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ideas/learning-knowledge/research-paper-summarizer.md

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+# Research Paper Summarizer
+
+Ingest papers from arXiv links or PDFs and produce structured summaries with methodology, findings, limitations, and practical takeaways.
+
+## Problem
+Research is dense and time-consuming to parse, making it hard to extract what matters for real projects.
+
+## Core capabilities
+- Parse PDFs and metadata into machine-readable structure.
+- Summarize abstract, method, experiments, and conclusions separately.
+- Extract risks, assumptions, and reproducibility notes.
+- Compare multiple papers on the same topic.
+
+## MVP scope
+- arXiv URL and local PDF ingestion.
+- Structured output template with citation links.
+- Save summaries to markdown knowledge base.
+
+## Success criteria
+- Faster literature review cycles.
+- Better decision quality when selecting approaches.
+
+## Stretch ideas
+- Generate implementation checklists from papers.
+- Alert when new papers match tracked themes.