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app.py

@@ -152,7 +152,7 @@ with gr.Blocks(title="DeepQuant — live paper monitor", theme=gr.themes.Soft())
         "**Under the hood:**\n"
         "- 🧠 **MarketFM** — a survivorship-free quant model — ranks the universe and sets the target portfolio\n"
         "- 💬 **MarketGuruLLM** — a fine-tuned analyst LLM — reasons over and narrates every rebalance\n"
-        "- ⚡ **Alpaca API** — places the orders, then tracks fills, positions and P&L\n\n"
+        "- ⚡ **Alpaca API** — the brokerage rails the **quant execution engine** drives to place orders and stream live fills, positions and P&L\n\n"
         "**The strategy:** large-cap **momentum + quality** while the trend is up; when it turns down it de-risks into a "
         "blend of **stocks + bonds + gold** (60 / 20 / 20). Backtested 2002–2026: **~14% / yr vs the S&P 500's ~11%**, "
         "higher Sharpe, smaller drawdown.\n"