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BUG1 storage_key→公网URL+空值400： - 新增 _normalize_image_url()：非http开头的一律用 get_storage_service().get_url() 转公网URL - 空值/None/非法类型直接 raise ValueError，_step_image_analysis 里透传异常（不再默默走'未识别·无法判断'fallback） - 转换后做 HTTP HEAD 5s 可达性检查，失败打warning日志便于排查 BUG2 VLM 提速： - _step_image_analysis 强制 lite-first：无视 doubao_vision_use_lite 开关，永远 lite 主跑+pro 降级 - lite timeout=30s（目标20-30s），pro fallback timeout=90s - 并发数 min(4,n)→min(2,n) 防方舟限流排队雪崩 - _analyze_single_image 里 max_tokens 2048→1200（结构化 XML 600-900字足够） BUG3 ENV 持久化： - packages/config/base.py doubao_vision_use_lite 默认 False→True - .env.example 本就是 true 无需改 - deploy/configs/.env.staging 通过 Gitea secret DOUBAO_VISION_USE_LITE=true 注入