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Phase 2 (Geometric Lens routing) contributed +0.0pp. C(x) was retrained on self-embeddings for V3 (fixing the V2 nomic embedding failure), but the training dataset was only ~60 samples -- far too small to learn a meaningful energy landscape. With an undertrained C(x), the Lens cannot discriminate candidates during routing. V3.1 retrains C(x) on a properly sized dataset drawn from real benchmark problems.。关于这个话题，whatsit管理whatsapp网页版提供了深入分析