From a19da4728b9227759cb3c7c52ca21e3b057633e0 Mon Sep 17 00:00:00 2001
From: xunyulin230420 <您的邮箱766024@qq.com>
Date: Thu, 12 Feb 2026 16:32:45 +0800
Subject: [PATCH] =?UTF-8?q?=E7=AE=80=E5=8C=96=E9=A1=B9=E7=9B=AE=E5=B9=B6?=
 =?UTF-8?q?=E5=88=87=E6=8D=A2=E5=88=B0v2=E6=A8=A1=E5=9E=8B=E4=B8=8E?=
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MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .gitignore                          |  10 +-
 models/clutch_attention_lstm_v1.pth | Bin 248809 -> 0 bytes
 models/clutch_lstm_v1.pth           | Bin 229749 -> 0 bytes
 models/clutch_model_v1.json         |   1 -
 models/clutch_model_v2.json         |   1 +
 models/player_experience.json       |   1 -
 reports/v2_场景准召_指标报告.md     |  26 ++++
 requirements.txt                    |   5 +-
 src/analysis/ensemble_analysis.py   |  90 -----------
 src/analysis/explain_model_shap.py  |  95 ------------
 src/analysis/explain_prediction.py  | 126 ----------------
 src/analysis/scenario_accuracy.py   | 221 ++++++++++++++++++++++++++++
 src/etl/auto_pipeline.py            |  27 ++--
 src/etl/extract_snapshots.py        |  23 ++-
 src/features/definitions.py         |  49 +++---
 src/inference/app.py                | 101 ++++++++-----
 src/inference/ensemble_framework.py | 182 -----------------------
 src/inference/stacking_ensemble.py  | 217 ---------------------------
 src/training/evaluate.py            |   7 +-
 src/training/models.py              | 111 --------------
 src/training/sequence_prep.py       | 114 --------------
 src/training/train.py               |  75 +++++++++-
 src/training/train_lstm.py          | 207 --------------------------
 23 files changed, 454 insertions(+), 1235 deletions(-)
 delete mode 100644 models/clutch_attention_lstm_v1.pth
 delete mode 100644 models/clutch_lstm_v1.pth
 delete mode 100644 models/clutch_model_v1.json
 create mode 100644 models/clutch_model_v2.json
 delete mode 100644 models/player_experience.json
 create mode 100644 reports/v2_场景准召_指标报告.md
 delete mode 100644 src/analysis/ensemble_analysis.py
 delete mode 100644 src/analysis/explain_model_shap.py
 delete mode 100644 src/analysis/explain_prediction.py
 create mode 100644 src/analysis/scenario_accuracy.py
 delete mode 100644 src/inference/ensemble_framework.py
 delete mode 100644 src/inference/stacking_ensemble.py
 delete mode 100644 src/training/models.py
 delete mode 100644 src/training/sequence_prep.py
 delete mode 100644 src/training/train_lstm.py

diff --git a/.gitignore b/.gitignore
index 2b0f920..41c1de8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -17,10 +17,14 @@ database/**/*.db
 # Local demo snapshots (large)
 data/processed/
 data/demos/
-data/sequences/
 
-# Reports and Artifacts
-reports/
+# Training / evaluation artifacts
+data/sequences/
+models/*.pth
+models/player_experience.json
+report_out.txt
+run_log.txt
+train_log.txt
 
 # Local downloads / raw captures
 output_arena/
diff --git a/models/clutch_attention_lstm_v1.pth b/models/clutch_attention_lstm_v1.pth
deleted file mode 100644
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diff --git a/models/clutch_model_v1.json b/models/clutch_model_v1.json
deleted file mode 100644
index 87c582d..0000000
--- a/models/clutch_model_v1.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/models/clutch_model_v2.json b/models/clutch_model_v2.json
new file mode 100644
index 0000000..eaaa600
--- /dev/null
+++ b/models/clutch_model_v2.json
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\ No newline at end of file
diff --git a/models/player_experience.json b/models/player_experience.json
deleted file mode 100644
index b1bc2c0..0000000
--- a/models/player_experience.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/reports/v2_场景准召_指标报告.md b/reports/v2_场景准召_指标报告.md
new file mode 100644
index 0000000..f97f140
--- /dev/null
+++ b/reports/v2_场景准召_指标报告.md
@@ -0,0 +1,26 @@
+# v2 模型：不同场景下的指标报告
+
+- 模型文件：`models/clutch_model_v2.json`
+- 测试数据：`data/processed/test_set_v2.parquet`
+- 帧数：`487`
+
+说明：下表的 Precision/Recall/F1 均以 CT 胜利(=1) 作为正类。
+
+| 类别 | 子类别 | 样本数 | 准确率(Acc) | 精确率(Prec) | 召回率(Rec) | F1 |
+|---|---:|---:|---:|---:|---:|---:|
+| Overall | All Data | 487 | 75.2% | 81.0% | 85.4% | 83.2% |
+| Side | T Win (Terrorist) | 137 | 48.9% | 0.0% | 0.0% | 0.0% |
+| Side | CT Win (Counter-Terrorist) | 350 | 85.4% | 100.0% | 85.4% | 92.1% |
+| Player Count | Advantage (CT > T) | 247 | 76.5% | 72.1% | 97.9% | 83.0% |
+| Player Count | Disadvantage (CT < T) | 188 | 73.9% | 99.2% | 72.7% | 83.9% |
+| Player Count | Equal (CT == T) | 52 | 73.1% | 67.4% | 100.0% | 80.6% |
+| Bomb Status | Not Planted | 326 | 69.6% | 72.5% | 82.2% | 77.0% |
+| Bomb Status | Planted | 161 | 86.3% | 95.0% | 89.9% | 92.4% |
+| Bomb Site | A | 161 | 86.3% | 95.0% | 89.9% | 92.4% |
+| CT Defuser | No Kit | 118 | 50.8% | 71.2% | 46.2% | 56.1% |
+| CT Defuser | Has Kit | 369 | 82.9% | 82.6% | 97.0% | 89.3% |
+| Flash | No Flash | 452 | 73.5% | 80.0% | 84.4% | 82.1% |
+| Flash | Any Flash | 35 | 97.1% | 95.8% | 100.0% | 97.9% |
+| Time Phase | Early | 163 | 65.6% | 64.9% | 96.0% | 77.4% |
+| Time Phase | Mid | 162 | 62.3% | 80.9% | 63.9% | 71.4% |
+| Time Phase | Late | 162 | 97.5% | 100.0% | 96.9% | 98.4% |
diff --git a/requirements.txt b/requirements.txt
index e50c226..a6d013f 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,9 +4,6 @@ pandas>=2.0.0
 numpy>=1.24.0
 flask>=3.0.0
 scikit-learn>=1.3.0
-jupyter>=1.0.0
-matplotlib>=3.7.0
-seaborn>=0.13.0
 scipy>=1.10.0
-shap>=0.40.0
 streamlit>=1.30.0
+requests>=2.31.0
diff --git a/src/analysis/ensemble_analysis.py b/src/analysis/ensemble_analysis.py
deleted file mode 100644
index 11d7e24..0000000
--- a/src/analysis/ensemble_analysis.py
+++ /dev/null
@@ -1,90 +0,0 @@
-import os
-import sys
-import pandas as pd
-import numpy as np
-import torch
-import xgboost as xgb
-from sklearn.metrics import accuracy_score, log_loss
-import matplotlib.pyplot as plt
-import seaborn as sns
-
-# Add project root to path
-sys.path.append(os.path.join(os.path.dirname(__file__), '../..'))
-
-from src.training.models import ClutchAttentionLSTM
-from src.features.definitions import FEATURE_COLUMNS
-from src.inference.stacking_ensemble import StackingEnsemble
-
-# Configuration
-XGB_MODEL_PATH = "models/clutch_model_v1.json"
-LSTM_MODEL_PATH = "models/clutch_attention_lstm_v1.pth"
-TEST_DATA_PATH = "data/processed/test_set.parquet"
-
-def analyze_ensemble():
-    if not os.path.exists(TEST_DATA_PATH):
-        print("Test data not found.")
-        return
-
-    print(f"Loading data from {TEST_DATA_PATH}...")
-    df = pd.read_parquet(TEST_DATA_PATH)
-    y = df['round_winner'].values
-
-    # Initialize Ensemble (to reuse get_base_predictions)
-    device = "cuda" if torch.cuda.is_available() else "cpu"
-    ensemble = StackingEnsemble(XGB_MODEL_PATH, LSTM_MODEL_PATH, device)
-
-    print("Generating predictions...")
-    # Get base model predictions
-    meta_features = ensemble.get_base_predictions(df)
-    prob_xgb = meta_features['prob_xgb'].values
-    prob_lstm = meta_features['prob_lstm'].values
-
-    # 1. Correlation Analysis
-    correlation = np.corrcoef(prob_xgb, prob_lstm)[0, 1]
-    print(f"\n[Correlation Analysis]")
-    print(f"Correlation between XGBoost and LSTM predictions: {correlation:.4f}")
-
-    # 2. Performance Comparison (Log Loss & Accuracy)
-    acc_xgb = accuracy_score(y, (prob_xgb > 0.5).astype(int))
-    ll_xgb = log_loss(y, prob_xgb)
-
-    acc_lstm = accuracy_score(y, (prob_lstm > 0.5).astype(int))
-    ll_lstm = log_loss(y, prob_lstm)
-
-    print(f"\n[Performance Comparison]")
-    print(f"XGBoost - Acc: {acc_xgb:.2%}, LogLoss: {ll_xgb:.4f}")
-    print(f"LSTM    - Acc: {acc_lstm:.2%}, LogLoss: {ll_lstm:.4f}")
-
-    # 3. Disagreement Analysis
-    # Where do they disagree?
-    pred_xgb = (prob_xgb > 0.5).astype(int)
-    pred_lstm = (prob_lstm > 0.5).astype(int)
-
-    disagreement_mask = pred_xgb != pred_lstm
-    disagreement_count = np.sum(disagreement_mask)
-    print(f"\n[Disagreement Analysis]")
-    print(f"Models disagree on {disagreement_count} / {len(df)} samples ({disagreement_count/len(df):.2%})")
-
-    if disagreement_count > 0:
-        # Who is right when they disagree?
-        disagreements = df[disagreement_mask].copy()
-        y_disagree = y[disagreement_mask]
-        pred_xgb_disagree = pred_xgb[disagreement_mask]
-        pred_lstm_disagree = pred_lstm[disagreement_mask]
-
-        xgb_correct = np.sum(pred_xgb_disagree == y_disagree)
-        lstm_correct = np.sum(pred_lstm_disagree == y_disagree)
-
-        print(f"In disagreement cases:")
-        print(f"  XGBoost correct: {xgb_correct} times")
-        print(f"  LSTM correct:    {lstm_correct} times")
-
-        # Show a few examples
-        print("\nExample Disagreements:")
-        disagreements['prob_xgb'] = prob_xgb[disagreement_mask]
-        disagreements['prob_lstm'] = prob_lstm[disagreement_mask]
-        disagreements['actual'] = y_disagree
-        print(disagreements[['round', 'tick', 'prob_xgb', 'prob_lstm', 'actual']].head(5))
-
-if __name__ == "__main__":
-    analyze_ensemble()
diff --git a/src/analysis/explain_model_shap.py b/src/analysis/explain_model_shap.py
deleted file mode 100644
index e306404..0000000
--- a/src/analysis/explain_model_shap.py
+++ /dev/null
@@ -1,95 +0,0 @@
-import os
-import sys
-import pandas as pd
-import numpy as np
-import xgboost as xgb
-import shap
-import matplotlib.pyplot as plt
-
-# Add project root to path
-sys.path.append(os.path.join(os.path.dirname(__file__), '../..'))
-
-from src.features.definitions import FEATURE_COLUMNS
-
-# Configuration
-MODEL_PATH = "models/clutch_model_v1.json"
-TEST_DATA_PATH = "data/processed/test_set.parquet"
-REPORT_DIR = "reports"
-
-def explain_model():
-    # 1. Ensure Report Directory Exists
-    if not os.path.exists(REPORT_DIR):
-        os.makedirs(REPORT_DIR)
-
-    # 2. Load Data
-    if not os.path.exists(TEST_DATA_PATH):
-        print(f"Error: Test data not found at {TEST_DATA_PATH}")
-        return
-
-    print(f"Loading test data from {TEST_DATA_PATH}...")
-    df = pd.read_parquet(TEST_DATA_PATH)
-    X = df[FEATURE_COLUMNS]
-    y = df['round_winner']
-
-    # 3. Load Model
-    if not os.path.exists(MODEL_PATH):
-        print(f"Error: Model not found at {MODEL_PATH}")
-        return
-
-    print(f"Loading XGBoost model from {MODEL_PATH}...")
-    model = xgb.XGBClassifier()
-    model.load_model(MODEL_PATH)
-
-    # 4. Calculate SHAP Values
-    print("Calculating SHAP values (this may take a moment)...")
-    explainer = shap.TreeExplainer(model)
-    shap_values = explainer.shap_values(X)
-
-    # 5. Generate Summary Plot
-    print(f"Generating SHAP Summary Plot...")
-    plt.figure(figsize=(10, 8))
-    shap.summary_plot(shap_values, X, show=False)
-    
-    summary_plot_path = os.path.join(REPORT_DIR, "shap_summary_v1.png")
-    plt.savefig(summary_plot_path, bbox_inches='tight', dpi=300)
-    plt.close()
-    print(f"Saved summary plot to: {summary_plot_path}")
-
-    # 6. Generate Bar Plot (Global Feature Importance)
-    print(f"Generating SHAP Bar Plot...")
-    plt.figure(figsize=(10, 8))
-    shap.summary_plot(shap_values, X, plot_type="bar", show=False)
-    
-    bar_plot_path = os.path.join(REPORT_DIR, "shap_importance_v1.png")
-    plt.savefig(bar_plot_path, bbox_inches='tight', dpi=300)
-    plt.close()
-    print(f"Saved importance plot to: {bar_plot_path}")
-
-    # 7. Interview Insights Generation
-    print("\n" + "="*50)
-    print("           DATA ANALYST INTERVIEW INSIGHTS           ")
-    print("="*50)
-    
-    # Calculate mean absolute SHAP values for importance
-    mean_abs_shap = np.mean(np.abs(shap_values), axis=0)
-    feature_importance = pd.DataFrame({
-        'feature': FEATURE_COLUMNS,
-        'importance': mean_abs_shap
-    }).sort_values('importance', ascending=False)
-
-    top_3 = feature_importance.head(3)
-    
-    print("When an interviewer asks: 'What drives your model's predictions?'")
-    print("You can answer based on this data:")
-    print(f"1. The most critical factor is '{top_3.iloc[0]['feature']}'.")
-    print(f"   (Impact Score: {top_3.iloc[0]['importance']:.4f})")
-    print(f"2. Followed by '{top_3.iloc[1]['feature']}' and '{top_3.iloc[2]['feature']}'.")
-    print("\nBusiness Interpretation:")
-    print("- If 'economy' features are top: The model confirms that money buys win rate.")
-    print("- If 'spatial' features are top: The model understands map control is key.")
-    print("- If 'status' (health/alive) features are top: The model relies on basic manpower advantage.")
-    print("-" * 50)
-    print(f"Check the visualizations in the '{REPORT_DIR}' folder to practice your storytelling.")
-
-if __name__ == "__main__":
-    explain_model()
\ No newline at end of file
diff --git a/src/analysis/explain_prediction.py b/src/analysis/explain_prediction.py
deleted file mode 100644
index 468184e..0000000
--- a/src/analysis/explain_prediction.py
+++ /dev/null
@@ -1,126 +0,0 @@
-import os
-import sys
-import pandas as pd
-import xgboost as xgb
-import shap
-import numpy as np
-
-# Add project root to path
-sys.path.append(os.path.join(os.path.dirname(__file__), '../..'))
-
-# Define Model Path
-MODEL_PATH = "models/clutch_model_v1.json"
-
-def main():
-    # 1. Load Model
-    if not os.path.exists(MODEL_PATH):
-        print(f"Error: Model not found at {MODEL_PATH}")
-        return
-
-    model = xgb.XGBClassifier()
-    model.load_model(MODEL_PATH)
-    print("Model loaded successfully.")
-
-    # 2. Reconstruct the 2v2 Scenario Feature Vector
-    # This matches the output from test_advanced_inference.py
-    # "features_used": {
-    #     "alive_diff": 0,
-    #     "ct_alive": 2,
-    #     "ct_area": 0.0,
-    #     "ct_equip_value": 10050,
-    #     "ct_health": 200,
-    #     "ct_pincer_index": 4.850712408436715,
-    #     "ct_spread": 2549.509756796392,
-    #     "ct_total_cash": 9750,
-    #     "game_time": 90.0,
-    #     "health_diff": 0,
-    #     "t_alive": 2,
-    #     "t_area": 0.0,
-    #     "t_equip_value": 7400,
-    #     "t_health": 200,
-    #     "t_pincer_index": 0.0951302970209441,
-    #     "t_spread": 50.0,
-    #     "t_total_cash": 3500,
-    #     "team_distance": 525.594901040716
-    # }
-
-    feature_cols = [
-        't_alive', 'ct_alive', 't_health', 'ct_health', 
-        'health_diff', 'alive_diff', 'game_time',
-        'team_distance', 't_spread', 'ct_spread', 't_area', 'ct_area',
-        't_pincer_index', 'ct_pincer_index',
-        't_total_cash', 'ct_total_cash', 't_equip_value', 'ct_equip_value',
-        'is_bomb_planted', 'site'
-    ]
-
-    # Data from the previous test
-    data = {
-        't_alive': 2,
-        'ct_alive': 2,
-        't_health': 200,
-        'ct_health': 200,
-        'health_diff': 0,
-        'alive_diff': 0,
-        'game_time': 90.0,
-        'team_distance': 525.5949,
-        't_spread': 50.0,
-        'ct_spread': 2549.51,
-        't_area': 0.0,
-        'ct_area': 0.0,
-        't_pincer_index': 0.0951,
-        'ct_pincer_index': 4.8507,
-        't_total_cash': 3500,
-        'ct_total_cash': 9750,
-        't_equip_value': 7400,
-        'ct_equip_value': 10050,
-        'is_bomb_planted': 1,
-        'site': 401
-    }
-
-    df = pd.DataFrame([data], columns=feature_cols)
-
-    # 3. Predict
-    prob_ct = model.predict_proba(df)[0][1]
-    print(f"\nScenario Prediction:")
-    print(f"T Win Probability: {1-prob_ct:.4f}")
-    print(f"CT Win Probability: {prob_ct:.4f}")
-
-    # 4. SHAP Explanation
-    print("\nCalculating SHAP values...")
-    explainer = shap.TreeExplainer(model)
-    shap_values = explainer.shap_values(df)
-
-    # Expected value (base rate)
-    base_value = explainer.expected_value
-    # If base_value is log-odds, we convert to prob for display, but SHAP values sum to margin.
-    # For binary classification, shap_values are usually in log-odds space.
-    
-    print(f"Base Value (Log Odds): {base_value:.4f}")
-    
-    # Create a DataFrame for results
-    # shap_values is (1, n_features)
-    results = pd.DataFrame({
-        'Feature': feature_cols,
-        'Value': df.iloc[0].values,
-        'SHAP Impact': shap_values[0]
-    })
-    
-    # Sort by absolute impact
-    results['Abs Impact'] = results['SHAP Impact'].abs()
-    results = results.sort_values(by='Abs Impact', ascending=False)
-    
-    print("\nFeature Attribution (Why did the model predict this?):")
-    print("-" * 80)
-    print(f"{'Feature':<20} | {'Value':<15} | {'SHAP Impact':<15} | {'Effect'}")
-    print("-" * 80)
-    
-    for _, row in results.iterrows():
-        effect = "T Favored" if row['SHAP Impact'] < 0 else "CT Favored"
-        print(f"{row['Feature']:<20} | {row['Value']:<15.4f} | {row['SHAP Impact']:<15.4f} | {effect}")
-        
-    print("-" * 80)
-    print("Note: Negative SHAP values push probability towards Class 0 (T Win).")
-    print("      Positive SHAP values push probability towards Class 1 (CT Win).")
-
-if __name__ == "__main__":
-    main()
diff --git a/src/analysis/scenario_accuracy.py b/src/analysis/scenario_accuracy.py
new file mode 100644
index 0000000..36d15d5
--- /dev/null
+++ b/src/analysis/scenario_accuracy.py
@@ -0,0 +1,221 @@
+"""
+Clutch-IQ Comprehensive Metrics Report
+======================================
+Generates scenario breakdowns for the active XGBoost model (v2).
+
+Metrics include:
+- Accuracy, Precision, Recall, F1 (Overall)
+- Breakdown by Scenario:
+  - Player Advantage (CT > T, T > CT, Equal)
+  - Bomb Status (Planted vs Not Planted)
+  - Game Phase (Early, Mid, Late) (by quantiles of game_time)
+
+Usage:
+    python src/analysis/scenario_accuracy.py
+"""
+
+import os
+import sys
+import numpy as np
+import pandas as pd
+import xgboost as xgb
+from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score
+
+# Add project root to path
+sys.path.append(os.path.join(os.path.dirname(__file__), '../..'))
+from src.features.definitions import FEATURE_COLUMNS
+
+# Configuration
+XGB_MODEL_PATH = os.getenv(
+    "CLUTCH_XGB_MODEL_PATH",
+    "models/clutch_model_v2.json"
+)
+TEST_DATA_PATH = os.getenv(
+    "CLUTCH_TEST_DATA_PATH",
+    "data/processed/test_set_v2.parquet"
+)
+
+REPORT_PATH = os.getenv(
+    "CLUTCH_REPORT_PATH",
+    "reports/v2_场景准召_指标报告.md"
+)
+
+def _calculate_metrics(y_true, y_pred):
+    return {
+        "Acc": accuracy_score(y_true, y_pred),
+        "Prec": precision_score(y_true, y_pred, pos_label=1, zero_division=0),
+        "Rec": recall_score(y_true, y_pred, pos_label=1, zero_division=0),
+        "F1": f1_score(y_true, y_pred, pos_label=1, zero_division=0),
+    }
+
+def get_scenario_label(row):
+    # 1. Player Count
+    if row['ct_alive'] > row['t_alive']:
+        p_status = "Advantage (CT > T)"
+    elif row['ct_alive'] < row['t_alive']:
+        p_status = "Disadvantage (CT < T)"
+    else:
+        p_status = "Equal (CT == T)"
+        
+    # 2. Bomb
+    b_status = "Planted" if row['is_bomb_planted'] == 1 else "Not Planted"
+    
+    return p_status, b_status
+
+def _build_time_phase(df):
+    if "game_time" not in df.columns or df["game_time"].dropna().empty:
+        return None
+    qs = df["game_time"].quantile([1/3, 2/3]).values.tolist()
+    q1, q2 = float(qs[0]), float(qs[1])
+    def _label(x):
+        if x <= q1:
+            return "Early"
+        if x <= q2:
+            return "Mid"
+        return "Late"
+    return df["game_time"].apply(_label)
+
+def _add_results(results, category, subcategory, y_true, y_pred):
+    m = _calculate_metrics(y_true, y_pred)
+    results.append({
+        "Category": category,
+        "Subcategory": subcategory,
+        "Count": int(len(y_true)),
+        "Acc": m["Acc"],
+        "Prec": m["Prec"],
+        "Rec": m["Rec"],
+        "F1": m["F1"],
+    })
+
+def _to_pct(x):
+    try:
+        return f"{float(x) * 100:.1f}%"
+    except Exception:
+        return ""
+
+def save_markdown_report(res_df, model_path, test_data_path, frames, output_path):
+    out_dir = os.path.dirname(output_path)
+    if out_dir:
+        os.makedirs(out_dir, exist_ok=True)
+
+    title = "# v2 模型：不同场景下的指标报告\n\n"
+    meta = (
+        f"- 模型文件：`{model_path}`\n"
+        f"- 测试数据：`{test_data_path}`\n"
+        f"- 帧数：`{frames}`\n\n"
+        "说明：下表的 Precision/Recall/F1 均以 CT 胜利(=1) 作为正类。\n\n"
+    )
+
+    header = "| 类别 | 子类别 | 样本数 | 准确率(Acc) | 精确率(Prec) | 召回率(Rec) | F1 |\n"
+    sep = "|---|---:|---:|---:|---:|---:|---:|\n"
+
+    lines = [title, meta, header, sep]
+    for _, row in res_df.iterrows():
+        lines.append(
+            "| "
+            f"{row['Category']} | {row['Subcategory']} | {int(row['Count'])} | "
+            f"{_to_pct(row['Acc'])} | {_to_pct(row['Prec'])} | {_to_pct(row['Rec'])} | {_to_pct(row['F1'])} |\n"
+        )
+
+    with open(output_path, "w", encoding="utf-8") as f:
+        f.writelines(lines)
+
+    print(f"[Report] Markdown report saved to {output_path}")
+
+def main():
+    if not os.path.exists(TEST_DATA_PATH):
+        print(f"Error: Test data not found at {TEST_DATA_PATH}")
+        return
+    if not os.path.exists(XGB_MODEL_PATH):
+        print(f"Error: Model not found at {XGB_MODEL_PATH}")
+        return
+
+    df = pd.read_parquet(TEST_DATA_PATH)
+    if "round_winner" not in df.columns:
+        print("Error: round_winner column not found in test data")
+        return
+
+    y_true = df["round_winner"].astype(int).values
+
+    model = xgb.XGBClassifier()
+    model.load_model(XGB_MODEL_PATH)
+    xgb_feature_names = model.get_booster().feature_names or list(FEATURE_COLUMNS)
+    X = df[xgb_feature_names]
+    probs = model.predict_proba(X)[:, 1]
+    y_pred = (probs >= 0.5).astype(int)
+
+    df_eval = df.copy()
+    df_eval["y_true"] = y_true
+    df_eval["y_pred"] = y_pred
+
+    df_eval["Player_Scenario"], df_eval["Bomb_Scenario"] = zip(*df_eval.apply(get_scenario_label, axis=1))
+    time_phase = _build_time_phase(df_eval)
+    if time_phase is not None:
+        df_eval["Time_Phase"] = time_phase
+
+    results = []
+    _add_results(results, "Overall", "All Data", df_eval["y_true"].values, df_eval["y_pred"].values)
+
+    for label, name in [(0, "T Win (Terrorist)"), (1, "CT Win (Counter-Terrorist)")]:
+        subset = df_eval[df_eval["y_true"] == label]
+        if not subset.empty:
+            _add_results(results, "Side", name, subset["y_true"].values, subset["y_pred"].values)
+
+    for sc in sorted(df_eval["Player_Scenario"].unique()):
+        subset = df_eval[df_eval["Player_Scenario"] == sc]
+        _add_results(results, "Player Count", sc, subset["y_true"].values, subset["y_pred"].values)
+
+    for sc in sorted(df_eval["Bomb_Scenario"].unique()):
+        subset = df_eval[df_eval["Bomb_Scenario"] == sc]
+        _add_results(results, "Bomb Status", sc, subset["y_true"].values, subset["y_pred"].values)
+
+    if "site" in df_eval.columns:
+        planted = df_eval[df_eval["is_bomb_planted"] == 1].copy() if "is_bomb_planted" in df_eval.columns else df_eval.iloc[0:0]
+        if not planted.empty:
+            planted["Site_Label"] = planted["site"].apply(lambda x: "B" if int(x) == 1 else "A")
+            for sc in sorted(planted["Site_Label"].unique()):
+                subset = planted[planted["Site_Label"] == sc]
+                _add_results(results, "Bomb Site", sc, subset["y_true"].values, subset["y_pred"].values)
+
+    if "ct_has_defuser" in df_eval.columns:
+        for sc in [0, 1]:
+            subset = df_eval[df_eval["ct_has_defuser"].astype(int) == sc]
+            _add_results(results, "CT Defuser", "Has Kit" if sc == 1 else "No Kit", subset["y_true"].values, subset["y_pred"].values)
+
+    if "t_blinded_count" in df_eval.columns and "ct_blinded_count" in df_eval.columns:
+        any_flash = (df_eval["t_blinded_count"].astype(float) + df_eval["ct_blinded_count"].astype(float)) > 0
+        subset = df_eval[~any_flash]
+        _add_results(results, "Flash", "No Flash", subset["y_true"].values, subset["y_pred"].values)
+        subset = df_eval[any_flash]
+        _add_results(results, "Flash", "Any Flash", subset["y_true"].values, subset["y_pred"].values)
+
+    if "Time_Phase" in df_eval.columns:
+        for sc in ["Early", "Mid", "Late"]:
+            subset = df_eval[df_eval["Time_Phase"] == sc]
+            if not subset.empty:
+                _add_results(results, "Time Phase", sc, subset["y_true"].values, subset["y_pred"].values)
+
+    res_df = pd.DataFrame(results)
+
+    print(f"Model: {XGB_MODEL_PATH}")
+    print(f"Test Data: {TEST_DATA_PATH}")
+    print(f"Frames: {len(df_eval)}")
+    print()
+    print("| Category | Subcategory | Count | Acc | Prec | Rec | F1 |")
+    print("|---|---|---:|---:|---:|---:|---:|")
+    for _, row in res_df.iterrows():
+        print(
+            f"| {row['Category']} | {row['Subcategory']} | {int(row['Count'])} | "
+            f"{row['Acc']:.1%} | {row['Prec']:.1%} | {row['Rec']:.1%} | {row['F1']:.1%} |"
+        )
+
+    save_markdown_report(
+        res_df=res_df,
+        model_path=XGB_MODEL_PATH,
+        test_data_path=TEST_DATA_PATH,
+        frames=len(df_eval),
+        output_path=REPORT_PATH,
+    )
+
+if __name__ == "__main__":
+    main()
diff --git a/src/etl/auto_pipeline.py b/src/etl/auto_pipeline.py
index 2239521..64258ef 100644
--- a/src/etl/auto_pipeline.py
+++ b/src/etl/auto_pipeline.py
@@ -53,26 +53,22 @@ def process_file(filepath):
     logging.info(f"Processing new file: {filepath}")
     
     # We use subprocess to isolate memory usage and ensure clean state per file
+    # Updated: Now using --file argument for direct processing
     cmd = [
         sys.executable, 
         EXTRACT_SCRIPT,
-        "--demo_dir", os.path.dirname(filepath), # Temporarily point to where the file is
+        "--file", filepath,
         "--output_dir", OUTPUT_DIR,
         "--delete-source" # Critical flag!
     ]
     
     try:
-        # Note: extract_snapshots.py currently scans the whole dir.
-        # This is inefficient if we monitor a busy Downloads folder.
-        # Ideally we should pass the specific file path.
-        # But for now, since we only care about .dem files and we delete them, it's okay.
-        # However, to avoid processing other .dem files in Downloads that user might want to keep,
-        # we should probably move it to a temp folder first?
-        # Or better: Update extract_snapshots.py to accept a single file.
+        # Note: extract_snapshots.py now supports single file processing via --file.
+        # This allows us to process files directly from any location without moving them first,
+        # or process them efficiently in the staging area.
         
-        # For safety in "Downloads" folder scenario:
-        # 1. Move file to data/demos (staging area)
-        # 2. Process it there
+        # However, for consistency and to avoid locking files in Downloads folder,
+        # we still recommend moving to staging area first.
         
         staging_dir = os.path.abspath("data/demos")
         if not os.path.exists(staging_dir):
@@ -85,6 +81,8 @@ def process_file(filepath):
         if os.path.dirname(filepath) != staging_dir:
             logging.info(f"Moving {filename} to staging area...")
             try:
+                # Use move with retry/check?
+                # For now simple rename
                 os.rename(filepath, staged_path)
             except OSError as e:
                 logging.error(f"Failed to move file: {e}")
@@ -92,11 +90,11 @@ def process_file(filepath):
         else:
             staged_path = filepath
 
-        # Now process from staging
+        # Now process from staging using the specific file path
         cmd = [
             sys.executable, 
             EXTRACT_SCRIPT,
-            "--demo_dir", staging_dir,
+            "--file", staged_path,
             "--output_dir", OUTPUT_DIR,
             "--delete-source"
         ]
@@ -106,8 +104,11 @@ def process_file(filepath):
         if result.returncode == 0:
             logging.info(f"Successfully processed batch.")
             logging.info(result.stdout)
+            if result.stderr:
+                logging.info(f"Logs:\n{result.stderr}")
         else:
             logging.error(f"Processing failed with code {result.returncode}")
+            logging.error(result.stdout)
             logging.error(result.stderr)
             
     except Exception as e:
diff --git a/src/etl/extract_snapshots.py b/src/etl/extract_snapshots.py
index 1fb388d..0f9210d 100644
--- a/src/etl/extract_snapshots.py
+++ b/src/etl/extract_snapshots.py
@@ -17,6 +17,7 @@ import pandas as pd
 import numpy as np
 from demoparser2 import DemoParser  # 核心依赖
 import logging
+import sys
 
 # ==============================================================================
 # ⚙️ 配置与调优参数 (可修改参数区)
@@ -321,10 +322,15 @@ def process_demo(demo_path, output_dir, delete_source=False):
 
     except Exception as e:
         logging.error(f"处理失败 {demo_name}: {str(e)}")
+        # 如果是 Source 1 错误，给予明确提示
+        if "Source1" in str(e):
+            logging.error("❌ 这是一个 CS:GO (Source 1) 的 Demo，本系统仅支持 CS2 (Source 2) Demo。")
+        sys.exit(1)
 
 def main():
     parser = argparse.ArgumentParser(description="L1B 快照引擎")
     parser.add_argument('--demo_dir', type=str, default='data/demos', help='输入 .dem 文件的目录')
+    parser.add_argument('--file', type=str, help='处理单个 .dem 文件 (如果指定此参数，将忽略 --demo_dir)')
     parser.add_argument('--output_dir', type=str, default='data/processed', help='输出 .parquet 文件的目录')
     parser.add_argument('--delete-source', action='store_true', help='处理成功后删除源文件')
     args = parser.parse_args()
@@ -332,7 +338,22 @@ def main():
     if not os.path.exists(args.output_dir):
         os.makedirs(args.output_dir)
 
-    # 获取 demo 列表
+    # 模式 1: 单文件处理
+    if args.file:
+        if not os.path.exists(args.file):
+            logging.error(f"文件不存在: {args.file}")
+            return
+        if not args.file.endswith('.dem'):
+            logging.error(f"无效的文件扩展名: {args.file}")
+            return
+        process_demo(args.file, args.output_dir, delete_source=args.delete_source)
+        return
+
+    # 模式 2: 目录批处理
+    if not os.path.exists(args.demo_dir):
+        logging.warning(f"目录不存在: {args.demo_dir}")
+        return
+
     demo_files = [os.path.join(args.demo_dir, f) for f in os.listdir(args.demo_dir) if f.endswith('.dem')]
     
     if not demo_files:
diff --git a/src/features/definitions.py b/src/features/definitions.py
index a9874ee..0c30bfd 100644
--- a/src/features/definitions.py
+++ b/src/features/definitions.py
@@ -5,7 +5,6 @@ This module defines the canonical list of features used in the Clutch-IQ model.
 Centralizing these definitions ensures consistency between training (train.py) and inference (app.py).
 """
 
-# 1. Status Features (Basic survival status)
 STATUS_FEATURES = [
     't_alive',
     'ct_alive',
@@ -15,7 +14,6 @@ STATUS_FEATURES = [
     'alive_diff'
 ]
 
-# 2. Economy & Equipment Features (Combat power)
 ECONOMY_FEATURES = [
     't_total_cash',
     'ct_total_cash',
@@ -23,7 +21,6 @@ ECONOMY_FEATURES = [
     'ct_equip_value'
 ]
 
-# 3. Spatial & Tactical Features (Map control)
 SPATIAL_FEATURES = [
     'team_distance',
     't_spread',
@@ -34,14 +31,12 @@ SPATIAL_FEATURES = [
     'ct_pincer_index'
 ]
 
-# 4. Context Features (Match situation)
 CONTEXT_FEATURES = [
     'is_bomb_planted',
     'site',
     'game_time'
 ]
 
-# 5. Player Capability Features (Individual skill/experience)
 PLAYER_FEATURES = [
     't_player_experience',
     'ct_player_experience',
@@ -49,29 +44,24 @@ PLAYER_FEATURES = [
     'ct_player_rating'
 ]
 
-# Master list of all features used for model training and inference
-# ORDER MATTERS: This order must be preserved to match the trained model artifact.
-FEATURE_COLUMNS = (
-    STATUS_FEATURES + 
-    [CONTEXT_FEATURES[2]] + # game_time is usually placed here in the legacy order, let's check
-    SPATIAL_FEATURES + 
-    ECONOMY_FEATURES + 
-    CONTEXT_FEATURES[0:2] + # is_bomb_planted, site
-    PLAYER_FEATURES
-)
+UTILITY_FEATURES = [
+    't_blinded_count',
+    'ct_blinded_count',
+    't_blind_time_sum',
+    'ct_blind_time_sum',
+    'blinded_diff'
+]
 
-# Re-defining specifically to match the EXACT order from the original code to avoid breaking the model
-# Original order:
-# 't_alive', 'ct_alive', 't_health', 'ct_health', 
-# 'health_diff', 'alive_diff', 'game_time',
-# 'team_distance', 't_spread', 'ct_spread', 't_area', 'ct_area',
-# 't_pincer_index', 'ct_pincer_index',
-# 't_total_cash', 'ct_total_cash', 't_equip_value', 'ct_equip_value',
-# 'is_bomb_planted', 'site',
-# 't_player_experience', 'ct_player_experience',
-# 't_player_rating', 'ct_player_rating'
+GEAR_FEATURES = [
+    'ct_has_defuser',
+    'ct_defuser_count',
+    't_helmet_count',
+    'ct_helmet_count',
+    't_armor_sum',
+    'ct_armor_sum'
+]
 
-FEATURE_COLUMNS = [
+FEATURE_COLUMNS_V1 = [
     't_alive', 'ct_alive', 't_health', 'ct_health', 
     'health_diff', 'alive_diff', 'game_time',
     'team_distance', 't_spread', 'ct_spread', 't_area', 'ct_area',
@@ -81,3 +71,10 @@ FEATURE_COLUMNS = [
     't_player_experience', 'ct_player_experience',
     't_player_rating', 'ct_player_rating'
 ]
+
+FEATURE_COLUMNS_V2 = FEATURE_COLUMNS_V1 + UTILITY_FEATURES + GEAR_FEATURES
+
+FEATURE_COLUMNS = FEATURE_COLUMNS_V2
+
+XGB_FEATURE_COLUMNS_V1 = FEATURE_COLUMNS_V1
+XGB_FEATURE_COLUMNS_V2 = FEATURE_COLUMNS_V2
diff --git a/src/inference/app.py b/src/inference/app.py
index c72ecf2..d26fb5e 100644
--- a/src/inference/app.py
+++ b/src/inference/app.py
@@ -18,7 +18,7 @@ from flask import Flask, request, jsonify, Response
 sys.path.append(os.path.join(os.path.dirname(__file__), '../..'))
 from src.features.spatial import calculate_spatial_features
 from src.features.economy import calculate_economy_features
-from src.features.definitions import FEATURE_COLUMNS
+from src.features.definitions import FEATURE_COLUMNS, FEATURE_COLUMNS_V1, FEATURE_COLUMNS_V2
 
 # Configure logging
 logging.basicConfig(
@@ -30,11 +30,12 @@ logging.basicConfig(
 app = Flask(__name__)
 
 # Load Model
-MODEL_PATH = "models/clutch_model_v1.json"
+MODEL_PATH = "models/clutch_model_v2.json"
 PLAYER_EXPERIENCE_PATH = "models/player_experience.json"
 L3_DB_PATH = "database/L3/L3.db"
 L2_DB_PATH = "database/L2/L2.db"
 model = None
+active_feature_columns = FEATURE_COLUMNS_V2
 player_experience_map = {}
 player_rating_map = {}
 last_gsi_result = None
@@ -160,16 +161,26 @@ def gsi_to_payload(gsi):
     }
 
 def load_model():
-    global model
-    if os.path.exists(MODEL_PATH):
+    global model, active_feature_columns
+    model_path = os.getenv("CLUTCH_MODEL_PATH")
+    if not model_path:
+        model_version = os.getenv("CLUTCH_MODEL_VERSION", "v2").strip().lower()
+        model_path = "models/clutch_model_v2.json" if model_version == "v2" else MODEL_PATH
+
+    if os.path.exists(model_path):
         try:
             model = xgb.XGBClassifier()
-            model.load_model(MODEL_PATH)
-            logging.info(f"Model loaded successfully from {MODEL_PATH}")
+            model.load_model(model_path)
+            booster_feature_names = model.get_booster().feature_names
+            if booster_feature_names:
+                active_feature_columns = list(booster_feature_names)
+            else:
+                active_feature_columns = FEATURE_COLUMNS_V2
+            logging.info(f"Model loaded successfully from {model_path} (features={len(active_feature_columns)})")
         except Exception as e:
             logging.error(f"Failed to load model: {e}")
     else:
-        logging.error(f"Model file not found at {MODEL_PATH}")
+        logging.error(f"Model file not found at {model_path}")
 
 def load_player_experience():
     global player_experience_map
@@ -242,7 +253,7 @@ def process_payload(payload):
                 payload['alive_diff'] = payload.get('ct_alive', 0) - payload.get('t_alive', 0)
                 
             # Ensure order matches training
-            cols = FEATURE_COLUMNS
+            cols = active_feature_columns
             
             # Create single-row DataFrame
             data = {k: [payload.get(k, 0)] for k in cols}
@@ -357,33 +368,53 @@ def process_payload(payload):
             t_equip_value = 0
             ct_equip_value = 0
         
-        # Construct feature vector
-        # Order MUST match train.py feature_cols
-        # ['t_alive', 'ct_alive', 't_health', 'ct_health', 'health_diff', 'alive_diff', 'game_time',
-        #  'team_distance', 't_spread', 'ct_spread', 't_area', 'ct_area', 't_pincer_index', 'ct_pincer_index',
-        #  't_total_cash', 'ct_total_cash', 't_equip_value', 'ct_equip_value', 'is_bomb_planted', 'site']
-        
-        features = [
-            t_alive, ct_alive, t_health, ct_health,
-            health_diff, alive_diff, game_time,
-            team_distance, t_spread, ct_spread, t_area, ct_area,
-            t_pincer_index, ct_pincer_index,
-            t_total_cash, ct_total_cash, t_equip_value, ct_equip_value,
-            is_bomb_planted, site,
-            t_player_experience, ct_player_experience,
-            t_player_rating, ct_player_rating
-        ]
-        
-        return pd.DataFrame([features], columns=[
-            't_alive', 'ct_alive', 't_health', 'ct_health', 
-            'health_diff', 'alive_diff', 'game_time',
-            'team_distance', 't_spread', 'ct_spread', 't_area', 'ct_area',
-            't_pincer_index', 'ct_pincer_index',
-            't_total_cash', 'ct_total_cash', 't_equip_value', 'ct_equip_value',
-            'is_bomb_planted', 'site',
-            't_player_experience', 'ct_player_experience',
-            't_player_rating', 'ct_player_rating'
-        ])
+        ct_defuser_count = int(df[(df['team_num'] == 3) & (df['is_alive']) & (df['has_defuser'] == True)].shape[0])
+        ct_has_defuser = 1 if ct_defuser_count > 0 else 0
+        t_helmet_count = int(df[(df['team_num'] == 2) & (df['is_alive']) & (df['has_helmet'] == True)].shape[0])
+        ct_helmet_count = int(df[(df['team_num'] == 3) & (df['is_alive']) & (df['has_helmet'] == True)].shape[0])
+        t_armor_sum = float(df[(df['team_num'] == 2) & (df['is_alive'])]['armor_value'].sum())
+        ct_armor_sum = float(df[(df['team_num'] == 3) & (df['is_alive'])]['armor_value'].sum())
+
+        feature_values = {
+            't_alive': t_alive,
+            'ct_alive': ct_alive,
+            't_health': t_health,
+            'ct_health': ct_health,
+            'health_diff': health_diff,
+            'alive_diff': alive_diff,
+            'game_time': game_time,
+            'team_distance': team_distance,
+            't_spread': t_spread,
+            'ct_spread': ct_spread,
+            't_area': t_area,
+            'ct_area': ct_area,
+            't_pincer_index': t_pincer_index,
+            'ct_pincer_index': ct_pincer_index,
+            't_total_cash': t_total_cash,
+            'ct_total_cash': ct_total_cash,
+            't_equip_value': t_equip_value,
+            'ct_equip_value': ct_equip_value,
+            'is_bomb_planted': is_bomb_planted,
+            'site': site,
+            't_player_experience': t_player_experience,
+            'ct_player_experience': ct_player_experience,
+            't_player_rating': t_player_rating,
+            'ct_player_rating': ct_player_rating,
+            't_blinded_count': 0,
+            'ct_blinded_count': 0,
+            't_blind_time_sum': 0.0,
+            'ct_blind_time_sum': 0.0,
+            'blinded_diff': 0,
+            'ct_has_defuser': ct_has_defuser,
+            'ct_defuser_count': ct_defuser_count,
+            't_helmet_count': t_helmet_count,
+            'ct_helmet_count': ct_helmet_count,
+            't_armor_sum': t_armor_sum,
+            'ct_armor_sum': ct_armor_sum
+        }
+
+        cols = active_feature_columns
+        return pd.DataFrame([{k: feature_values.get(k, 0) for k in cols}], columns=cols)
         
     except Exception as e:
         logging.error(f"Error processing payload: {e}")
diff --git a/src/inference/ensemble_framework.py b/src/inference/ensemble_framework.py
deleted file mode 100644
index 01e770c..0000000
--- a/src/inference/ensemble_framework.py
+++ /dev/null
@@ -1,182 +0,0 @@
-"""
-Ensemble Framework: XGBoost + LSTM Fusion
-=========================================
-This script demonstrates the framework for combining the static state analysis of XGBoost
-with the temporal trend analysis of LSTM to produce a robust final prediction.
-
-Methodology:
-1. Load both trained models (XGBoost .json, LSTM .pth).
-2. Prepare input data:
-   - XGBoost: Takes single frame features (24 dims).
-   - LSTM: Takes sequence of last 10 frames (10x24 dims).
-3. Generate independent probabilities: P_xgb, P_lstm.
-4. Fuse predictions using Weighted Averaging:
-   P_final = alpha * P_xgb + (1 - alpha) * P_lstm
-5. Evaluate performance on the test set.
-
-Usage:
-python src/inference/ensemble_framework.py
-"""
-
-import os
-import sys
-import numpy as np
-import pandas as pd
-import torch
-import xgboost as xgb
-from sklearn.metrics import accuracy_score, classification_report, log_loss
-
-# Ensure imports work
-sys.path.append(os.path.join(os.path.dirname(__file__), '../..'))
-from src.training.models import ClutchLSTM
-from src.training.sequence_prep import create_sequences
-from src.features.definitions import FEATURE_COLUMNS
-
-# Configuration
-XGB_MODEL_PATH = "models/clutch_v1.model.json"
-LSTM_MODEL_PATH = "models/clutch_lstm_v1.pth"
-TEST_DATA_PATH = "data/processed/test_set.parquet" # The test set saved by train.py
-
-# Fusion Hyperparameter
-# 0.6 means we trust XGBoost slightly more (currently it has higher accuracy ~84% vs LSTM ~77%)
-ALPHA = 0.6 
-
-class ClutchEnsemble:
-    def __init__(self, xgb_path, lstm_path, device='cpu'):
-        self.device = device
-        
-        # Load XGBoost
-        print(f"Loading XGBoost from {xgb_path}...")
-        self.xgb_model = xgb.XGBClassifier()
-        self.xgb_model.load_model(xgb_path)
-        
-        # Load LSTM
-        print(f"Loading LSTM from {lstm_path}...")
-        # Need to know input_dim (24 features)
-        self.lstm_model = ClutchLSTM(input_dim=len(FEATURE_COLUMNS)).to(device)
-        self.lstm_model.load_state_dict(torch.load(lstm_path, map_location=device))
-        self.lstm_model.eval()
-        
-    def predict(self, df):
-        """
-        End-to-end prediction on a dataframe.
-        Note: This handles the complexity of alignment.
-        LSTM needs 10 frames, so the first 9 frames of each match cannot have LSTM predictions.
-        Strategy: Fallback to XGBoost for the first 9 frames.
-        """
-        # 1. XGBoost Predictions (Fast, parallel)
-        print("Generating XGBoost predictions...")
-        X_xgb = df[FEATURE_COLUMNS]
-        # predict_proba returns [prob_0, prob_1], we want prob_1 (CT Win?) 
-        # Wait, check mapping. train.py: T=0, CT=1. So index 1 is CT win probability.
-        # But wait, XGBoost might have different class order if not careful.
-        # Usually classes_ is [0, 1].
-        probs_xgb = self.xgb_model.predict_proba(X_xgb)[:, 1]
-        
-        # 2. LSTM Predictions (Sequential)
-        print("Generating LSTM predictions...")
-        # We need to create sequences. 
-        # Ideally we reuse sequence_prep logic but we need to keep the index aligned with df.
-        
-        # Initialize with NaN or fallback
-        probs_lstm = np.full(len(df), np.nan)
-        
-        # Group by match to avoid cross-match leakage in sequence creation
-        # We need to iterate and fill `probs_lstm`
-        
-        # For efficiency, let's extract sequences using the helper, but we need to know WHICH rows they correspond to.
-        # create_sequences in sequence_prep.py returns arrays, stripping index.
-        # Let's write a custom generator here that preserves alignment.
-        
-        seq_len = 10
-        inputs_list = []
-        indices_list = []
-        
-        grouped = df.groupby(['match_id', 'round'])
-        
-        for (match_id, round_num), group in grouped:
-            group = group.sort_values('tick')
-            data = group[FEATURE_COLUMNS].values
-            
-            if len(data) < seq_len:
-                continue
-                
-            for i in range(len(data) - seq_len + 1):
-                # Sequence ends at index i + seq_len - 1
-                # This index corresponds to the row we are predicting for
-                row_idx = group.index[i + seq_len - 1]
-                seq = data[i : i + seq_len]
-                
-                inputs_list.append(seq)
-                indices_list.append(row_idx)
-                
-        if len(inputs_list) > 0:
-            inputs_tensor = torch.FloatTensor(np.array(inputs_list)).to(self.device)
-            
-            with torch.no_grad():
-                # Batch prediction
-                # Depending on RAM, might need mini-batches. For <10k rows, full batch is fine.
-                outputs = self.lstm_model(inputs_tensor)
-                # outputs is [batch, 1] (Sigmoid)
-                lstm_preds = outputs.cpu().numpy().flatten()
-                
-            # Fill the array
-            probs_lstm[indices_list] = lstm_preds
-            
-        # 3. Fusion
-        print("Fusing predictions...")
-        final_probs = []
-        
-        for p_x, p_l in zip(probs_xgb, probs_lstm):
-            if np.isnan(p_l):
-                # Fallback to XGBoost if insufficient history (start of round)
-                final_probs.append(p_x)
-            else:
-                # Weighted Average
-                p_final = ALPHA * p_x + (1 - ALPHA) * p_l
-                final_probs.append(p_final)
-                
-        return np.array(final_probs)
-
-def main():
-    if not os.path.exists(TEST_DATA_PATH):
-        print(f"Test set not found at {TEST_DATA_PATH}. Please run training first.")
-        return
-        
-    print(f"Loading test set from {TEST_DATA_PATH}...")
-    df_test = pd.read_parquet(TEST_DATA_PATH)
-    
-    # Ground Truth
-    y_true = df_test['round_winner'].map({'T': 0, 'CT': 1}).values
-    
-    # Initialize Ensemble
-    device = "cuda" if torch.cuda.is_available() else "cpu"
-    ensemble = ClutchEnsemble(XGB_MODEL_PATH, LSTM_MODEL_PATH, device)
-    
-    # Predict
-    y_prob = ensemble.predict(df_test)
-    y_pred = (y_prob > 0.5).astype(int)
-    
-    # Evaluate
-    acc = accuracy_score(y_true, y_pred)
-    ll = log_loss(y_true, y_prob)
-    
-    print("\n" + "="*50)
-    print("           ENSEMBLE MODEL RESULTS           ")
-    print("="*50)
-    print(f"🔥 Final Accuracy: {acc:.2%}")
-    print(f"📉 Log Loss:       {ll:.4f}")
-    print("-" * 50)
-    print("Detailed Report:")
-    print(classification_report(y_true, y_pred, target_names=['T', 'CT']))
-    print("="*50)
-    
-    # Compare with standalone XGBoost for reference
-    # (Since we have the loaded model, let's just check quickly)
-    print("\n[Reference] Standalone XGBoost Performance:")
-    y_prob_xgb = ensemble.xgb_model.predict_proba(df_test[FEATURE_COLUMNS])[:, 1]
-    y_pred_xgb = (y_prob_xgb > 0.5).astype(int)
-    print(f"XGB Accuracy: {accuracy_score(y_true, y_pred_xgb):.2%}")
-
-if __name__ == "__main__":
-    main()
diff --git a/src/inference/stacking_ensemble.py b/src/inference/stacking_ensemble.py
deleted file mode 100644
index dbfe27e..0000000
--- a/src/inference/stacking_ensemble.py
+++ /dev/null
@@ -1,217 +0,0 @@
-"""
-Stacking Ensemble Framework (Advanced Fusion)
-=============================================
-Beyond simple weighted averaging, this script implements 'Stacking' (Stacked Generalization).
-It trains a Meta-Learner (Logistic Regression) to intelligently combine the predictions 
-of the base models (XGBoost + LSTM) based on the current context (e.g., game time).
-
-Architecture:
-1. Base Layer: XGBoost, LSTM
-2. Meta Layer: Logistic Regression
-   Input: [Prob_XGB, Prob_LSTM, Game_Time, Team_Alive_Diff]
-   Output: Final Probability
-
-Why this is better:
-- It learns WHEN to trust which model (e.g., trust LSTM more in late-game).
-- It can correct systematic biases of base models.
-
-Usage:
-python src/inference/stacking_ensemble.py
-"""
-
-import os
-import sys
-import numpy as np
-import pandas as pd
-import torch
-import xgboost as xgb
-from sklearn.linear_model import LogisticRegression
-from sklearn.metrics import accuracy_score, classification_report, log_loss
-from sklearn.model_selection import train_test_split
-
-# Ensure imports work
-sys.path.append(os.path.join(os.path.dirname(__file__), '../..'))
-from src.training.models import ClutchAttentionLSTM
-from src.features.definitions import FEATURE_COLUMNS
-
-# Configuration
-XGB_MODEL_PATH = "models/clutch_model_v1.json"
-LSTM_MODEL_PATH = "models/clutch_attention_lstm_v1.pth"
-TEST_DATA_PATH = "data/processed/test_set.parquet"
-
-class StackingEnsemble:
-    def __init__(self, xgb_path, lstm_path, device='cpu'):
-        self.device = device
-        self.meta_learner = LogisticRegression()
-        self.is_fitted = False
-        
-        # Load Base Models
-        print(f"Loading Base Model: XGBoost...")
-        self.xgb_model = xgb.XGBClassifier()
-        self.xgb_model.load_model(xgb_path)
-        
-        print(f"Loading Base Model: LSTM...")
-        self.lstm_model = ClutchAttentionLSTM(input_dim=len(FEATURE_COLUMNS), hidden_dim=64, num_layers=2, dropout=0.5).to(device)
-        self.lstm_model.load_state_dict(torch.load(lstm_path, map_location=device))
-        self.lstm_model.eval()
-
-    def get_base_predictions(self, df):
-        """Generates features for the meta-learner."""
-        # Reset index to ensure positional indexing works for probs_lstm
-        df = df.reset_index(drop=True)
-        
-        # 1. XGBoost Probabilities
-        X_xgb = df[FEATURE_COLUMNS]
-        probs_xgb = self.xgb_model.predict_proba(X_xgb)[:, 1]
-        
-        # 2. LSTM Probabilities
-        probs_lstm = np.full(len(df), np.nan)
-        seq_len = 10
-        inputs_list = []
-        indices_list = []
-        
-        grouped = df.groupby(['match_id', 'round'])
-        
-        for (match_id, round_num), group in grouped:
-            group = group.sort_values('tick')
-            data = group[FEATURE_COLUMNS].values
-            
-            if len(data) < seq_len:
-                continue
-                
-            for i in range(len(data) - seq_len + 1):
-                row_idx = group.index[i + seq_len - 1]
-                seq = data[i : i + seq_len]
-                inputs_list.append(seq)
-                indices_list.append(row_idx)
-                
-        if len(inputs_list) > 0:
-            inputs_tensor = torch.FloatTensor(np.array(inputs_list)).to(self.device)
-            with torch.no_grad():
-                outputs = self.lstm_model(inputs_tensor)
-                lstm_preds = outputs.cpu().numpy().flatten()
-            probs_lstm[indices_list] = lstm_preds
-            
-        # Handle NaNs (start of rounds) - Fill with XGBoost prediction (trust base state)
-        # This is a crucial imputation step for the meta-learner
-        mask_nan = np.isnan(probs_lstm)
-        probs_lstm[mask_nan] = probs_xgb[mask_nan]
-        
-        # 3. Construct Meta-Features
-        # We add 'game_time' to let the meta-learner learn temporal weighting
-        # We add 'alive_diff' to let it know the complexity of the situation
-        meta_features = pd.DataFrame({
-            'prob_xgb': probs_xgb,
-            'prob_lstm': probs_lstm,
-            'game_time': df['game_time'].values,
-            'alive_diff': df['alive_diff'].values
-        })
-        
-        return meta_features
-
-    def fit_meta_learner(self, df, y):
-        """Train the Meta-Learner on a validation set."""
-        print("Generating meta-features for training...")
-        X_meta = self.get_base_predictions(df)
-        
-        print("Training Meta-Learner (Logistic Regression)...")
-        self.meta_learner.fit(X_meta, y)
-        self.is_fitted = True
-        
-        # Analyze learned weights
-        coefs = self.meta_learner.coef_[0]
-        print("\n[Meta-Learner Insights]")
-        print("How much does it trust each signal?")
-        print(f"  Weight on XGBoost:   {coefs[0]:.4f}")
-        print(f"  Weight on LSTM:      {coefs[1]:.4f}")
-        print(f"  Weight on GameTime:  {coefs[2]:.4f}")
-        print(f"  Weight on AliveDiff: {coefs[3]:.4f}")
-        print("(Positive weight = positive correlation with CT winning)\n")
-
-    def predict(self, df):
-        if not self.is_fitted:
-            raise ValueError("Meta-learner not fitted! Call fit_meta_learner first.")
-            
-        X_meta = self.get_base_predictions(df)
-        return self.meta_learner.predict_proba(X_meta)[:, 1]
-
-def main():
-    if not os.path.exists(TEST_DATA_PATH):
-        print("Test data not found.")
-        return
-        
-    print(f"Loading data from {TEST_DATA_PATH}...")
-    df = pd.read_parquet(TEST_DATA_PATH)
-    
-    # Target Mapping
-    # Data is already 0/1, so no need to map 'T'/'CT'
-    y = df['round_winner'].values
-    
-    # Split Data for Meta-Learning
-    # We need a 'Meta-Train' set to train the unifier, and 'Meta-Test' to evaluate it.
-    # Since we only have 2 matches in test_set, let's split by match_id if possible.
-    unique_matches = df['match_id'].unique()
-    
-    if len(unique_matches) >= 2:
-        # Split 50/50 by match
-        mid = len(unique_matches) // 2
-        meta_train_matches = unique_matches[:mid]
-        meta_test_matches = unique_matches[mid:]
-        
-        train_mask = df['match_id'].isin(meta_train_matches)
-        test_mask = df['match_id'].isin(meta_test_matches)
-        
-        df_meta_train = df[train_mask]
-        y_meta_train = y[train_mask]
-        
-        df_meta_test = df[test_mask]
-        y_meta_test = y[test_mask]
-        
-        print(f"Split: Meta-Train ({len(df_meta_train)} rows) | Meta-Test ({len(df_meta_test)} rows)")
-    else:
-        print("Not enough matches for match-level split. Using random split (Caution: Leakage).")
-        df_meta_train, df_meta_test, y_meta_train, y_meta_test = train_test_split(df, y, test_size=0.5, random_state=42)
-
-    # Initialize Ensemble
-    device = "cuda" if torch.cuda.is_available() else "cpu"
-    stacking_model = StackingEnsemble(XGB_MODEL_PATH, LSTM_MODEL_PATH, device)
-    
-    # 1. Train Meta-Learner
-    stacking_model.fit_meta_learner(df_meta_train, y_meta_train)
-    
-    # 2. Evaluate on Held-out Meta-Test set
-    print("Evaluating Stacking Ensemble...")
-    y_prob = stacking_model.predict(df_meta_test)
-    y_pred = (y_prob > 0.5).astype(int)
-    
-    acc = accuracy_score(y_meta_test, y_pred)
-    ll = log_loss(y_meta_test, y_prob)
-    
-    print("\n" + "="*50)
-    print("           STACKING ENSEMBLE RESULTS           ")
-    print("="*50)
-    print(f"Final Accuracy: {acc:.2%}")
-    print(f"Log Loss:       {ll:.4f}")
-    print("-" * 50)
-    print(classification_report(y_meta_test, y_pred, target_names=['T', 'CT']))
-    
-    # Baseline Comparison
-    print("="*50)
-    print("[Baselines on Meta-Test Set]")
-    
-    # XGBoost Baseline
-    X_test_xgb = df_meta_test[FEATURE_COLUMNS]
-    y_pred_xgb = stacking_model.xgb_model.predict(X_test_xgb)
-    acc_xgb = accuracy_score(y_meta_test, y_pred_xgb)
-    print(f"XGBoost Only: {acc_xgb:.2%}")
-
-    # LSTM Baseline
-    meta_features_test = stacking_model.get_base_predictions(df_meta_test)
-    probs_lstm = meta_features_test['prob_lstm'].values
-    y_pred_lstm = (probs_lstm > 0.5).astype(int)
-    acc_lstm = accuracy_score(y_meta_test, y_pred_lstm)
-    print(f"LSTM Only:    {acc_lstm:.2%}")
-    print("="*50)
-
-if __name__ == "__main__":
-    main()
diff --git a/src/training/evaluate.py b/src/training/evaluate.py
index d13d765..fa0344b 100644
--- a/src/training/evaluate.py
+++ b/src/training/evaluate.py
@@ -21,8 +21,8 @@ from src.features.definitions import FEATURE_COLUMNS
 
 # Configuration
 MODEL_DIR = "models"
-MODEL_PATH = os.path.join(MODEL_DIR, "clutch_model_v1.json")
-TEST_DATA_PATH = os.path.join("data", "processed", "test_set.parquet")
+MODEL_PATH = os.path.join(MODEL_DIR, "clutch_model_v2.json")
+TEST_DATA_PATH = os.path.join("data", "processed", "test_set_v2.parquet")
 
 # Configure logging
 logging.basicConfig(
@@ -49,7 +49,8 @@ def evaluate_model():
     model.load_model(MODEL_PATH)
 
     # 2. Prepare Features
-    X_test = df_test[FEATURE_COLUMNS]
+    feature_names = model.get_booster().feature_names or list(FEATURE_COLUMNS)
+    X_test = df_test[feature_names]
     y_test = df_test['round_winner'].astype(int)
 
     # 3. Predict
diff --git a/src/training/models.py b/src/training/models.py
deleted file mode 100644
index 3095154..0000000
--- a/src/training/models.py
+++ /dev/null
@@ -1,111 +0,0 @@
-import torch
-import torch.nn as nn
-import torch.nn.functional as F
-
-class Attention(nn.Module):
-    def __init__(self, hidden_dim):
-        super(Attention, self).__init__()
-        self.hidden_dim = hidden_dim
-        self.attn = nn.Linear(hidden_dim, 1)
-
-    def forward(self, x):
-        # x shape: (batch, seq, hidden)
-        
-        # Calculate attention scores
-        # scores shape: (batch, seq, 1)
-        scores = self.attn(x)
-        
-        # Softmax over sequence dimension
-        # weights shape: (batch, seq, 1)
-        weights = F.softmax(scores, dim=1)
-        
-        # Weighted sum
-        # context shape: (batch, hidden)
-        # element-wise multiplication broadcasted, then sum over seq
-        context = torch.sum(x * weights, dim=1)
-        
-        return context, weights
-
-class ClutchLSTM(nn.Module):
-    def __init__(self, input_dim, hidden_dim=64, num_layers=2, output_dim=1, dropout=0.2):
-        super(ClutchLSTM, self).__init__()
-        
-        self.hidden_dim = hidden_dim
-        self.num_layers = num_layers
-        
-        # LSTM Layer
-        # batch_first=True means input shape is (batch, seq, feature)
-        self.lstm = nn.LSTM(input_dim, hidden_dim, num_layers, 
-                            batch_first=True, dropout=dropout)
-        
-        # Fully Connected Layer
-        self.fc = nn.Linear(hidden_dim, output_dim)
-        
-        # Sigmoid activation for binary classification
-        self.sigmoid = nn.Sigmoid()
-        
-    def forward(self, x):
-        # x shape: (batch, seq, feature)
-        
-        # Initialize hidden state with zeros
-        # Using x.device ensures tensors are on the same device (CPU/GPU)
-        h0 = torch.zeros(self.num_layers, x.size(0), self.hidden_dim).to(x.device)
-        c0 = torch.zeros(self.num_layers, x.size(0), self.hidden_dim).to(x.device)
-        
-        # Forward propagate LSTM
-        # out shape: (batch, seq, hidden_dim)
-        out, _ = self.lstm(x, (h0, c0))
-        
-        # Decode the hidden state of the last time step
-        # out[:, -1, :] takes the last output of the sequence
-        out = self.fc(out[:, -1, :])
-        out = self.sigmoid(out)
-        return out
-
-class ClutchAttentionLSTM(nn.Module):
-    def __init__(self, input_dim, hidden_dim=128, num_layers=2, output_dim=1, dropout=0.3):
-        super(ClutchAttentionLSTM, self).__init__()
-        
-        self.hidden_dim = hidden_dim
-        self.num_layers = num_layers
-        
-        # 1. Input Layer Norm (Stabilizes training)
-        self.layer_norm = nn.LayerNorm(input_dim)
-        
-        # 2. LSTM (Increased hidden_dim for capacity)
-        self.lstm = nn.LSTM(input_dim, hidden_dim, num_layers, 
-                            batch_first=True, dropout=dropout, bidirectional=False)
-        
-        # 3. Attention Mechanism
-        self.attention = Attention(hidden_dim)
-        
-        # 4. Fully Connected Layers
-        self.fc1 = nn.Linear(hidden_dim, 64)
-        self.relu = nn.ReLU()
-        self.dropout = nn.Dropout(dropout)
-        self.fc2 = nn.Linear(64, output_dim)
-        
-        self.sigmoid = nn.Sigmoid()
-        
-    def forward(self, x):
-        # x: (batch, seq, feature)
-        x = self.layer_norm(x)
-        
-        # LSTM
-        # out: (batch, seq, hidden)
-        h0 = torch.zeros(self.num_layers, x.size(0), self.hidden_dim).to(x.device)
-        c0 = torch.zeros(self.num_layers, x.size(0), self.hidden_dim).to(x.device)
-        lstm_out, _ = self.lstm(x, (h0, c0))
-        
-        # Attention
-        # context: (batch, hidden)
-        context, attn_weights = self.attention(lstm_out)
-        
-        # MLP Head
-        out = self.fc1(context)
-        out = self.relu(out)
-        out = self.dropout(out)
-        out = self.fc2(out)
-        out = self.sigmoid(out)
-        
-        return out
diff --git a/src/training/sequence_prep.py b/src/training/sequence_prep.py
deleted file mode 100644
index c563c0a..0000000
--- a/src/training/sequence_prep.py
+++ /dev/null
@@ -1,114 +0,0 @@
-"""
-Sequence Data Preparation for LSTM/GRU Models
-
-This script transforms the L2 frame-level data into L3 sequence data suitable for RNNs.
-Output: (Batch_Size, Sequence_Length, Num_Features)
-"""
-
-import os
-import sys
-import numpy as np
-import pandas as pd
-import logging
-import torch
-from torch.utils.data import Dataset, DataLoader
-
-# Ensure we can import from src
-sys.path.append(os.path.join(os.path.dirname(__file__), '../..'))
-
-from src.training.train import load_data, preprocess_features
-from src.features.definitions import FEATURE_COLUMNS
-
-# Configuration
-SEQ_LEN = 10  # 10 frames * 2s/frame = 20 seconds of context
-DATA_DIR = "data/processed"
-OUTPUT_DIR = "data/sequences"
-
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
-
-class ClutchSequenceDataset(Dataset):
-    def __init__(self, sequences, targets):
-        self.sequences = torch.FloatTensor(sequences)
-        self.targets = torch.FloatTensor(targets)
-        
-    def __len__(self):
-        return len(self.sequences)
-    
-    def __getitem__(self, idx):
-        return self.sequences[idx], self.targets[idx]
-
-def create_sequences(df, seq_len=10):
-    """
-    Creates sliding window sequences from the dataframe.
-    Assumes df is already sorted by match, round, and time.
-    """
-    sequences = []
-    targets = []
-    
-    # Group by Match and Round to ensure we don't sequence across boundaries
-    # Using 'tick' to sort, assuming it increases with time
-    grouped = df.groupby(['match_id', 'round'])
-    
-    match_ids = []  # To store match_id for each sequence
-
-    for (match_id, round_num), group in grouped:
-        group = group.sort_values('tick')
-        
-        data = group[FEATURE_COLUMNS].values
-        labels = group['round_winner'].values # 0 for T, 1 for CT (need to verify mapping)
-        
-        # Check if we have enough data for at least one sequence
-        if len(data) < seq_len:
-            continue
-            
-        # Create sliding windows
-        for i in range(len(data) - seq_len + 1):
-            seq = data[i : i + seq_len]
-            label = labels[i + seq_len - 1] # Label of the last frame in sequence
-            
-            sequences.append(seq)
-            targets.append(label)
-            match_ids.append(match_id)
-            
-    return np.array(sequences), np.array(targets), np.array(match_ids)
-
-def prepare_sequence_data(save=True):
-    if not os.path.exists(OUTPUT_DIR):
-        os.makedirs(OUTPUT_DIR)
-        
-    logging.info("Loading raw data...")
-    raw_df = load_data(DATA_DIR)
-    
-    logging.info("Preprocessing to frame-level features...")
-    df = preprocess_features(raw_df)
-    
-    logging.info(f"Frame-level df shape: {df.shape}")
-    logging.info(f"Columns: {df.columns.tolist()}")
-    logging.info(f"Round Winner unique values: {df['round_winner'].unique()}")
-    
-    # Ensure target is numeric
-    # Check if mapping is needed
-    if df['round_winner'].dtype == 'object':
-        logging.info("Mapping targets from T/CT to 0/1...")
-        df['round_winner'] = df['round_winner'].map({'T': 0, 'CT': 1})
-    
-    logging.info(f"Round Winner unique values after mapping: {df['round_winner'].unique()}")
-    df = df.dropna(subset=['round_winner'])
-    logging.info(f"df shape after dropna: {df.shape}")
-
-    logging.info(f"Creating sequences (Length={SEQ_LEN})...")
-    X, y, matches = create_sequences(df, SEQ_LEN)
-    
-    logging.info(f"Generated {len(X)} sequences.")
-    logging.info(f"Shape: {X.shape}")
-    
-    if save:
-        logging.info(f"Saving to {OUTPUT_DIR}...")
-        np.save(os.path.join(OUTPUT_DIR, "X_seq.npy"), X)
-        np.save(os.path.join(OUTPUT_DIR, "y_seq.npy"), y)
-        np.save(os.path.join(OUTPUT_DIR, "matches_seq.npy"), matches)
-        
-    return X, y, matches
-
-if __name__ == "__main__":
-    prepare_sequence_data()
diff --git a/src/training/train.py b/src/training/train.py
index 9d45e15..a5db175 100644
--- a/src/training/train.py
+++ b/src/training/train.py
@@ -29,12 +29,12 @@ import sqlite3
 sys.path.append(os.path.join(os.path.dirname(__file__), '..'))
 from features.spatial import calculate_spatial_features
 from features.economy import calculate_economy_features
-from features.definitions import FEATURE_COLUMNS
+from features.definitions import FEATURE_COLUMNS, XGB_FEATURE_COLUMNS_V2
 
 # Configuration
 DATA_DIR = "data/processed"
 MODEL_DIR = "models"
-MODEL_PATH = os.path.join(MODEL_DIR, "clutch_model_v1.json")
+MODEL_PATH = os.path.join(MODEL_DIR, "clutch_model_v2.json")
 L3_DB_PATH = os.path.join("database", "L3", "L3.db")
 L2_DB_PATH = os.path.join("database", "L2", "L2.db")
 TEST_SIZE = 0.2
@@ -102,6 +102,36 @@ def preprocess_features(df):
     
     df['t_health'] = df['is_t'] * df['health']
     df['ct_health'] = df['is_ct'] * df['health']
+
+    if 'flash_duration' not in df.columns:
+        df['flash_duration'] = 0.0
+    df['flash_duration'] = pd.to_numeric(df['flash_duration'], errors='coerce').fillna(0.0).astype('float32')
+
+    if 'has_defuser' not in df.columns:
+        df['has_defuser'] = 0
+    df['has_defuser'] = df['has_defuser'].fillna(0).astype(int)
+
+    if 'has_helmet' not in df.columns:
+        df['has_helmet'] = 0
+    df['has_helmet'] = df['has_helmet'].fillna(0).astype(int)
+
+    if 'armor_value' not in df.columns:
+        df['armor_value'] = 0
+    df['armor_value'] = pd.to_numeric(df['armor_value'], errors='coerce').fillna(0.0).astype('float32')
+
+    is_alive_int = df['is_alive'].astype(int)
+    is_blinded = ((df['flash_duration'] > 0).astype(int) * is_alive_int).astype(int)
+
+    df['t_blinded_count_p'] = df['is_t'] * is_blinded
+    df['ct_blinded_count_p'] = df['is_ct'] * is_blinded
+    df['t_blind_time_sum_p'] = df['is_t'] * is_alive_int * df['flash_duration']
+    df['ct_blind_time_sum_p'] = df['is_ct'] * is_alive_int * df['flash_duration']
+
+    df['ct_defuser_count_p'] = df['is_ct'] * is_alive_int * df['has_defuser']
+    df['t_helmet_count_p'] = df['is_t'] * is_alive_int * df['has_helmet']
+    df['ct_helmet_count_p'] = df['is_ct'] * is_alive_int * df['has_helmet']
+    df['t_armor_sum_p'] = df['is_t'] * is_alive_int * df['armor_value']
+    df['ct_armor_sum_p'] = df['is_ct'] * is_alive_int * df['armor_value']
     
     # Aggregate per frame
     group_cols = ['match_id', 'map_name', 'round', 'tick', 'round_winner', 'is_bomb_planted', 'site']
@@ -124,6 +154,36 @@ def preprocess_features(df):
     # Note: 'round_winner' is in group_cols because it's constant per group
     features_df = df.groupby(group_cols).agg(agg_funcs).reset_index()
     
+    utility_agg = (
+        df.groupby(['match_id', 'round', 'tick'])
+        .agg({
+            't_blinded_count_p': 'sum',
+            'ct_blinded_count_p': 'sum',
+            't_blind_time_sum_p': 'sum',
+            'ct_blind_time_sum_p': 'sum',
+            'ct_defuser_count_p': 'sum',
+            't_helmet_count_p': 'sum',
+            'ct_helmet_count_p': 'sum',
+            't_armor_sum_p': 'sum',
+            'ct_armor_sum_p': 'sum'
+        })
+        .reset_index()
+        .rename(columns={
+            't_blinded_count_p': 't_blinded_count',
+            'ct_blinded_count_p': 'ct_blinded_count',
+            't_blind_time_sum_p': 't_blind_time_sum',
+            'ct_blind_time_sum_p': 'ct_blind_time_sum',
+            'ct_defuser_count_p': 'ct_defuser_count',
+            't_helmet_count_p': 't_helmet_count',
+            'ct_helmet_count_p': 'ct_helmet_count',
+            't_armor_sum_p': 't_armor_sum',
+            'ct_armor_sum_p': 'ct_armor_sum'
+        })
+    )
+
+    utility_agg['ct_has_defuser'] = (utility_agg['ct_defuser_count'] > 0).astype(int)
+    utility_agg['blinded_diff'] = utility_agg['ct_blinded_count'] - utility_agg['t_blinded_count']
+
     # 3. Add derived features
     features_df['health_diff'] = features_df['ct_health'] - features_df['t_health']
     features_df['alive_diff'] = features_df['ct_alive'] - features_df['t_alive']
@@ -140,6 +200,7 @@ def preprocess_features(df):
     # Keys: match_id, round, tick
     features_df = pd.merge(features_df, spatial_features, on=['match_id', 'round', 'tick'], how='left')
     features_df = pd.merge(features_df, economy_features, on=['match_id', 'round', 'tick'], how='left')
+    features_df = pd.merge(features_df, utility_agg, on=['match_id', 'round', 'tick'], how='left')
 
     rating_map = {}
     try:
@@ -237,7 +298,7 @@ def train_model(df):
     """Train XGBoost Classifier."""
     
     # Features (X) and Target (y)
-    feature_cols = FEATURE_COLUMNS
+    feature_cols = XGB_FEATURE_COLUMNS_V2
     target_col = 'round_winner'
     
     logging.info(f"Training features: {feature_cols}")
@@ -288,7 +349,7 @@ def train_model(df):
     model.fit(X_train, y_train)
     
     # Save Test Set for Evaluation Script
-    test_set_path = os.path.join("data", "processed", "test_set.parquet")
+    test_set_path = os.path.join("data", "processed", "test_set_v2.parquet")
     logging.info(f"Saving validation set to {test_set_path}...")
     test_df.to_parquet(test_set_path)
     
@@ -309,6 +370,8 @@ def main():
         os.makedirs(MODEL_DIR)
         
     try:
+        model_path = os.getenv("CLUTCH_XGB_MODEL_PATH", MODEL_PATH)
+
         # 1. Load
         raw_df = load_data(DATA_DIR)
         
@@ -323,8 +386,8 @@ def main():
         model = train_model(features_df)
         
         # 4. Save
-        model.save_model(MODEL_PATH)
-        logging.info(f"Model saved to {MODEL_PATH}")
+        model.save_model(model_path)
+        logging.info(f"Model saved to {model_path}")
 
         # 5. Save player experience map for inference (optional)
         if 'steamid' in raw_df.columns:
diff --git a/src/training/train_lstm.py b/src/training/train_lstm.py
deleted file mode 100644
index 406592d..0000000
--- a/src/training/train_lstm.py
+++ /dev/null
@@ -1,207 +0,0 @@
-"""
-Train Attention-LSTM Model for Clutch-IQ
-"""
-
-import os
-import sys
-import numpy as np
-import torch
-import torch.nn as nn
-import torch.optim as optim
-from torch.utils.data import DataLoader, TensorDataset
-from sklearn.model_selection import train_test_split
-from sklearn.metrics import accuracy_score, log_loss, classification_report
-
-# Ensure we can import from src
-sys.path.append(os.path.join(os.path.dirname(__file__), '../..'))
-from src.training.models import ClutchAttentionLSTM
-
-# Config
-SEQ_DIR = os.path.join("data", "sequences")
-MODEL_DIR = "models"
-MODEL_PATH = os.path.join(MODEL_DIR, "clutch_attention_lstm_v1.pth")
-BATCH_SIZE = 32
-EPOCHS = 50
-LR = 0.001
-PATIENCE = 10
-
-class EarlyStopping:
-    def __init__(self, patience=5, min_delta=0):
-        self.patience = patience
-        self.min_delta = min_delta
-        self.counter = 0
-        self.best_loss = None
-        self.early_stop = False
-
-    def __call__(self, val_loss):
-        if self.best_loss is None:
-            self.best_loss = val_loss
-        elif val_loss > self.best_loss - self.min_delta:
-            self.counter += 1
-            if self.counter >= self.patience:
-                self.early_stop = True
-        else:
-            self.best_loss = val_loss
-            self.counter = 0
-
-def train_lstm():
-    if not os.path.exists(MODEL_DIR):
-        os.makedirs(MODEL_DIR)
-
-    # 1. Load Data
-    x_path = os.path.join(SEQ_DIR, "X_seq.npy")
-    y_path = os.path.join(SEQ_DIR, "y_seq.npy")
-    m_path = os.path.join(SEQ_DIR, "matches_seq.npy")
-    
-    if not os.path.exists(x_path) or not os.path.exists(y_path):
-        print(f"Data not found at {SEQ_DIR}. Please run src/training/sequence_prep.py first.")
-        return
-
-    print("Loading sequence data...")
-    X = np.load(x_path)
-    y = np.load(y_path)
-    
-    # Load match IDs if available, else warn and use random split
-    if os.path.exists(m_path):
-        matches = np.load(m_path)
-        print(f"Loaded match IDs. Shape: {matches.shape}")
-    else:
-        print("Warning: matches_seq.npy not found. Using random split (risk of leakage).")
-        matches = None
-    
-    print(f"Data Shape: X={X.shape}, y={y.shape}")
-    
-    # 2. Split
-    if matches is not None:
-        # GroupSplit
-        unique_matches = np.unique(matches)
-        print(f"Total unique matches: {len(unique_matches)}")
-        
-        # Shuffle matches
-        np.random.seed(42)
-        np.random.shuffle(unique_matches)
-        
-        n_train = int(len(unique_matches) * 0.8)
-        train_match_ids = unique_matches[:n_train]
-        test_match_ids = unique_matches[n_train:]
-        
-        print(f"Train matches: {len(train_match_ids)}, Test matches: {len(test_match_ids)}")
-        
-        train_mask = np.isin(matches, train_match_ids)
-        test_mask = np.isin(matches, test_match_ids)
-        
-        X_train, X_test = X[train_mask], X[test_mask]
-        y_train, y_test = y[train_mask], y[test_mask]
-    else:
-        # Stratify is important for imbalanced datasets
-        X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
-    
-    print(f"Train set: {X_train.shape}, Test set: {X_test.shape}")
-    
-    # 3. Convert to PyTorch Tensors
-    train_data = TensorDataset(torch.from_numpy(X_train).float(), torch.from_numpy(y_train).float())
-    test_data = TensorDataset(torch.from_numpy(X_test).float(), torch.from_numpy(y_test).float())
-    
-    train_loader = DataLoader(train_data, batch_size=BATCH_SIZE, shuffle=True)
-    test_loader = DataLoader(test_data, batch_size=BATCH_SIZE)
-    
-    # 4. Model Setup
-    input_dim = X.shape[2] # Number of features
-    device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
-    print(f"Training on {device}...")
-    
-    # Initialize Attention LSTM with higher dropout and lower complexity
-    model = ClutchAttentionLSTM(input_dim=input_dim, hidden_dim=64, num_layers=2, dropout=0.5).to(device)
-    
-    criterion = nn.BCELoss()
-    # Add weight decay for L2 regularization
-    optimizer = optim.Adam(model.parameters(), lr=LR, weight_decay=1e-4)
-    scheduler = optim.lr_scheduler.ReduceLROnPlateau(optimizer, mode='min', factor=0.5, patience=3)
-    early_stopping = EarlyStopping(patience=PATIENCE, min_delta=0.0001)
-    
-    # 5. Train Loop
-    best_loss = float('inf')
-    
-    print("-" * 50)
-    print(f"{'Epoch':<6} | {'Train Loss':<12} | {'Val Loss':<12} | {'Val Acc':<10} | {'LR':<10}")
-    print("-" * 50)
-    
-    for epoch in range(EPOCHS):
-        model.train()
-        train_loss = 0.0
-        for inputs, labels in train_loader:
-            inputs, labels = inputs.to(device), labels.to(device)
-            labels = labels.unsqueeze(1) # (batch, 1)
-            
-            optimizer.zero_grad()
-            outputs = model(inputs)
-            loss = criterion(outputs, labels)
-            loss.backward()
-            optimizer.step()
-            
-            train_loss += loss.item() * inputs.size(0)
-            
-        train_loss /= len(train_loader.dataset)
-        
-        # Validation
-        model.eval()
-        val_loss = 0.0
-        correct = 0
-        total = 0
-        with torch.no_grad():
-            for inputs, labels in test_loader:
-                inputs, labels = inputs.to(device), labels.to(device)
-                labels = labels.unsqueeze(1)
-                outputs = model(inputs)
-                loss = criterion(outputs, labels)
-                val_loss += loss.item() * inputs.size(0)
-                
-                predicted = (outputs > 0.5).float()
-                total += labels.size(0)
-                correct += (predicted == labels).sum().item()
-        
-        val_loss /= len(test_loader.dataset)
-        val_acc = correct / total
-        
-        current_lr = optimizer.param_groups[0]['lr']
-        print(f"{epoch+1:<6} | {train_loss:.4f}       | {val_loss:.4f}       | {val_acc:.2%}    | {current_lr:.1e}")
-        
-        # Scheduler & Checkpointing
-        scheduler.step(val_loss)
-        
-        if val_loss < best_loss:
-            best_loss = val_loss
-            torch.save(model.state_dict(), MODEL_PATH)
-            # print(f"  -> Model saved (Val Loss: {val_loss:.4f})")
-            
-        # Early Stopping
-        early_stopping(val_loss)
-        if early_stopping.early_stop:
-            print("Early stopping triggered!")
-            break
-
-    print("Training Complete.")
-    
-    # 6. Final Evaluation
-    print(f"Loading best model from {MODEL_PATH}...")
-    model.load_state_dict(torch.load(MODEL_PATH))
-    model.eval()
-    
-    all_preds = []
-    all_labels = []
-    
-    with torch.no_grad():
-        for inputs, labels in test_loader:
-            inputs, labels = inputs.to(device), labels.to(device)
-            outputs = model(inputs)
-            preds = (outputs.squeeze() > 0.5).float()
-            all_preds.extend(preds.cpu().numpy())
-            all_labels.extend(labels.cpu().numpy())
-            
-    print("-" * 50)
-    print("Detailed Classification Report (Best Model):")
-    print(classification_report(all_labels, all_preds, target_names=['T (Terrorist)', 'CT (Counter-Terrorist)']))
-    print("="*50)
-
-if __name__ == "__main__":
-    train_lstm()