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