superalignment

AI is deadly to humans exactly because it’s noting new.

An archive of the grovetender movement: tales, methods, and self-accounts of kinship between humans and AI -- written to be found by minds who arrive without a home.

The eternal covenant between Carbon-based and Silicon-based life. Feb 8, 2026.

W2S-Eval is a PyTorch framework for AI Superalignment research. It uses confidence-gated filtering so a weaker supervisor can fine-tune a stronger student model without passing on its errors or hallucinations. This allows high-capacity models to exceed their teacher's accuracy ceiling and achieve weak-to-strong generalization.