diff --git a/.env.example b/.env.example
index 45bae13..547bda4 100644
--- a/.env.example
+++ b/.env.example
@@ -5,3 +5,5 @@ LEVERAGE=10
 RISK_PER_TRADE=0.02
 DISCORD_WEBHOOK_URL=
 ML_THRESHOLD=0.55
+BINANCE_TESTNET_API_KEY=
+BINANCE_TESTNET_API_SECRET=
\ No newline at end of file
diff --git a/CLAUDE.md b/CLAUDE.md
index b767dce..c14402d 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -116,4 +116,5 @@ All design documents and implementation plans are stored in `docs/plans/` with t
 | 2026-03-03 | `position-monitor-logging` | Completed |
 | 2026-03-03 | `adx-ml-feature-migration` (design + plan) | Completed |
 | 2026-03-03 | `optuna-precision-objective-plan` | Pending |
-| 2026-03-04 | `oi-derived-features` (design + plan) | In Progress |
+| 2026-03-03 | `demo-1m-125x` (design + plan) | In Progress |
+| 2026-03-04 | `oi-derived-features` (design + plan) | Completed |
diff --git a/models/training_log.json b/models/training_log.json
index 9336577..9600e22 100644
--- a/models/training_log.json
+++ b/models/training_log.json
@@ -451,5 +451,30 @@
       "reg_lambda": 0.082872
     },
     "weight_scale": 1.431662
+  },
+  {
+    "date": "2026-03-04T02:00:20.379884",
+    "backend": "lgbm",
+    "auc": 0.9437,
+    "best_threshold": 0.3576,
+    "best_precision": 0.632,
+    "best_recall": 0.3,
+    "samples": 3228,
+    "features": 24,
+    "time_weight_decay": 2.0,
+    "model_path": "models/lgbm_filter.pkl",
+    "tuned_params_path": null,
+    "lgbm_params": {
+      "n_estimators": 221,
+      "learning_rate": 0.031072,
+      "max_depth": 5,
+      "num_leaves": 20,
+      "min_child_samples": 39,
+      "subsample": 0.83244,
+      "colsample_bytree": 0.526349,
+      "reg_alpha": 0.062177,
+      "reg_lambda": 0.082872
+    },
+    "weight_scale": 1.431662
   }
 ]
\ No newline at end of file