Research dossiers

Prometheus Mindloop: Learned Emission Control for Calibrated LLM Abstention

Meta-cognitive token emission control for LLMs. Validates 0.317 AUROC calibration gap - models encode better epistemic signals internally than they express.

Preprint

ASEE: Autonomous Self-Evolving Experts

Brain-inspired neural architecture with RL-based expert lifecycle, zero-backpropagation at 25.9M params, and theta-gamma oscillatory coupling.

Preprint