added key benefits

Rename QUO_JSON_DIR → JSON_DIR (generic input dir)

Fix HF YAML front matter

Update README with plain-language intro and hybrid search docs

Add hybrid search (RRF), vector search, CLI search tool, and tests

Improve README with layman intro

added laymans intro

Add Hugging Face metadata + tags

Add HF Space metadata header

added README