
    ❌ LONG flipped ma20_128 train n=40 hr=0.875 · holdout n=28 hr=0.5455
    💬 잎=LONG train n=40 w/l/f=28/4/8 HR=87.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.38/wave2=0.44/wave3=0.69 [3-x]
    ⚖ wave1=0.375 wave2=0.4375 wave3=0.6875
- ▸ >2
  🔀 alignment_detail == ma20_129 train n=1834 hr=0.564 · holdout n=876 hr=0.534
  💬 이평 배열 6순열 분기 (docs/16 A-4, 2-3 정배열 57~60% 확인) == 다갈래, train 분기 score=0.0269, 부모 train HR≈56.4% [3-x]
  ⚖ wave1=0.5118 wave2=0.5008 wave3=0.4708
  - ▸ align_60_5_20
    🔀 bars_since_neck_pullback <= 4.0 ma20_130 train n=400 hr=0.6074 · holdout n=150 hr=0.4815
    💬 원자 `bars_since_neck_pullback` 분기 <= 4.0, train 분기 score=0.0668, 부모 train HR≈60.7% [3-x]
    ⚖ wave1=0.4889 wave2=0.5481 wave3=0.4815
    ▸ <=4
    🔀 bars_since_mol_per <= 1.0 ma20_131 train n=310 hr=0.6827 · holdout n=102 hr=0.4444
    💬 원자 `bars_since_mol_per` 분기 <= 1.0, train 분기 score=0.0210, 부모 train HR≈68.3% [3-x]
    ⚖ wave1=0.5192 wave2=0.6058 wave3=0.4615
    ▸ <=1
    ❌ SHORT ma20_132 train n=38 hr=0.5714 · holdout n=14 hr=0.5
    💬 잎=SHORT train n=38 w/l/f=16/12/10 HR=57.1% · 상황별 가중치 wave1=0.36/wave2=0.50/wave3=0.43 [3-x]
    ⚖ wave1=0.3571 wave2=0.5 wave3=0.4286
    ▸ >1
    ❌ LONG flipped ma20_134 train n=272 hr=0.7222 · holdout n=88 hr=0.4333
    💬 병합(§F): `close_loc` 분기 자식 2개 동일 LONG · |ΔHR|≤0.08 · 잎=LONG train n=56 w/l/f=28/2/26 HR=93.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.40/wave2=0.73/wave3=0.33 [3-x]
    ⚖ wave1=0.4 wave2=0.7333 wave3=0.3333
    ▸ >4
    🔀 gap_5_20 <= 0.0008866505887370746 ma20_136 train n=90 hr=0.6452 · holdout n=48 hr=0.4444
    💬 5-20 이격% 자유 임계 (docs/16 C-1) <= 0.0008866505887370746, train 분기 score=0.0930, 부모 train HR≈64.5% [3-x]
    ⚖ wave1=0.3871 wave2=0.3548 wave3=0.5484
    ▸ <=0.000886651
    ❌ SHORT ma20_137 train n=56 hr=0.8 · holdout n=34 hr=0.4167
    💬 잎=SHORT train n=56 w/l/f=32/8/16 HR=80.0% · 상황별 가중치 wave1=0.50/wave2=0.20/wave3=0.55 [3-x]
    ⚖ wave1=0.5 wave2=0.2 wave3=0.55
    ▸ >0.000886651
    ❌ LONG flipped ma20_138 train n=34 hr=0.6364 · holdout n=14 hr=0.5
    💬 잎=LONG train n=34 w/l/f=14/8/12 HR=63.6% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.18/wave2=0.64/wave3=0.55 [3-x]
    ⚖ wave1=0.1818 wave2=0.6364 wave3=0.5455
  - ▸ align_60_20_5
    🔀 ma_reversion_state == ma20_139 train n=588 hr=0.622 · holdout n=314 hr=0.6176
    💬 회귀본능 상태 (rec2 44:35) == 다갈래, train 분기 score=0.0184, 부모 train HR≈62.2% [3-x]
    ⚖ wave1=0.5167 wave2=0.4928 wave3=0.4402
    ▸ reconverged
    🔀 volume_ratio <= 0.17778915951091173 ma20_140 train n=386 hr=0.6364 · holdout n=204 hr=0.6119
    💬 원자 `volume_ratio` 분기 <= 0.17778915951091173, train 분기 score=0.0366, 부모 train HR≈63.6% [3-x]
    ⚖ wave1=0.5245 wave2=0.4545 wave3=0.4336
    ▸ <=0.177789
    ❌ SHORT ma20_141 train n=40 hr=0.7273 · holdout n=12 hr=0.75
    💬 잎=SHORT train n=40 w/l/f=16/6/18 HR=72.7% · 상황별 가중치 wave1=0.45/wave2=0.36/wave3=0.64 [3-x]
    ⚖ wave1=0.4545 wave2=0.3636 wave3=0.6364
    ▸ >0.177789
    🔀 bars_since_order_change <= 25.0 ma20_142 train n=346 hr=0.6667 · holdout n=192 hr=0.6349
    💬 원자 `bars_since_order_change` 분기 <= 25.0, train 분기 score=0.0161, 부모 train HR≈66.7% [3-x]
    ⚖ wave1=0.5303 wave2=0.4621 wave3=0.4167
    ▸ <=25
    ⚠️ LONG flipped ma20_143 train n=312 hr=0.6949 · holdout n=164 hr=0.6226
    💬 잎=LONG train n=312 w/l/f=164/72/76 HR=69.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.54/wave2=0.45/wave3=0.37 [3-x]
    ⚖ wave1=0.5424 wave2=0.4492 wave3=0.3729
    ▸ >25
    ❌ SHORT flipped ma20_144 train n=34 hr=0.5714 · holdout n=28 hr=0.3
    💬 잎=SHORT train n=34 w/l/f=16/12/6 HR=57.1% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.43/wave2=0.57/wave3=0.79 [3-x]
    ⚖ wave1=0.4286 wave2=0.5714 wave3=0.7857
    ▸ diverged
    ❌ SHORT flipped ma20_145 train n=32 hr=0.6 · holdout n=12 hr=0.6
    💬 잎=SHORT train n=32 w/l/f=18/12/2 HR=60.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.33/wave2=0.60/wave3=0.60 [3-x]
    ⚖ wave1=0.3333 wave2=0.6 wave3=0.6
    ▸ none
    🔀 bars_since_db <= 8.0 ma20_146 train n=110 hr=0.68 · holdout n=68 hr=0.7895
    💬 RSI 쌍바닥 경과봉 (rec2 27:07) <= 8.0, train 분기 score=0.1663, 부모 train HR≈68.0% [3-x]
    ⚖ wave1=0.44 wave2=0.6 wave3=0.36
    ▸ <=8
    ⚠️ LONG flipped ma20_147 train n=80 hr=0.8824 · holdout n=48 hr=0.6923
    💬 잎=LONG train n=80 w/l/f=30/4/46 HR=88.2% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.53/wave2=0.59/wave3=0.29 [3-x]
    ⚖ wave1=0.5294 wave2=0.5882 wave3=0.2941
    ▸ >8
    ❌ SHORT ma20_148 train n=30 hr=0.75 · holdout n=20 hr=0.0
    💬 잎=SHORT train n=30 w/l/f=12/4/14 HR=75.0% · 상황별 가중치 wave1=0.25/wave2=0.62/wave3=0.50 [3-x]
    ⚖ wave1=0.25 wave2=0.625 wave3=0.5
    ▸ reverting
    🔀 rsi <= 45.33796658308263 ma20_149 train n=60 hr=0.6154 · holdout n=30 hr=0.4545
    💬 원자 `rsi` 분기 <= 45.33796658308263, train 분기 score=0.1077, 부모 train HR≈61.5% [3-x]
    ⚖ wave1=0.6538 wave2=0.5385 wave3=0.4615
    ▸ <=45.338
    ❌ SHORT ma20_150 train n=32 hr=0.6154 · holdout n=10 hr=0.6667
    💬 잎=SHORT train n=32 w/l/f=16/10/6 HR=61.5% · 상황별 가중치 wave1=0.46/wave2=0.77/wave3=0.69 [3-x]
    ⚖ wave1=0.4615 wave2=0.7692 wave3=0.6923
    ▸ >45.338
    ❌ LONG ma20_151 train n=28 hr=0.8462 · holdout n=20 hr=0.5
    💬 잎=LONG train n=28 w/l/f=22/4/2 HR=84.6% · 상황별 가중치 wave1=0.85/wave2=0.31/wave3=0.23 [3-x]
    ⚖ wave1=0.8462 wave2=0.3077 wave3=0.2308
  - ▸ align_20_60_5
    🔀 bars_since_mol_per <= 4.0 ma20_152 train n=64 hr=0.5417 · holdout n=18 hr=0.4286
    💬 원자 `bars_since_mol_per` 분기 <= 4.0, train 분기 score=0.1668, 부모 train HR≈54.2% [3-x]
    ⚖ wave1=0.5417 wave2=0.4167 wave3=0.4583
    ▸ <=4
    ❌ SHORT ma20_153 train n=26 hr=0.7 · holdout n=10 hr=0.75
    💬 잎=SHORT train n=26 w/l/f=14/6/6 HR=70.0% · 상황별 가중치 wave1=0.50/wave2=0.60/wave3=0.70 [3-x]
    ⚖ wave1=0.5 wave2=0.6 wave3=0.7
    ▸ >4
    ❌ LONG flipped ma20_154 train n=38 hr=0.7143 · holdout n=8 hr=0.6667
    💬 잎=LONG train n=38 w/l/f=20/8/10 HR=71.4% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.57/wave2=0.29/wave3=0.29 [3-x]
    ⚖ wave1=0.5714 wave2=0.2857 wave3=0.2857
  - ▸ align_5_20_60
    🔀 bars_since_tp <= 17.0 ma20_155 train n=444 hr=0.5519 · holdout n=212 hr=0.5065
    💬 원자 `bars_since_tp` 분기 <= 17.0, train 분기 score=0.0717, 부모 train HR≈55.2% [3-x]
    ⚖ wave1=0.5 wave2=0.4545 wave3=0.4351
    ▸ <=17
    🔀 body_pct <= 0.24999999999996034 ma20_156 train n=276 hr=0.6421 · holdout n=124 hr=0.52
    💬 원자 `body_pct` 분기 <= 0.24999999999996034, train 분기 score=0.0456, 부모 train HR≈64.2% [3-x]
    ⚖ wave1=0.4105 wave2=0.4632 wave3=0.4316
    ▸ <=0.25
    🔀 gap_5_20 <= 0.000553556601155494 ma20_157 train n=56 hr=0.5909 · holdout n=30 hr=0.3333
    💬 5-20 이격% 자유 임계 (docs/16 C-1) <= 0.000553556601155494, train 분기 score=0.0930, 부모 train HR≈59.1% [3-x]
    ⚖ wave1=0.5 wave2=0.4545 wave3=0.4091
    ▸ <=0.000553557
    ❌ LONG flipped ma20_158 train n=30 hr=0.5833 · holdout n=16 hr=0.2
    💬 잎=LONG train n=30 w/l/f=14/10/6 HR=58.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.33/wave2=0.33/wave3=0.42 [3-x]
    ⚖ wave1=0.3333 wave2=0.3333 wave3=0.4167
    ▸ >0.000553557
    ❌ SHORT ma20_159 train n=26 hr=0.8 · holdout n=14 hr=0.0
    💬 잎=SHORT train n=26 w/l/f=16/4/6 HR=80.0% · 상황별 가중치 wave1=0.70/wave2=0.60/wave3=0.40 [3-x]
    ⚖ wave1=0.7 wave2=0.6 wave3=0.4
    ▸ >0.25
    ❌ LONG flipped ma20_161 train n=220 hr=0.7123 · holdout n=94 hr=0.4737
    💬 병합(§F): `close_loc` 분기 자식 2개 동일 LONG · |ΔHR|≤0.08 · 잎=LONG train n=112 w/l/f=50/12/50 HR=80.6% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.32/wave2=0.39/wave3=0.39 [3-x]
    ⚖ wave1=0.3226 wave2=0.3871 wave3=0.3871
    ▸ >17
    🔀 macd2_gap <= 0.0011977074323648617 ma20_163 train n=168 hr=0.5932 · holdout n=88 hr=0.5185
    💬 원자 `macd2_gap` 분기 <= 0.0011977074323648617, train 분기 score=0.0614, 부모 train HR≈59.3% [3-x]
    ⚖ wave1=0.6441 wave2=0.4407 wave3=0.4407
    ▸ <=0.00119771
    ⚠️ SHORT ma20_165 train n=102 hr=0.7188 · holdout n=66 hr=0.5882
    💬 병합(§F): `bars_since_neck_pullback` 분기 자식 2개 동일 SHORT · |ΔHR|≤0.08 · 잎=SHORT train n=74 w/l/f=40/18/16 HR=69.0% · 상황별 가중치 wave1=0.76/wave2=0.41/wave3=0.38 [3-x]
    ⚖ wave1=0.7586 wave2=0.4138 wave3=0.3793
    ▸ >0.00119771
    🔀 wave12_lag_bars <= 22.0 ma20_167 train n=66 hr=0.5556 · holdout n=22 hr=0.6
    💬 원자 `wave12_lag_bars` 분기 <= 22.0, train 분기 score=0.1475, 부모 train HR≈55.6% [3-x]
    ⚖ wave1=0.4815 wave2=0.4815 wave3=0.5556
    ▸ <=22
    ❌ LONG flipped ma20_168 train n=36 hr=0.7333 · holdout n=16 hr=0.5714
    💬 잎=LONG train n=36 w/l/f=22/8/6 HR=73.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.27/wave2=0.60/wave3=0.73 [3-x]
    ⚖ wave1=0.2667 wave2=0.6 wave3=0.7333
    ▸ >22
    ❌ SHORT ma20_169 train n=30 hr=0.6667 · holdout n=6 hr=0.3333
    💬 잎=SHORT train n=30 w/l/f=16/8/6 HR=66.7% · 상황별 가중치 wave1=0.75/wave2=0.33/wave3=0.33 [3-x]
    ⚖ wave1=0.75 wave2=0.3333 wave3=0.3333
  - ▸ align_20_5_60
    🔀 rsi_cross_50_up == ma20_170 train n=256 hr=0.5529 · holdout n=144 hr=0.5122
    💬 원자 `rsi_cross_50_up` 분기 == 다갈래, train 분기 score=0.0920, 부모 train HR≈55.3% [3-x]
    ⚖ wave1=0.5412 wave2=0.5294 wave3=0.5294
    ▸ False
    🔀 wave12_lag_bars <= 13.0 ma20_171 train n=212 hr=0.6232 · holdout n=118 hr=0.5
    💬 원자 `wave12_lag_bars` 분기 <= 13.0, train 분기 score=0.0732, 부모 train HR≈62.3% [3-x]
    ⚖ wave1=0.5217 wave2=0.6087 wave3=0.5797
    ▸ <=13
    🔀 macd2_gap <= 0.00047902667283039916 ma20_172 train n=170 hr=0.7037 · holdout n=106 hr=0.4839
    💬 원자 `macd2_gap` 분기 <= 0.00047902667283039916, train 분기 score=0.0579, 부모 train HR≈70.4% [3-x]
    ⚖ wave1=0.5741 wave2=0.6667 wave3=0.6296
    ▸ <=0.000479027
    ❌ SHORT ma20_173 train n=138 hr=0.7907 · holdout n=90 hr=0.5
    💬 잎=SHORT train n=138 w/l/f=68/18/52 HR=79.1% · 상황별 가중치 wave1=0.58/wave2=0.77/wave3=0.63 [3-x]
    ⚖ wave1=0.5814 wave2=0.7674 wave3=0.6279
    ▸ >0.000479027
    ❌ LONG flipped ma20_174 train n=32 hr=0.6364 · holdout n=16 hr=0.6
    💬 잎=LONG train n=32 w/l/f=14/8/10 HR=63.6% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.55/wave2=0.27/wave3=0.64 [3-x]
    ⚖ wave1=0.5455 wave2=0.2727 wave3=0.6364
    ▸ >13
    ❌ LONG flipped ma20_175 train n=42 hr=0.6667 · holdout n=12 hr=0.4
    💬 잎=LONG train n=42 w/l/f=20/10/12 HR=66.7% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.33/wave2=0.40/wave3=0.40 [3-x]
    ⚖ wave1=0.3333 wave2=0.4 wave3=0.4
    ▸ True
    ❌ LONG ma20_176 train n=44 hr=0.75 · holdout n=26 hr=0.4
    💬 잎=LONG train n=44 w/l/f=24/8/12 HR=75.0% · 상황별 가중치 wave1=0.62/wave2=0.19/wave3=0.31 [3-x]
    ⚖ wave1=0.625 wave2=0.1875 wave3=0.3125
  - ▸ align_5_60_20
    🔀 touch_streak_ma5 <= 0.0 ma20_177 train n=82 hr=0.6538 · holdout n=38 hr=0.5385
    💬 원자 `touch_streak_ma5` 분기 <= 0.0, train 분기 score=0.0964, 부모 train HR≈65.4% [3-x]
    ⚖ wave1=0.5385 wave2=0.5769 wave3=0.6923
    ▸ <=0
    ⚠️ SHORT ma20_178 train n=50 hr=0.8571 · holdout n=18 hr=0.5
    💬 잎=SHORT train n=50 w/l/f=24/4/22 HR=85.7% · 상황별 가중치 wave1=0.71/wave2=0.43/wave3=0.64 [3-x]
    ⚖ wave1=0.7143 wave2=0.4286 wave3=0.6429
    ▸ >0
    ❌ LONG flipped ma20_179 train n=32 hr=0.5833 · holdout n=20 hr=0.4286
    💬 잎=LONG train n=32 w/l/f=14/10/8 HR=58.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.33/wave2=0.75/wave3=0.75 [3-x]
    ⚖ wave1=0.3333 wave2=0.75 wave3=0.75

5선 트리거 (4-x)

depth=6 · leaves=34 · ✅=0 · flipped=17 · validated holdout n=0 hr=None

🔀 rsi <= 54.85425959564412 ma5_1 train n=41094 hr=0.503 · holdout n=21540 hr=0.5208

💬 원자 `rsi` 분기 <= 54.85425959564412, train 분기 score=0.0144, 부모 train HR≈50.3% [4-x]

⚖ wave1=0.4917 wave2=0.4853 wave3=0.4862

▸ <=54.8543
🔀 price_wave_123 == ma5_2 train n=28766 hr=0.5105 · holdout n=15034 hr=0.4913
💬 원자 `price_wave_123` 분기 == 다갈래, train 분기 score=0.0104, 부모 train HR≈51.0% [4-x]
⚖ wave1=0.4936 wave2=0.4887 wave3=0.4927
- ▸ 1
  🔀 order_changed == ma5_3 train n=26310 hr=0.5157 · holdout n=14150 hr=0.4969
  💬 배열 순서 변경 이벤트 == 다갈래, train 분기 score=0.0068, 부모 train HR≈51.6% [4-x]
  ⚖ wave1=0.4891 wave2=0.488 wave3=0.4937
  - ▸ False
    ⚠️ 관망 ma5_4 train n=23574 hr=0.5212 · holdout n=12686 hr=0.4961
    💬 잎=관망 train n=23574 w/l/f=7882/7240/8452 HR=52.1% · 상황별 가중치 wave1=0.49/wave2=0.49/wave3=0.49 [4-x] · [cycle3] holdout n=8124, |hr−0.5|<0.03 → 무엣지 증명, 관망 전환 (베팅 안 함)
    ⚖ wave1=0.489 wave2=0.4858 wave3=0.49
  - ▸ True
    🔀 gap_20_60 <= 0.002483641736441932 ma5_5 train n=2736 hr=0.5329 · holdout n=1464 hr=0.4958
    💬 원자 `gap_20_60` 분기 <= 0.002483641736441932, train 분기 score=0.0220, 부모 train HR≈53.3% [4-x]
    ⚖ wave1=0.4902 wave2=0.5075 wave3=0.526
    ▸ <=0.00248364
    🔀 rsi_cross_50_up == ma5_6 train n=1916 hr=0.5652 · holdout n=1044 hr=0.5108
    💬 원자 `rsi_cross_50_up` 분기 == 다갈래, train 분기 score=0.0209, 부모 train HR≈56.5% [4-x]
    ⚖ wave1=0.5043 wave2=0.5304 wave3=0.5322
    ▸ False
    🔀 bars_since_price_db <= 57.0 ma5_7 train n=1672 hr=0.5865 · holdout n=900 hr=0.5088
    💬 가격 쌍바닥 경과봉 (양곡선 패턴, docs/16 D) <= 57.0, train 분기 score=0.0156, 부모 train HR≈58.6% [4-x]
    ⚖ wave1=0.5109 wave2=0.5388 wave3=0.5408
    ▸ <=57
    ❌ LONG flipped ma5_8 train n=86 hr=0.625 · holdout n=8 hr=0.6667
    💬 잎=LONG train n=86 w/l/f=40/24/22 HR=62.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.38/wave2=0.56/wave3=0.66 [4-x]
    ⚖ wave1=0.375 wave2=0.5625 wave3=0.6562
    ▸ >57
    ⚠️ 관망 ma5_9 train n=1586 hr=0.6008 · holdout n=892 hr=0.5106
    💬 잎=관망 train n=1586 w/l/f=566/376/644 HR=60.1% · 상황별 가중치 wave1=0.52/wave2=0.54/wave3=0.53 [4-x] · [cycle3] holdout n=564, |hr−0.5|<0.03 → 무엣지 증명, 관망 전환 (베팅 안 함)
    ⚖ wave1=0.5202 wave2=0.5372 wave3=0.5329
    ▸ True
    🔀 bars_since_mol_per <= 22.0 ma5_10 train n=244 hr=0.5833 · holdout n=144 hr=0.475
    💬 원자 `bars_since_mol_per` 분기 <= 22.0, train 분기 score=0.0769, 부모 train HR≈58.3% [4-x]
    ⚖ wave1=0.4583 wave2=0.4722 wave3=0.4722
    ▸ <=22
    ❌ LONG ma5_11 train n=186 hr=0.6393 · holdout n=108 hr=0.4667
    💬 잎=LONG train n=186 w/l/f=78/44/64 HR=63.9% · 상황별 가중치 wave1=0.48/wave2=0.48/wave3=0.48 [4-x]
    ⚖ wave1=0.4754 wave2=0.4754 wave3=0.4754
    ▸ >22
    ❌ SHORT flipped ma5_12 train n=58 hr=0.7273 · holdout n=36 hr=0.5
    💬 잎=SHORT train n=58 w/l/f=16/6/36 HR=72.7% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.36/wave2=0.45/wave3=0.45 [4-x]
    ⚖ wave1=0.3636 wave2=0.4545 wave3=0.4545
    ▸ >0.00248364
    🔀 body_pct <= 0.7349397590361462 ma5_13 train n=820 hr=0.531 · holdout n=420 hr=0.5355
    💬 원자 `body_pct` 분기 <= 0.7349397590361462, train 분기 score=0.0452, 부모 train HR≈53.1% [4-x]
    ⚖ wave1=0.4621 wave2=0.4621 wave3=0.5138
    ▸ <=0.73494
    🔀 bars_since_mol_per <= 1.0 ma5_14 train n=658 hr=0.566 · holdout n=302 hr=0.5556
    💬 원자 `bars_since_mol_per` 분기 <= 1.0, train 분기 score=0.0384, 부모 train HR≈56.6% [4-x]
    ⚖ wave1=0.4851 wave2=0.4723 wave3=0.5064
    ▸ <=1
    ❌ SHORT ma5_15 train n=110 hr=0.6 · holdout n=42 hr=0.35
    💬 잎=SHORT train n=110 w/l/f=54/36/20 HR=60.0% · 상황별 가중치 wave1=0.47/wave2=0.42/wave3=0.44 [4-x]
    ⚖ wave1=0.4667 wave2=0.4222 wave3=0.4444
    ▸ >1
    ❌ LONG flipped ma5_16 train n=548 hr=0.6053 · holdout n=260 hr=0.5341
    💬 잎=LONG train n=548 w/l/f=230/150/168 HR=60.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.49/wave2=0.48/wave3=0.52 [4-x]
    ⚖ wave1=0.4895 wave2=0.4842 wave3=0.5211
    ▸ >0.73494
    🔀 candle_dir_streak <= -2.0 ma5_17 train n=162 hr=0.6182 · holdout n=118 hr=0.5106
    💬 원자 `candle_dir_streak` 분기 <= -2.0, train 분기 score=0.1416, 부모 train HR≈61.8% [4-x]
    ⚖ wave1=0.3636 wave2=0.4182 wave3=0.5455
    ▸ <=-2
    ❌ LONG flipped ma5_18 train n=40 hr=0.8889 · holdout n=24 hr=0.5
    💬 잎=LONG train n=40 w/l/f=16/2/22 HR=88.9% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.11/wave2=0.44/wave3=0.56 [4-x]
    ⚖ wave1=0.1111 wave2=0.4444 wave3=0.5556
    ▸ >-2
    ❌ SHORT ma5_19 train n=122 hr=0.7174 · holdout n=94 hr=0.5135
    💬 잎=SHORT train n=122 w/l/f=66/26/30 HR=71.7% · 상황별 가중치 wave1=0.41/wave2=0.41/wave3=0.54 [4-x]
    ⚖ wave1=0.413 wave2=0.413 wave3=0.5435
- ▸ 2
  🔀 reversion_progress <= 0.0 ma5_20 train n=2216 hr=0.563 · holdout n=820 hr=0.6064
  💬 원자 `reversion_progress` 분기 <= 0.0, train 분기 score=0.0244, 부모 train HR≈56.3% [4-x]
  ⚖ wave1=0.541 wave2=0.5055 wave3=0.4982
  - ▸ <=0
    🔀 gap_20_60 <= 0.0015407925407923866 ma5_21 train n=374 hr=0.5746 · holdout n=128 hr=0.4898
    💬 원자 `gap_20_60` 분기 <= 0.0015407925407923866, train 분기 score=0.0588, 부모 train HR≈57.5% [4-x]
    ⚖ wave1=0.4478 wave2=0.4328 wave3=0.4478
    ▸ <=0.00154079
    🔀 community_recent == ma5_22 train n=114 hr=0.6053 · holdout n=40 hr=0.5333
    💬 원자 `community_recent` 분기 == 다갈래, train 분기 score=0.0825, 부모 train HR≈60.5% [4-x]
    ⚖ wave1=0.6053 wave2=0.6053 wave3=0.6053
    ▸ candle_bull,neck
    ❌ LONG ma5_23 train n=32 hr=0.7143 · holdout n=0 hr=None
    💬 잎=LONG train n=32 w/l/f=10/4/18 HR=71.4% · 상황별 가중치 wave1=0.29/wave2=0.29/wave3=0.29 [4-x]
    ⚖ wave1=0.2857 wave2=0.2857 wave3=0.2857
    ▸ candle_bear,candle_bull
    🔀 bars_since_mol_per <= 4.0 ma5_24 train n=82 hr=0.6774 · holdout n=40 hr=0.5333
    💬 원자 `bars_since_mol_per` 분기 <= 4.0, train 분기 score=0.0166, 부모 train HR≈67.7% [4-x]
    ⚖ wave1=0.6774 wave2=0.6774 wave3=0.6774
    ▸ <=4
    ❌ SHORT ma5_25 train n=30 hr=0.5714 · holdout n=4 hr=1.0
    💬 잎=SHORT train n=30 w/l/f=16/12/2 HR=57.1% · 상황별 가중치 wave1=0.57/wave2=0.57/wave3=0.57 [4-x]
    ⚖ wave1=0.5714 wave2=0.5714 wave3=0.5714
    ▸ >4
    ❌ SHORT ma5_26 train n=52 hr=0.7647 · holdout n=36 hr=0.4615
    💬 잎=SHORT train n=52 w/l/f=26/8/18 HR=76.5% · 상황별 가중치 wave1=0.76/wave2=0.76/wave3=0.76 [4-x]
    ⚖ wave1=0.7647 wave2=0.7647 wave3=0.7647
    ▸ >0.00154079
    🔀 community_recent == ma5_27 train n=260 hr=0.6458 · holdout n=88 hr=0.5
    💬 원자 `community_recent` 분기 == 다갈래, train 분기 score=0.0206, 부모 train HR≈64.6% [4-x]
    ⚖ wave1=0.3854 wave2=0.3646 wave3=0.3854
    ▸ candle_bear,candle_bull
    🔀 gap_5_60 <= 0.016061241122367242 ma5_28 train n=158 hr=0.7213 · holdout n=44 hr=0.3125
    💬 원자 `gap_5_60` 분기 <= 0.016061241122367242, train 분기 score=0.0223, 부모 train HR≈72.1% [4-x]
    ⚖ wave1=0.3115 wave2=0.2951 wave3=0.3279
    ▸ <=0.0160612
    ❌ LONG flipped ma5_29 train n=128 hr=0.7917 · holdout n=42 hr=0.3125
    💬 잎=LONG train n=128 w/l/f=76/20/32 HR=79.2% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.25/wave2=0.23/wave3=0.27 [4-x]
    ⚖ wave1=0.25 wave2=0.2292 wave3=0.2708
    ▸ >0.0160612
    ❌ SHORT ma5_30 train n=30 hr=0.5385 · holdout n=2 hr=None
    💬 잎=SHORT train n=30 w/l/f=14/12/4 HR=53.8% · 상황별 가중치 wave1=0.54/wave2=0.54/wave3=0.54 [4-x]
    ⚖ wave1=0.5385 wave2=0.5385 wave3=0.5385
    ▸ candle_bull,neck
    ❌ SHORT ma5_31 train n=38 hr=0.625 · holdout n=24 hr=0.3
    💬 잎=SHORT train n=38 w/l/f=10/6/22 HR=62.5% · 상황별 가중치 wave1=0.62/wave2=0.62/wave3=0.62 [4-x]
    ⚖ wave1=0.625 wave2=0.625 wave3=0.625
    ▸ candle_bear,neck
    🔀 downtrend_cascade == ma5_32 train n=64 hr=0.5556 · holdout n=20 hr=0.625
    💬 원자 `downtrend_cascade` 분기 == 다갈래, train 분기 score=0.1600, 부모 train HR≈55.6% [4-x]
    ⚖ wave1=0.4815 wave2=0.4444 wave3=0.4444
    ▸ True
    ❌ SHORT ma5_33 train n=34 hr=0.625 · holdout n=18 hr=0.375
    💬 잎=SHORT train n=34 w/l/f=20/12/2 HR=62.5% · 상황별 가중치 wave1=0.62/wave2=0.62/wave3=0.62 [4-x]
    ⚖ wave1=0.625 wave2=0.625 wave3=0.625
    ▸ False
    ❌ LONG flipped ma5_34 train n=30 hr=0.8182 · holdout n=2 hr=None
    💬 잎=LONG train n=30 w/l/f=18/4/8 HR=81.8% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.27/wave2=0.18/wave3=0.18 [4-x]
    ⚖ wave1=0.2727 wave2=0.1818 wave3=0.1818
  - ▸ >0
    🔀 mol_per_transition == ma5_35 train n=1842 hr=0.59 · holdout n=692 hr=0.6266
    💬 원자 `mol_per_transition` 분기 == 다갈래, train 분기 score=0.0133, 부모 train HR≈59.0% [4-x]
    ⚖ wave1=0.5593 wave2=0.5198 wave3=0.5081
    ▸ none
    🔀 bars_since_tp <= 1.0 ma5_36 train n=1592 hr=0.6092 · holdout n=610 hr=0.6146
    💬 원자 `bars_since_tp` 분기 <= 1.0, train 분기 score=0.0064, 부모 train HR≈60.9% [4-x]
    ⚖ wave1=0.5683 wave2=0.529 wave3=0.5017
    ▸ <=1
    🔀 wave12_lag_bars <= 3.0 ma5_37 train n=324 hr=0.512 · holdout n=120 hr=0.3889
    💬 원자 `wave12_lag_bars` 분기 <= 3.0, train 분기 score=0.0724, 부모 train HR≈51.2% [4-x]
    ⚖ wave1=0.48 wave2=0.48 wave3=0.464
    ▸ <=3
    ⚠️ SHORT flipped ma5_38 train n=82 hr=0.6452 · holdout n=50 hr=0.6875
    💬 잎=SHORT train n=82 w/l/f=40/22/20 HR=64.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.61/wave2=0.61/wave3=0.48 [4-x]
    ⚖ wave1=0.6129 wave2=0.6129 wave3=0.4839
    ▸ >3
    ❌ LONG flipped ma5_39 train n=242 hr=0.5638 · holdout n=70 hr=0.45
    💬 잎=LONG train n=242 w/l/f=106/82/54 HR=56.4% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.44/wave2=0.44/wave3=0.46 [4-x]
    ⚖ wave1=0.4362 wave2=0.4362 wave3=0.4574
    ▸ >1
    ⚠️ SHORT ma5_40 train n=1268 hr=0.6421 · holdout n=490 hr=0.6154
    💬 잎=SHORT train n=1268 w/l/f=592/330/346 HR=64.2% · 상황별 가중치 wave1=0.59/wave2=0.54/wave3=0.51 [4-x]
    ⚖ wave1=0.5922 wave2=0.5423 wave3=0.5119
    ▸ to_per
    🔀 community_recent == ma5_41 train n=116 hr=0.5957 · holdout n=38 hr=0.125
    💬 원자 `community_recent` 분기 == 다갈래, train 분기 score=0.0854, 부모 train HR≈59.6% [4-x]
    ⚖ wave1=0.4468 wave2=0.383 wave3=0.4894
    ▸ candle_bear,neck
    ❌ LONG flipped ma5_42 train n=52 hr=0.7273 · holdout n=18 hr=0.2222
    💬 잎=LONG train n=52 w/l/f=32/12/8 HR=72.7% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.41/wave2=0.36/wave3=0.41 [4-x]
    ⚖ wave1=0.4091 wave2=0.3636 wave3=0.4091
    ▸ candle_bull,neck
    ❌ LONG flipped ma5_43 train n=36 hr=0.6 · holdout n=6 hr=0.0
    💬 잎=LONG train n=36 w/l/f=18/12/6 HR=60.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.33/wave2=0.27/wave3=0.53 [4-x]
    ⚖ wave1=0.3333 wave2=0.2667 wave3=0.5333
    ▸ candle_bear,candle_bull
    ❌ SHORT ma5_44 train n=28 hr=0.7 · holdout n=14 hr=1.0
    💬 잎=SHORT train n=28 w/l/f=14/6/8 HR=70.0% · 상황별 가중치 wave1=0.70/wave2=0.60/wave3=0.60 [4-x]
    ⚖ wave1=0.7 wave2=0.6 wave3=0.6
    ▸ to_mol
    🔀 bars_since_dt <= 6.0 ma5_45 train n=134 hr=0.54 · holdout n=44 hr=0.5
    💬 원자 `bars_since_dt` 분기 <= 6.0, train 분기 score=0.1173, 부모 train HR≈54.0% [4-x]
    ⚖ wave1=0.56 wave2=0.54 wave3=0.6
    ▸ <=6
    🔀 wave23_lag_bars <= 7.0 ma5_46 train n=56 hr=0.7273 · holdout n=22 hr=0.5714
    💬 원자 `wave23_lag_bars` 분기 <= 7.0, train 분기 score=0.0151, 부모 train HR≈72.7% [4-x]
    ⚖ wave1=0.6364 wave2=0.6364 wave3=0.5
    ▸ <=7
    ❌ SHORT ma5_47 train n=30 hr=0.6154 · holdout n=12 hr=0.5
    💬 잎=SHORT train n=30 w/l/f=16/10/4 HR=61.5% · 상황별 가중치 wave1=0.62/wave2=0.46/wave3=0.46 [4-x]
    ⚖ wave1=0.6154 wave2=0.4615 wave3=0.4615
    ▸ >7
    ❌ SHORT ma5_48 train n=26 hr=0.8889 · holdout n=10 hr=0.6667
    💬 잎=SHORT train n=26 w/l/f=16/2/8 HR=88.9% · 상황별 가중치 wave1=0.67/wave2=0.89/wave3=0.56 [4-x]
    ⚖ wave1=0.6667 wave2=0.8889 wave3=0.5556
    ▸ >6
    🔀 rsi_holds_recent_low == ma5_49 train n=78 hr=0.6071 · holdout n=22 hr=0.6
    💬 원자 `rsi_holds_recent_low` 분기 == 다갈래, train 분기 score=0.1002, 부모 train HR≈60.7% [4-x]
    ⚖ wave1=0.5 wave2=0.4643 wave3=0.6786
    ▸ False
    ⚠️ LONG flipped ma5_50 train n=34 hr=0.8462 · holdout n=14 hr=0.6667
    💬 잎=LONG train n=34 w/l/f=22/4/8 HR=84.6% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.15/wave2=0.54/wave3=0.85 [4-x]
    ⚖ wave1=0.1538 wave2=0.5385 wave3=0.8462
    ▸ True
    ❌ SHORT ma5_51 train n=44 hr=0.6 · holdout n=8 hr=0.5
    💬 잎=SHORT train n=44 w/l/f=18/12/14 HR=60.0% · 상황별 가중치 wave1=0.80/wave2=0.40/wave3=0.53 [4-x]
    ⚖ wave1=0.8 wave2=0.4 wave3=0.5333
- ▸ 3
  🔀 volume_ratio <= 0.3320150860594164 ma5_52 train n=154 hr=0.7031 · holdout n=38 hr=0.5
  💬 원자 `volume_ratio` 분기 <= 0.3320150860594164, train 분기 score=0.0275, 부모 train HR≈70.3% [4-x]
  ⚖ wave1=0.4375 wave2=0.375 wave3=0.3438
  - ▸ <=0.332015
    ❌ SHORT flipped ma5_53 train n=32 hr=0.5833 · holdout n=8 hr=0.3333
    💬 잎=SHORT train n=32 w/l/f=14/10/8 HR=58.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.33/wave2=0.58/wave3=0.58 [4-x]
    ⚖ wave1=0.3333 wave2=0.5833 wave3=0.5833
  - ▸ >0.332015
    🔀 pattern_stage == ma5_54 train n=122 hr=0.7692 · holdout n=30 hr=0.4545
    💬 원자 `pattern_stage` 분기 == 다갈래, train 분기 score=0.0105, 부모 train HR≈76.9% [4-x]
    ⚖ wave1=0.4615 wave2=0.3269 wave3=0.2885
    ▸ dt_active
    ❌ LONG flipped ma5_56 train n=66 hr=0.7241 · holdout n=20 hr=0.5
    💬 병합(§F): `macd2_gap` 분기 자식 2개 동일 LONG · |ΔHR|≤0.08 · 잎=LONG train n=40 w/l/f=24/14/2 HR=63.2% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.42/wave2=0.37/wave3=0.37 [4-x]
    ⚖ wave1=0.4211 wave2=0.3684 wave3=0.3684
    ▸ dt_fresh
    ❌ LONG flipped ma5_58 train n=26 hr=0.6667 · holdout n=10 hr=0.3333
    💬 잎=LONG train n=26 w/l/f=16/8/2 HR=66.7% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.50/wave2=0.50/wave3=0.33 [4-x]
    ⚖ wave1=0.5 wave2=0.5 wave3=0.3333
    ▸ _other
    ❌ LONG flipped ma5_59 train n=30 hr=1.0 · holdout n=0 hr=None
    💬 잎=LONG train n=30 w/l/f=22/0/8 HR=100.0% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.55/wave2=0.18/wave3=0.27 [4-x]
    ⚖ wave1=0.5455 wave2=0.1818 wave3=0.2727
- ▸ none
  🔀 rsi_vs_prev_candle == ma5_60 train n=86 hr=0.6818 · holdout n=26 hr=0.75
  💬 원자 `rsi_vs_prev_candle` 분기 == 다갈래, train 분기 score=0.1757, 부모 train HR≈68.2% [4-x]
  ⚖ wave1=0.6364 wave2=0.4545 wave3=0.3182
  - ▸ higher
    ⚠️ LONG flipped ma5_61 train n=50 hr=0.875 · holdout n=18 hr=0.8
    💬 잎=LONG train n=50 w/l/f=28/4/18 HR=87.5% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.69/wave2=0.31/wave3=0.19 [4-x]
    ⚖ wave1=0.6875 wave2=0.3125 wave3=0.1875
  - ▸ lower
    ❌ SHORT flipped ma5_62 train n=36 hr=0.8333 · holdout n=8 hr=0.3333
    💬 잎=SHORT train n=36 w/l/f=10/2/24 HR=83.3% · 반대방향 원칙 적용(flipped) — 기본룰 방향 실패 시 관망 대신 반대 출력 · 상황별 가중치 wave1=0.50/wave2=0.83/wave3=0.67 [4-x]
    ⚖ wave1=0.5 wave2=0.8333 wave3=0.6667
▸ >54.8543
❌ SHORT ma5_63 train n=12328 hr=0.5334 · holdout n=6506 hr=0.5477
💬 잎=SHORT train n=12328 w/l/f=4386/3836/4106 HR=53.3% · 상황별 가중치 wave1=0.49/wave2=0.48/wave3=0.47 [4-x]
⚖ wave1=0.4872 wave2=0.4775 wave3=0.4714

결정 트리 (docs/16) — 관리형 JSON 렌더

60선 트리거 (2-x)

20선 트리거 (3-x)

5선 트리거 (4-x)