Using future information in past decisions. 2. **Overfitting** --- Fitting noise instead of signal. 3. **Survivorship bias** --- Testing only on markets/data that survived. 4. **Unrealistic execution** --- Assuming instant fills at observed prices. 5. **Ignoring costs** --- Omitting fees, spreads, a