control-barrier-functions
Physics-structured dynamics with a learned causal residual, controlled by constrained optimal control / MPC.
Composable safety-filter and auditability layer for tensor-parallel reinforcement learning. CBF safety filters, watchdog registries, pre-registration artifacts, failure forensics.
