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35 lines (35 loc) · 1.43 KB
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{
"title": "rag-threat-intel: A sovereign RAG pipeline for vulnerability and threat-intelligence Q&A",
"description": "An on-premise RAG (retrieval-augmented generation) pipeline that ingests NIST NVD CVE feeds and public security PDFs into pgvector, then answers natural-language questions using Ollama-served LLMs with mandatory source citations. Compares three chunking strategies (fixed-size 512+50 overlap, semantic heading-aware, sentence-window ±2) on real measured MRR@5 and MRR@10 over a 14-query CVE-recall subset, plus a three-axis faithfulness pilot (citation density / validity / refusal honesty) on a 12-query subsample, of a 50-question evaluation set. Embedding done with Ollama all-minilm; an embed_compare harness for nomic-embed-text vs all-minilm is included but its numbers are not in this release.",
"creators": [
{
"name": "Bhutto, Ali Murtaza",
"orcid": "0009-0007-2787-943X",
"affiliation": "Independent Researcher"
}
],
"license": "MIT",
"keywords": [
"retrieval-augmented generation",
"RAG",
"threat intelligence",
"sovereign AI",
"pgvector",
"NVD",
"CVE",
"chunking",
"MRR",
"faithfulness"
],
"communities": [
{"identifier": "ai-safety"}
],
"related_identifiers": [
{
"identifier": "https://github.com/thunderstornX/rag-threat-intel",
"relation": "isSupplementTo",
"scheme": "url"
}
],
"upload_type": "software"
}