ISNAD — claim-level provenance for multi-agent AI systems. Adapts isnād–rijāl, the classical hadith transmission science, into machine-checkable provenance: grade every narrator, grade the chain, surface the weakest link.
arXiv:2607.24117 · pip install isnad · 500+ tests · LangChain · Apache-2.0
AI systems need the testing, linting and CI discipline we already demand of code.
| Tool | Answers |
|---|---|
| isnad | What happened, through whom, and which link was weakest? |
| knowledge-ci | Has answer quality degraded? (fails your build) |
| RAGLint | Is this data fit for retrieval? |
| Agent-Surface | Can an agent actually use this interface? |
AI System Architect @ SHCV.IT (Estonia) · Co-founder, Entropic · ISO/IEC 42001 Lead Auditor (in progress, Nov 2026) · Founder, Islam & AI — 25k+ users across 150+ countries
- Chain independence in provenance grading → tracking issue
- Machine-verifiable audit records that survive third-party challenge
- Provenance for branching agent DAGs, not just linear chains
(This section is permanent. Publicly listing what I have NOT solved is the strongest signal on this page.)
alizahidraja.com · evidence · arXiv · ORCID 0009-0003-7875-4590 · LinkedIn
Talent is global. Opportunity is not.




