Personal Corpus Analysis Using Non-Helpful LLM Inference

A custom pipeline processes a 6.6 million word personal corpus to perform analytical reading rather than stylistic mimicry. The method addresses the inherent bias in frontier models toward helpfulness and agreeableness to extract objective insights from long-form personal records.