Open the demo, for LocalScholar too

The demo is now the interface rather than a description of it — the real app,
answering from a session that actually ran — so it opens like the others. The
page says on arrival that it is a recording and that adding your own papers
needs your own machine, which is a better place for that than a button label
nobody reads twice.

All three systems now have something a stranger can open.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

Author: asifuddin01

src/content/projects/localscholar.mdx

@@ -5,6 +5,6 @@ title: "LocalScholar — a private, laptop-scale research assistant"
 summary: "Built because two scoping reviews needed more PDFs than any hosted chatbot would take. Keeps a permanent local library, answers questions across all of it at once, and grounds every claim in a page you can open. Hybrid BM25 and dense retrieval fused by reciprocal rank, then a cross-encoder reranker — an ablation over 30 hand-written questions takes Recall@5 from 0.833 to 0.933 and MRR from 0.672 to 0.840. Refusal is measured too: four questions the library provably cannot answer, four correct refusals. Citations are computed by matching extracted values back against the retrieved passages rather than reported by the model, which took structured extraction from 6/15 fields to 12/15 while making every remaining value more trustworthy. Runs on an 8 GB M1 with no API key and nothing leaving the machine."
 cvSummary: "Local-first RAG research assistant (FastAPI, React, ONNX, Ollama). Hybrid BM25 + dense retrieval with RRF fusion and cross-encoder reranking; measured ablation to Recall@5 0.933, MRR 0.840; verified refusal on unanswerable questions; citations computed from passage overlap rather than self-reported. {localscholar.tests} tests, runs offline on 8 GB."
 link: "https://asifuddin01.github.io/LocalScholar/"
-linkLabel: "See a recorded session"
+linkLabel: "Open the demo"
 repo: "https://github.com/asifuddin01/LocalScholar"
 ---