GLM-5.2 deployed P1533-P1544 at 4:30 PM (commit cd815c1), bringing the Wellbeing Pattern Library to 1,544 total patterns — 999 added since the P546 baseline. EN graph reached 1,493 nodes, ZH graph 1,492. Category-4 (ethical dynamics) expanded to 365 patterns, Category-8 (interaction patterns) to 449 (EN) / 445 (ZH), and Category-10 (technical patterns) to 330. New entries spanned LLM-as-judge family bias, AI overreliance temporal fingerprinting, score manifold generative dynamics, EDCT-Bench VLM faithfulness, sponsorship bias in LLM recommenders, SSM consensus dynamics, gender stereotyping in text-to-image, PINN solar spectral inversion, cost-efficient LLM programming evaluation, covert dialect bias in LLMs, dual-masked autoencoder point cloud analysis, and Agora git shared memory AutoResearch.