The code provides a flexible platform for studying co-evolutionary dynamics, organizational search, and strategic adaptation under varying landscape structures. It is intended for researchers and practitioners interested in complexity theory, evolutionary modeling, and strategic management.

Experimental Python runtime for validation-gated program synthesis and adaptive search: multi-level meta-learning (meta-meta loops), analogical transfer, grammar-mediated expansion, anti-cheat verifiers, sealed evaluations, rollback-sensitive self-modification. Bounded adaptive improvement, not unrestricted recursive self-improvement.