Tag:retrieval
All the articles with the tag "retrieval".
One Prompt, Thirty-Two Calls, or Seven
Putting an LLM checklist into fewer model calls forces its retrieval into more, narrower queries. A seeded simulation of three call shapes, the counting limit on what a grouped call can see, and a skipped requirement that used to come back as a severe finding.
Insurance AI Needs Evidence Graphs, Not Just Fraud Scores
A synthetic insurance claim shows how hashes, typed facts, contradictions, abstention, and human review make AI recommendations auditable.
From PDFs to Citable Verdicts: Engineering an Evidence-Grounded Qualiopi Pre-Audit
A practical design for separating relevance from proof, preserving document lineage, abstaining safely, and evaluating a citable Qualiopi pre-audit.