机器学习
Grounded Evolver
Combined safe evolution system for this workspace. Use when you want one practical algorithm that merges proactive continuity, memory-stack discipline, optional typed graph structure, and human-supervised improvement from real signals. Good for deciding what to update, where to write it, what the smallest safe change is, and how to validate it without autonomous loops, cloud memory sprawl, or risky self-modification.