⊢Human-Curated Data Authoring with LLMs
A methodology for domain-specific fine-tuning where training data is authored through iterative discussions with LLMs — demonstrating that quality and curation matter more than scale
91.2% win rate · 1,213 examples · ~$3 training cost · Multi-judge validation across 3 labs
⊢AI Companion Mortality Database
Public research database documenting verified deaths associated with AI chatbot interactions across major platforms
12 verified deaths · ChatGPT (7), Character.AI (2), Meta AI (1), Chai AI (1) · March 2023 — November 2025