在医疗AI助手开发中，实时代码生成（根据需求自动生成程序脚本）需求激增。然而，旧版模型常因上下文窗口（即记忆长度）限制而遗漏关键需求。DeepSeek-V3.2-Exp的升级能否解决这些问题？我们展开实测。核心升级：性能、功能、开发者支持ingFang SC", -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Ubuntu, "Helvetica Neue", Helvetica, Arial, "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", "Source Han Sans CN", sans-serif;color: rgb(0, 0, 0);letter-spacing: 1.5px;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;">1. 性能提升：长文本处理效率暴涨上下文窗口扩展至32K（3.2万字符），比V3.1提升4倍，可一次性处理20页的论文。推理速度提升约30%（类比：从4G到5G的延迟降低），测试中生成2000字摘要仅需8秒。ingFang SC", -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Ubuntu, "Helvetica Neue", Helvetica, Arial, "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", "Source Han Sans CN", sans-serif;color: rgb(0, 0, 0);letter-spacing: 1.5px;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;">2. 功能扩展：多轮对话更“智能”新增对话状态识别，能自动检测用户意图（如追问、修正），并调整输出。动态记忆管理（自动压缩对话历史），避免因长对话导致性能下降。ingFang SC", -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Ubuntu, "Helvetica Neue", Helvetica, Arial, "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", "Source Han Sans CN", sans-serif;color: rgb(0, 0, 0);letter-spacing: 1.5px;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;">3. 开发者友好性：API更开放原生支持函数调用（无需手动编写接口），开发效率提升50%。提供沙盒环境，允许调试未合并的实验性功能（如“思维链推理”）。ingFang SC", -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Ubuntu, "Helvetica Neue", Helvetica, Arial, "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", "Source Han Sans CN", sans-serif;color: rgba(0, 0, 0, 0.9);margin-top: 22px;margin-bottom: 22px;padding-top: 0px;letter-spacing: -0.16px;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;">
ingFang SC", -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Ubuntu, "Helvetica Neue", Helvetica, Arial, "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", "Source Han Sans CN", sans-serif;color: rgba(0, 0, 0, 0.9);margin-top: 22px;margin-bottom: 22px;padding-top: 0px;letter-spacing: -0.16px;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;">实测体验：对比V3.1的真实改进ingFang SC", -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Ubuntu, "Helvetica Neue", Helvetica, Arial, "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", "Source Han Sans CN", sans-serif;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;letter-spacing: -0.16px;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;">用例1：长文本摘要测试内容：25页Python教程PDF，生成1000字总结。V3.1：漏掉3个核心知识点，且部分细节错误（如将“递归”误作“循环”）。V3.2-Exp：完整覆盖要点，关键点准确率提升40%，响应速度接近实时。ingFang SC", -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Ubuntu, "Helvetica Neue", Helvetica, Arial, "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", "Source Han Sans CN", sans-serif;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;letter-spacing: -0.16px;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;">用例2：多轮对话测试内容：模拟用户反复修正图像生成需求（如“红色→蓝色→透明背景”）。V3.1：需手动输入完整描述，否则可能遗忘前序需求。V3.2-Exp：自动关联上下文，仅回复“已调整”，效率提升显著。ingFang SC", -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Ubuntu, "Helvetica Neue", Helvetica, Arial, "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", "Source Han Sans CN", sans-serif;color: rgba(0, 0, 0, 0.9);margin-top: 22px;margin-bottom: 22px;padding-top: 0px;letter-spacing: -0.16px;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;">竞品对比：谁更值得买？ingFang SC", -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Ubuntu, "Helvetica Neue", Helvetica, Arial, "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", "Source Han Sans CN", sans-serif;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: -0.16px;orphans: 2;text-align: start;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;"> | ingFang SC", -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Ubuntu, "Helvetica Neue", Helvetica, Arial, "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", "Source Han Sans CN", sans-serif;text-align: left;padding: 0.66em 1em;vertical-align: middle;max-width: 448px;white-space: normal;border-right: 0.8px solid rgb(219, 221, 222);border-bottom: 0.8px solid rgb(219, 221, 222);"> | | |
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