diff --git a/docker-compose.yml b/docker-compose.yml
index c8e8877..5b76f5c 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -35,9 +35,9 @@ services:
       DATABASE_URL: "postgres://postgres:postgres@timescaledb:5432/micrometeo?sslmode=disable"
       RAIN_SITE: "home"
       RAIN_MODEL_NAME: "rain_next_1h"
-      RAIN_MODEL_VERSION_BASE: "rain-logreg-v1"
-      RAIN_MODEL_FAMILY: "logreg"
-      RAIN_FEATURE_SET: "baseline"
+      RAIN_MODEL_VERSION_BASE: "rain-auto-v1-extended"
+      RAIN_MODEL_FAMILY: "auto"
+      RAIN_FEATURE_SET: "extended"
       RAIN_FORECAST_MODEL: "ecmwf"
       RAIN_LOOKBACK_DAYS: "30"
       RAIN_TRAIN_INTERVAL_HOURS: "24"
diff --git a/scripts/run_rain_ml_worker.py b/scripts/run_rain_ml_worker.py
index 8d48100..7ce231b 100644
--- a/scripts/run_rain_ml_worker.py
+++ b/scripts/run_rain_ml_worker.py
@@ -290,9 +290,9 @@ def load_config() -> WorkerConfig:
         database_url=database_url,
         site=read_env("RAIN_SITE", "home"),
         model_name=read_env("RAIN_MODEL_NAME", "rain_next_1h"),
-        model_version_base=read_env("RAIN_MODEL_VERSION_BASE", "rain-logreg-v1"),
-        model_family=read_env("RAIN_MODEL_FAMILY", "logreg"),
-        feature_set=read_env("RAIN_FEATURE_SET", "baseline"),
+        model_version_base=read_env("RAIN_MODEL_VERSION_BASE", "rain-auto-v1-extended"),
+        model_family=read_env("RAIN_MODEL_FAMILY", "auto"),
+        feature_set=read_env("RAIN_FEATURE_SET", "extended"),
         forecast_model=read_env("RAIN_FORECAST_MODEL", "ecmwf"),
         train_interval_hours=read_env_float("RAIN_TRAIN_INTERVAL_HOURS", 24.0),
         predict_interval_minutes=read_env_float("RAIN_PREDICT_INTERVAL_MINUTES", 10.0),
@@ -304,7 +304,7 @@ def load_config() -> WorkerConfig:
         max_hyperparam_trials=read_env_int("RAIN_MAX_HYPERPARAM_TRIALS", 12),
         calibration_methods=read_env("RAIN_CALIBRATION_METHODS", "none,sigmoid,isotonic"),
         threshold_policy=read_env("RAIN_THRESHOLD_POLICY", "walk_forward"),
-        walk_forward_folds=read_env_int("RAIN_WALK_FORWARD_FOLDS", 0),
+        walk_forward_folds=read_env_int("RAIN_WALK_FORWARD_FOLDS", 4),
         allow_empty_data=read_env_bool("RAIN_ALLOW_EMPTY_DATA", True),
         dataset_path_template=read_env(
             "RAIN_DATASET_PATH",