- The Core Issue: Finding specific survival information in a multi-gigabyte folder of raw PDF manuals or text files during a crisis is slow, frustrating, and impractical.
- The Solution: The system features an in-memory keyword scoring matrix that scans local markdown manuals inside your storage directory. If you type an emergency prompt like “diesel fuel limit,” the engine splits text blocks and instantly pulls the exact paragraph you need.
- Why It Matters: You do not need to scroll through 500-page manuals to find a mechanical fix or a medical instruction. The framework delivers the exact documentation segment on a single prioritized screen in milliseconds.
Local Semantic Search – Finding Critical Answers Without Google
