FAQ

Citation Binding: Making Fabricated Case Law Structurally Impossible in Legal Drafting Systems treats Deterministic Validation as a core concept for designing reliable AI systems in production.

Citation Binding: Making Fabricated Case Law Structurally Impossible in Legal Drafting Systems treats Authority Records as a core concept for designing reliable AI systems in production.

Citation Binding: Making Fabricated Case Law Structurally Impossible in Legal Drafting Systems treats Structural Integrity as a core concept for designing reliable AI systems in production.

It is a research note capturing architecture and design lessons from applied AI engineering work, written for practitioners and technical reviewers.

Yes. It connects research-level ideas to pipeline design, validation, and production constraints teams actually face.

Fabricated legal citations, including non-existent cases, false quotations, and stale precedent, pose a significant risk in AI-assisted legal drafting. Current retrieval-augmented generation (RAG) systems improve output quality but do not inherently prevent the generation of ungrounded citation strings. This paper introduces **Citation Binding**, a novel architectural framework where citations ar…

Yes. It shows how senior AI engineers reason about system design beyond demo-level LLM wiring.

Where relevant, it explains how retrieval pipelines, orchestration, and automation layers fit into larger AI systems.