Ahnaf Akif

Provenance by Construction: A Contract-First Architecture for Reproducible and Auditable LLM-Assisted Risk Intelligence from Heterogeneous Public Data

Analytical systems that derive risk indicators from heterogeneous public data increasingly incorporate large language models into the extraction path. This introduces a structural auditability problem: a published number may depend upon a model version, a prompt revision and a da...