4 tables: publisher_platform/content/task/log 10 platforms: weibo/douyin/bilibili/kuaishou/wechat/xiaohongshu/toutiao/youtube/twitter Sage-compliant: DSPY no-import delegation, init.py→ServerEnv, scripts/load_path.py Content types: article/video/audio/image with per-platform format adapters