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rag

2 articles tagged rag

Technology

Amendment Chain Resolution: The Hardest Problem in Legal AI

Why amendment chains break standard AI document analysis approaches, how structured extraction handles them, and what makes multi-amendment resolution the defining technical challenge for legal AI systems.

February 17, 2026·8 min read
Technology

Why RAG Fails for Legal Contract Review

Standard retrieval-augmented generation pipelines were designed for question-answering over static corpora. Legal contract review demands something fundamentally different: structured extraction across amendment chains, cross-references, and clause-level precision.

February 17, 2026·7 min read