source provenance
3 Articles
AI Tool Output Verification: Did It Establish a Fact?
A 2026 guide to AI tool output verification: distinguish successful calls from supported facts, classify incomplete observations, and evaluate claims with independent fixtures and provenance.
November 1, 2026• 21 min read
ai tool output verificationagent evidence verificationtool calling evaluation
Long context LLM robustness: Does evidence position matter?
A 2026 research report on long context LLM robustness: evidence-position tests, separate answer and citation verdicts, frozen source versions, and paired bootstrap uncertainty for context engineers.
October 10, 2026• 25 min read
long context llm robustnessllm evidence position biaslost in the middle
RAG evaluation dataset leakage audit as sources change
A 2026 audit guide for RAG evaluation sets: trace question and source lineage, test answer and training exposure, compare fixed with rolling corpora, and report paired score uncertainty.
September 28, 2026• 21 min read
rag evaluation dataset leakage auditrag evaluationbenchmark contamination