A developer aggregated 1.2 million messages from multiple social platforms into a structured Obsidian vault to analyze twenty years of personal chat history. By utilizing local LLM inference, the project quantified long-term friendship dynamics by tracking metrics such as vocabulary shifts, directional sentiment, and conflict rates.