{"repo":"alizahidraja/isnad","free":true,"listed":false,"github":"https://github.com/alizahidraja/isnad","clone":"git clone https://github.com/alizahidraja/isnad.git","description":"Claim-level provenance for multi-agent knowledge systems","language":"Python","stars":36,"topics":["ai-agents","ai-safety","hadith","knowledge-base","llm","multi-agent-systems","provenance","trust"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"Isnād–Rijāl Framework Grade the narrators, not just log them. Claim-level provenance for multi-agent knowledge systems — adapted from classical hadith transmission science. Paper: arXiv:2607.24117 Paper DOI: 10.48550/arXiv.2607.24117 Software DOI: 10.5281/zenodo.21216873 🌐 Full project home: https://alizahidraja.com/isnad --- What & Why In modern AI pipelines, a factual claim passes through many hands — a scraper extracts it, a model compiles it, another serves it. Each hand can drop, distort, or invent. Existing tools record what happened. ISNAD grades who transformed the claim, so it can tell you how much to trust the result . The framework adapts hadith transmission science — one of history's most rigorous epistemologies, refined over twelve centuries — into a Python library for AI systems. Every claim carries its complete chain of transmitters (isnād); each transmitter is graded in a living registry (rijāl); chains are evaluated by their weakest link; content is criticized independently of transmission quality; and the two combine in a decision matrix that routes claims to serve, review, or quarantine. --- 60-Second Quickstart LangChain Integration (5 lines) Also available: IsnadTracer (older flat-list reporter with built-in report()) and AsyncIsnadCallbackHandler for async pipelines. --- Citation If you use ISNAD in your research, please cite: GitHub users: click \"Cite this repository\" on the repo sidebar (powered by CITATION.cff ). --- What's Validated vs. What's Not C","default_branch":null,"files":null,"tree":[],"storefront":"/r/alizahidraja","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/alizahidraja/isnad/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}