7. Design Considerations & Limitations

• Public data only: Ensures transparency and reduces dependency on proprietary feeds.
• Short-horizon focus: Optimized for actionable timeframes rather than long-term valuation.
• Guardrails: Built-in mechanisms limit extreme projections that lack structural support.
• No financial advice: All outputs are probabilistic model inferences, not recommendations.

Performance naturally varies across market regimes. The system is designed for continuous improvement through ongoing model refinement.