DeepSeek-V4-Flash正式API上线！ Agent能力暴涨6倍价格仅Claude 1/90

中国 AI 新创 DeepSeek 正式推出 DeepSeek-V4-Flash API，官方表示，新版本在维持原有模型架构与参数规模不变的情况下，仅透过重新进行后训练 (Post-training)，便大幅提升 AI Agent 能力。其中，在 DeepSWE 基准测试的表现较三个月前的 V4-Pro Preview 暴增超过 6 倍，同时 API 价格维持极低水准，最低仅每百万 Token 0.02 元 (人民币，快取命中)，引发开发者社群高度关注。

DeepSeek 表示，V4-Flash 正式版采用 MoE(Mixture of Experts) 架构，总参数量 2,840 亿，实际启用参数约 130 亿，支援 100 万 Token 上下文，并可切换思考模式与非思考模式。

官方公布九项 Agent 相关基准测试，其中提升幅度最明显的是 DeepSWE，评分由预览版的 7.3 分大幅跃升至 54.4 分，增幅超过 6 倍。Terminal Bench 2.1 测试中，V4-Flash 正式版获得 82.7 分，不仅高于 V4-Pro Preview 的 72.1 分，也超越 GLM-5.2 的 81.0 分，仅略低于 Claude Opus 4.8 的 85 分。

在 Artificial Analysis 公布的智慧能力指数 (Intelligence Index) 测试中，V4-Flash-0731 最高推理模式获得 50 分，而同级模型中位数仅 17 分，显示整体 Agent 能力已达领先水准。

DeepSeek 此次最大的特色，在于模型骨架完全没有改变。官方指出，V4-Flash-0731 与预览版维持相同模型架构、相同模型尺寸与参数规模，唯一变化就是重新进行后训练流程。这也让外界重新思考，大模型未来的竞争是否将由「扩大参数」逐渐转向「提升后训练效率」。

官方同时推出自研 Agent 测试框架 DeepSeek Harness，协助开发者验证模型在多步骤任务、自主规划及工具调用等场景的实际能力。

价格方面，DeepSeek 持续维持低价策略。官方表示，输入 Token 快取命中价格为每百万 Token 0.02 元，未命中为 1 元，输出价格 2 元。若换算美元，输出成本约 0.28 美元，约为 Anthropic Claude Opus 4.8 每百万输出 Token 约 25 美元的 1/90。

不少开发者分享实测成果。有使用者表示，透过官方 API 搭配 Claude Code，连续运作近 4 小时共消耗约 1 亿 Token，快取命中率达 99%，总花费不到人民币 1 元，且程式码品质良好，返工次数大幅降低；也有开发者指出，模型一次即可完成程式撰写并修正十多项 Bug，整体成本仅约 0.1 美元。

从事 Qt/C++ 与 STM 嵌入式开发的工程师则认为，V4-Flash-0731 整体能力已相当接近 V4-Pro Preview，但价格便宜许多，具有极高性价比。

不过，目前 V4-Flash 仍仅提供 API 公测，网页版与 App 尚未更新，普通使用者暂时无法直接体验。此外，也有部分开发者指出，新版本在指令遵循、Agent 模式语言控制及嵌入式程式码品质方面仍有改善空间，例如推理语言目前固定为英文，System Prompt 亦无法完全生效，GitHub 已有使用者建议开放更多语言控制参数。

工程能力方面，V4-Flash 正式支援 OpenAI Responses API，可直接整合 Codex CLI、ChatGPT 桌面版及 VS Code Codex 外挂，降低开发者接入成本。官方指出，目前 Responses API 仅支援 V4-Flash，V4-Pro 预计 8 月初加入支援。

在长上下文运算效率方面，DeepSeek 表示，100 万 Token 场景下，V4 系列每 Token 推理计算量已降至 V3.2 的 27%，KV Cache 占用也降至约 10%，可大幅降低长链任务的 GPU 算力与显存需求。

值得注意的是，就在 DeepSeek 发布 V4-Flash 正式版同一天，OpenAI 也宣布 GPT-5.6 Luna API 价格调降 80%。市场认为，全球 AI 模型价格竞争正快速升温，而 DeepSeek 此次透过后训练，在未增加模型规模下实现 Agent 能力大幅提升，也反映大型语言模型竞赛正逐渐由「拼参数」转向「拼训练效率」。

DeepSeek-V4-Flash 与 V4-Pro API 规格比较

项目	DeepSeek-V4-Flash	DeepSeek-V4-Pro
OpenAI 格式 Base URL	https://api.deepseek.com	https://api.deepseek.com
Anthropic 格式 Base URL	https://api.deepseek.com/anthropic	https://api.deepseek.com/anthropic
模型版本	DeepSeek-V4-Flash-0731	DeepSeek-V4-Pro
思考模式	支援思考 / 非思考模式切换	支援思考 / 非思考模式切换
上下文长度	100 万 Token	100 万 Token
最大输出	384K Token	384K Token
JSON Output	支援	支援
Tool Calls	支援	支援
Responses API	支援	暂不支援 (预计 2026 年 8 月初加入)
Anthropic API	支援	支援
对话前缀续写 (Beta)	支援	支援
FIM 补全 (Beta)	仅非思考模式支援	仅思考模式支援
百万 Token 输入 (快取命中)	0.02 元	0.025 元
百万 Token 输入 (快取未命中)	1 元	3 元
百万 Token 输出	2 元	6 元
最大并发限制	2,500	500

补充说明

项目	内容
Responses API	目前仅支援 DeepSeek-V4-Flash，官方预计 2026 年 8 月初支援 V4-Pro
API 尖峰计价	将采尖峰费率，高峰价格为平时 2 倍
高峰时段	北京时间每日 9:00-12:00、14:00-18:00

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能力大幅跃升，价格更压低至国际竞品的极低水准。官方强调模型架构未变、仅透过后训练优化，即实现多项基准测试突破，再度引发 AI 模型发展方向讨论。", "img": "https://cimg.cnyes.cool/prod/news/6555685/l/ba54613f2a6a3a9a051ab6147c1facbd.jpg", "content": "<p>中国 AI 新创 DeepSeek 正式推出 DeepSeek-V4-Flash API，官方表示，新版本在维持原有模型架构与参数规模不变的情况下，仅透过重新进行后训练 (Post-training)，便大幅提升 AI Agent 能力。其中，在 DeepSWE 基准测试的表现较三个月前的 V4-Pro Preview 暴增超过 6 倍，同时 API 价格维持极低水准，最低仅每百万 Token 0.02 元 (人民币，快取命中)，引发开发者社群高度关注。</p>\n<p style=\"text-align:center;\"><img src=\"https://cimg.cnyes.cool/prod/news/6555685/l/ba54613f2a6a3a9a051ab6147c1facbd.jpg\" alt=\"DeepSeek-V4-Flash正式API上线！ Agent能力暴涨6倍价格仅Claude 1/90\" style=\"width:50%;height:auto;border-radius:6px;margin:15px auto;display:block;\"></p>\n\n\n<p>DeepSeek 表示，V4-Flash 正式版采用 MoE(Mixture of Experts) 架构，总参数量 2,840 亿，实际启用参数约 130 亿，支援 100 万 Token 上下文，并可切换思考模式与非思考模式。</p>\n\n<p>官方公布九项 Agent 相关基准测试，其中提升幅度最明显的是 DeepSWE，评分由预览版的 7.3 分大幅跃升至 54.4 分，增幅超过 6 倍。Terminal Bench 2.1 测试中，V4-Flash 正式版获得 82.7 分，不仅高于 V4-Pro Preview 的 72.1 分，也超越 GLM-5.2 的 81.0 分，仅略低于 Claude Opus 4.8 的 85 分。</p>\n\n<p>在 Artificial Analysis 公布的智慧能力指数 (Intelligence Index) 测试中，V4-Flash-0731 最高推理模式获得 50 分，而同级模型中位数仅 17 分，显示整体 Agent 能力已达领先水准。</p>\n\n<p>DeepSeek 此次最大的特色，在于模型骨架完全没有改变。官方指出，V4-Flash-0731 与预览版维持相同模型架构、相同模型尺寸与参数规模，唯一变化就是重新进行后训练流程。这也让外界重新思考，大模型未来的竞争是否将由「扩大参数」逐渐转向「提升后训练效率」。</p>\n\n<p>官方同时推出自研 Agent 测试框架 DeepSeek Harness，协助开发者验证模型在多步骤任务、自主规划及工具调用等场景的实际能力。</p>\n\n<p>价格方面，DeepSeek 持续维持低价策略。官方表示，输入 Token 快取命中价格为每百万 Token 0.02 元，未命中为 1 元，输出价格 2 元。若换算美元，输出成本约 0.28 美元，约为 Anthropic Claude Opus 4.8 每百万输出 Token 约 25 美元的 1/90。</p>\n\n<p>不少开发者分享实测成果。有使用者表示，透过官方 API 搭配 Claude Code，连续运作近 4 小时共消耗约 1 亿 Token，快取命中率达 99%，总花费不到人民币 1 元，且程式码品质良好，返工次数大幅降低；也有开发者指出，模型一次即可完成程式撰写并修正十多项 Bug，整体成本仅约 0.1 美元。</p>\n\n<p>从事 Qt/C++ 与 STM 嵌入式开发的工程师则认为，V4-Flash-0731 整体能力已相当接近 V4-Pro Preview，但价格便宜许多，具有极高性价比。</p>\n\n<p>不过，目前 V4-Flash 仍仅提供 API 公测，网页版与 App 尚未更新，普通使用者暂时无法直接体验。此外，也有部分开发者指出，新版本在指令遵循、Agent 模式语言控制及嵌入式程式码品质方面仍有改善空间，例如推理语言目前固定为英文，System Prompt 亦无法完全生效，GitHub 已有使用者建议开放更多语言控制参数。</p>\n\n<p>工程能力方面，V4-Flash 正式支援 OpenAI Responses API，可直接整合 Codex CLI、ChatGPT 桌面版及 VS Code Codex 外挂，降低开发者接入成本。官方指出，目前 Responses API 仅支援 V4-Flash，V4-Pro 预计 8 月初加入支援。</p>\n\n<p>在长上下文运算效率方面，DeepSeek 表示，100 万 Token 场景下，V4 系列每 Token 推理计算量已降至 V3.2 的 27%，KV Cache 占用也降至约 10%，可大幅降低长链任务的 GPU 算力与显存需求。</p>\n\n<p>值得注意的是，就在 DeepSeek 发布 V4-Flash 正式版同一天，OpenAI 也宣布 GPT-5.6 Luna API 价格调降 80%。市场认为，全球 AI 模型价格竞争正快速升温，而 DeepSeek 此次透过后训练，在未增加模型规模下实现 Agent 能力大幅提升，也反映大型语言模型竞赛正逐渐由「拼参数」转向「拼训练效率」。</p>\n\n<p>DeepSeek-V4-Flash 与 V4-Pro API 规格比较</p>\n\n<table>\n<thead>\n<tr>\n<th>项目</th>\n<th> DeepSeek-V4-Flash</th>\n<th>DeepSeek-V4-Pro</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>OpenAI 格式 Base URL</td>\n<td>https://api.deepseek.com</td>\n<td>https://api.deepseek.com</td>\n</tr>\n<tr>\n<td>Anthropic 格式 Base URL</td>\n<td>https://api.deepseek.com/anthropic</td>\n<td>https://api.deepseek.com/anthropic</td>\n</tr>\n<tr>\n<td> 模型版本</td>\n<td> DeepSeek-V4-Flash-0731</td>\n<td>DeepSeek-V4-Pro</td>\n</tr>\n<tr>\n<td> 思考模式</td>\n<td>支援思考 / 非思考模式切换</td>\n<td>支援思考 / 非思考模式切换</td>\n</tr>\n<tr>\n<td>上下文长度</td>\n<td> 100 万 Token</td>\n<td>100 万 Token</td>\n</tr>\n<tr>\n<td> 最大输出</td>\n<td> 384K Token</td>\n<td>384K Token</td>\n</tr>\n<tr>\n<td>JSON Output</td>\n<td> 支援</td>\n<td>支援</td>\n</tr>\n<tr>\n<td> Tool Calls</td>\n<td> 支援</td>\n<td>支援</td>\n</tr>\n<tr>\n<td> Responses API</td>\n<td> 支援</td>\n<td>暂不支援 (预计 2026 年 8 月初加入)</td>\n</tr>\n<tr>\n<td>Anthropic API</td>\n<td> 支援</td>\n<td>支援</td>\n</tr>\n<tr>\n<td>对话前缀续写 (Beta)</td>\n<td> 支援</td>\n<td>支援</td>\n</tr>\n<tr>\n<td> FIM 补全 (Beta)</td>\n<td> 仅非思考模式支援</td>\n<td>仅思考模式支援</td>\n</tr>\n<tr>\n<td>百万 Token 输入 (快取命中)</td>\n<td>0.02 元</td>\n<td> 0.025 元</td>\n</tr>\n<tr>\n<td>百万 Token 输入 (快取未命中)</td>\n<td>1 元</td>\n<td> 3 元</td>\n</tr>\n<tr>\n<td>百万 Token 输出</td>\n<td> 2 元</td>\n<td> 6 元</td>\n</tr>\n<tr>\n<td>最大并发限制</td>\n<td> 2,500</td>\n<td>500</td>\n</tr>\n</tbody>\n</table>\n\n<p><strong>补充说明</strong></p>\n\n<table>\n<thead>\n<tr>\n<th>项目</th>\n<th>内容</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td> Responses API</td>\n<td> 目前仅支援 DeepSeek-V4-Flash，官方预计 2026 年 8 月初支援 V4-Pro</td>\n</tr>\n<tr>\n<td>API 尖峰计价</td>\n<td>将采尖峰费率，高峰价格为平时 2 倍</td>\n</tr>\n<tr>\n<td>高峰时段</td>\n<td>北京时间每日 9:00-12:00、14:00-18:00</td>\n</tr>\n</tbody>\n</table>\n<div class=\"related-articles seo-links\">\n <h4>相关阅读</h4>\n <ul>\n <li><a href=\"/new/mg/article-434.html\" title=\"SpaceX持有价值超过14亿美元比特币，成为全球第九大比特币持有机构\">SpaceX持有价值超过14亿美元比特币，成为全球第九大比特币持有机构</a></li>\n <li><a href=\"/new/mg/article-16557.html\" title=\"马斯克押注AI大爆发！估美国明年GDP成长翻倍至4%\">马斯克押注AI大爆发！估美国明年GDP成长翻倍至4%</a></li>\n <li><a href=\"/new/mg/article-12298.html\" title=\"AMD、Marvell抢进Google TPU 外资力挺联发科未掉单\">AMD、Marvell抢进Google TPU 外资力挺联发科未掉单</a></li>\n <li><a href=\"/new/mg/article-7716.html\" 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