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| 1 | +# Pull Request Description — Future Enhancements Backlog from PR #14 |
| 2 | + |
| 3 | +## Overview |
| 4 | + |
| 5 | +This pull request extracts noncritical enhancement ideas and future recommendations from PR #14 and organizes them into a structured backlog document. The objective is to improve scope control by separating core capstone deliverables from larger future enhancements and experimental ideas. |
| 6 | + |
| 7 | +## Purpose |
| 8 | + |
| 9 | +PR #14 included several valuable discussions and enhancement proposals that extended beyond the immediate project scope. Keeping these ideas embedded within the implementation PR increased complexity and made prioritization difficult. |
| 10 | + |
| 11 | +This PR introduces a dedicated future-work backlog document that: |
| 12 | + |
| 13 | +- Preserves important future ideas |
| 14 | +- Keeps the current capstone focused and manageable |
| 15 | +- Improves project organization and maintainability |
| 16 | +- Provides a clearer roadmap for future contributors |
| 17 | + |
| 18 | +## Backlog Categories |
| 19 | + |
| 20 | +### 1. Keep for Current Capstone |
| 21 | + |
| 22 | +Features and improvements that align directly with current deliverables and can realistically be completed within the capstone timeline. |
| 23 | + |
| 24 | +### 2. Future Capstone |
| 25 | + |
| 26 | +Enhancements identified as high-value future directions requiring additional research, infrastructure, or data integration. Examples include: |
| 27 | + |
| 28 | +- **Terrain layer analysis integration** for improved geospatial and flood-risk modeling |
| 29 | +- **Earthquake and seismic activity data integration** |
| 30 | +- **Expanded LLM integration** to support a more advanced AI-powered chatbot and contextual risk explanations |
| 31 | +- **Additional hazard-layer enrichment** and predictive modeling improvements |
| 32 | + |
| 33 | +### 3. Nice-to-Have Only |
| 34 | + |
| 35 | +Optional features intended primarily for visualization, explainability, or user experience improvements, including: |
| 36 | + |
| 37 | +- A secondary granularity layer showing individual sensor contributions to the final risk score |
| 38 | +- Additional dashboard customization and interactive filtering |
| 39 | +- Advanced visualization enhancements and exploratory analytics features |
| 40 | + |
| 41 | +## Benefits |
| 42 | + |
| 43 | +- ✓ Improves scope management and project focus |
| 44 | +- ✓ Reduces implementation complexity in large PRs |
| 45 | +- ✓ Preserves future development ideas in a structured format |
| 46 | +- ✓ Provides clearer prioritization for contributors and reviewers |
| 47 | +- ✓ Creates a roadmap for future iterations of the project |
| 48 | + |
| 49 | +## Deliverable |
| 50 | + |
| 51 | +Added a concise backlog/future-enhancements note documenting deferred ideas and categorizing them by implementation priority, scope relevance, and future research potential. |
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