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bf2dc04cb3
Replace linear optimization chain with UCB1 evolution tree. Each iteration selects the most promising node to extend, preventing irrecoverable collapse from bad edits. Also adds improvement-based delta feedback to the optimizer and optional holdout set separation. Inspired by "Learning to Self-Evolve" (arXiv:2603.18620).