Searching protocol for "manifold-constrained"
Preserve and recall manifold constraint context.
Plan and execute advanced AI model evolution.
Surface constraints early to guide design.
Stabilize deep transformers with mHC.
Unified GRPO, mHC, and Quadrality for AI.
Plan advanced AI development workflows.