Add distinct BM25, FAISS, and Low Confidence Rejection sample buttons; update rejection text to remove query word

Fix confidence detection: check raw pre-normalization scores, red-highlight rejected results with strikethrough

Update masterclass site: expanded CS & Science corpus, strict low-confidence rejection, inline pipeline inspector, first-person narrative

Initial clean commit for web deployment