Update app.py

app.py

@@ -9,6 +9,7 @@ from tools.explain_tool import ExplainTool
 from tools.report_tool import ReportTool
 from utils.tracing import Tracer
 from utils.config import AppConfig
+from tools.ts_forecast_tool import TimeseriesForecastTool
 
 # Optional tiny CPU LLM for planning (can be disabled by not setting ORCHESTRATOR_MODEL)
 llm = None
@@ -30,6 +31,12 @@ predict_tool = PredictTool(cfg, tracer)
 explain_tool = ExplainTool(cfg, tracer)
 report_tool = ReportTool(cfg, tracer)
 
+ts_tool = TimeseriesForecastTool(cfg, tracer,
+    context_length=512, forecast_length=96,
+    target_cols=["portfolio_value"],          # set after preprocessing
+    control_cols=["rate_deposit", "rate_asset"]  # optional exogenous
+)
+
 SYSTEM_PROMPT = (
     "You are an analytical assistant for tabular data. "
     "Decide which tools to call in order: "