{
  "version": "https://jsonfeed.org/version/1", 
  "title": "DeepSeek", 
  "description": "", 
  "home_page_url": "https://www.v2ex.com/go/deepseek", 
  "feed_url": "https://www.v2ex.com/feed/deepseek.json", 
  "icon": "https://cdn.v2ex.com/navatar/0e09/5e05/1183_large.png?m=1787648395", 
  "favicon": "https://cdn.v2ex.com/navatar/0e09/5e05/1183_normal.png?m=1787648395", 
  "items": [
    {
      "author": {
        "url": "https://www.v2ex.com/member/molicloud", 
        "name": "molicloud", 
        "avatar": "https://cdn.v2ex.com/avatar/d7a5/3c4f/424086_large.png?m=1787725889"
      }, 
      "url": "https://www.v2ex.com/t/1237353", 
      "date_modified": "2026-08-26T06:34:56+00:00", 
      "content_html": "<h1>deepseek-acp</h1>\n<p><a href=\"https://www.npmjs.com/package/deepseek-acp\" rel=\"nofollow\"><img alt=\"npm \u7248\u672c\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.shields.io/npm/v/deepseek-acp\"/></a>\n<a href=\"https://www.npmjs.com/package/deepseek-acp\" rel=\"nofollow\"><img alt=\"npm \u6708\u4e0b\u8f7d\u91cf\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.shields.io/npm/dm/deepseek-acp\"/></a>\n<a href=\"https://github.com/xintaofei/deepseek-acp/actions/workflows/ci.yml\" rel=\"nofollow\"><img alt=\"CI \u72b6\u6001\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://github.com/xintaofei/deepseek-acp/actions/workflows/ci.yml/badge.svg\"/></a></p>\n<p>\u628a <a href=\"https://github.com/deepseek-ai/deepseek-harness\" rel=\"nofollow\">DeepSeek Harness</a> \u63a5\u6210\u4e00\u4e2a<strong>\u9762\u5411\u7f16\u8f91\u5668\u7684\u5b8c\u6574\u7f16\u7801 Agent</strong>\uff0c\n\u901a\u8fc7 <a href=\"https://agentclientprotocol.com\" rel=\"nofollow\">Agent Client Protocol</a>\uff08 ACP \uff09\u4e0e\u5ba2\u6237\u7aef\u901a\u8bdd\u3002</p>\n<p><strong>\u53ef\u7528\u5ba2\u6237\u7aef</strong>\uff1a\u4efb\u4f55\u5b9e\u73b0 ACP \u7684\u7f16\u8f91\u5668\u3002\u5f00\u53d1\u671f\u5728 <strong><a href=\"https://github.com/xintaofei/codeg\" rel=\"nofollow\">codeg</a></strong> \u91cc\u5b9e\u6d4b\uff1b\n<strong><a href=\"https://zed.dev\" rel=\"nofollow\">Zed</a></strong> \u8d70\u540c\u4e00\u5957\u534f\u8bae\u3001\u914d\u7f6e\u65b9\u5f0f\u89c1\u4e0b\uff0c\u4f46\u5c1a\u672a\u9010\u9879\u9a8c\u6536\u8fc7\u3002</p>\n<hr/>\n<h2>\u4e3a\u4ec0\u4e48\u5b58\u5728</h2>\n<p>DeepSeek Harness \u81ea\u5e26\u4e00\u4e2a ACP server \uff08<code>@deepseek-ai/dsh-acp</code>\uff09\uff0c\u4f46\u5b83\u7684\u5b9a\u4f4d\u662f\n<strong>automation-only</strong>\u2014\u2014\u7ed9\u7a0b\u5e8f\u7528\u7684\uff0c\u4e0d\u662f\u7ed9\u4eba\u7528\u7684\u3002\u4e0a\u6e38\u81ea\u5df1\u7684\u8bf4\u660e\u5199\u5f97\u5f88\u76f4\u767d\uff1a</p>\n<blockquote>\n<p>This package is a transport adapter, not a UI integration or a capability seam.\nIt does not expose editor navigation, transcript replay, commands, modes,\nconfiguration pickers, elicitation, reasoning, plans, titles, or tool presentation.</p>\n</blockquote>\n<p>\u5b83\u7684\u4e3b\u8981\u5ba2\u6237\u7aef\u662f <code>dsh-subagent-acp</code>\u2014\u2014\u4e00\u4e2a\u7236 harness \u6d3e\u751f\u5b50 agent \u7684\u901a\u9053\u3002\u5bf9\u8fd9\u4e2a\u7528\u9014\uff0c\n\u5b83\u7684\u8bbe\u8ba1\u662f\u5bf9\u7684\uff1a\u53ea\u53d1<strong>\u5df2\u63d0\u4ea4</strong>\u7684\u52a9\u624b\u6d88\u606f\uff0c\u4e0d\u6f0f\u672a\u63d0\u4ea4\u7684\u4e2d\u95f4\u6001\uff0c\u62ff\u5230\u7684\u662f\u5e72\u51c0\u7684\u81ea\u52a8\u5316\u7ed3\u679c\u3002</p>\n<p>\u4f46\u540c\u4e00\u5957\u8bbe\u8ba1\u653e\u8fdb\u7f16\u8f91\u5668\u5c31\u4e0d\u6210\u7acb\u4e86\uff1a</p>\n<ul>\n<li><strong>\u770b\u4e0d\u5230\u6a21\u578b\u5728\u5e72\u4ec0\u4e48\u3002</strong> \u5de5\u5177\u8c03\u7528\u3001\u547d\u4ee4\u8f93\u51fa\u3001\u6587\u4ef6\u6539\u52a8\u5168\u90e8\u53ea\u7559\u5728\u4f1a\u8bdd\u65e5\u5fd7\u91cc\uff0c\u754c\u9762\u4e0a\n\u53ea\u6709\u6700\u540e\u4e00\u6bb5\u6587\u5b57\u3002\u6a21\u578b\u6539\u4e86\u4f60\u7684\u6587\u4ef6\uff0c\u4f60\u5f97\u81ea\u5df1\u53bb <code>git diff</code> \u624d\u77e5\u9053\u3002</li>\n<li><strong>\u6ca1\u6709\u9010\u5b57\u6d41\u5f0f\u3002</strong> \u53ea\u5728\u6574\u6bb5\u6d88\u606f\u63d0\u4ea4\u540e\u624d\u63a8\u4e00\u6b21\uff0c\u957f\u56de\u7b54\u671f\u95f4\u754c\u9762\u662f\u9759\u6b62\u7684\u3002</li>\n<li><strong>\u4e00\u6b21\u6027\u4f1a\u8bdd\u3002</strong> \u5173\u6389\u5c31\u6ca1\u4e86\u2014\u2014\u6ca1\u6709\u6062\u590d\u3001\u6ca1\u6709\u5217\u8868\u3001\u6ca1\u6709\u6807\u9898\u3002</li>\n<li><strong>\u63a7\u5236\u9762\u5168\u65e0\u3002</strong> \u6362\u6a21\u578b\u3001\u8c03\u6587\u4ef6\u6743\u9650\u3001\u5f00\u8ba1\u5212\u6a21\u5f0f\u3001\u6267\u884c slash \u547d\u4ee4\uff0c\u90fd\u6ca1\u6709\u5165\u53e3\u3002</li>\n<li><strong>\u62d2\u7edd MCP \u3002</strong> <code>mcpServers</code> \u53ea\u8981\u975e\u7a7a\u5c31\u76f4\u63a5\u62a5\u9519\u3002</li>\n</ul>\n<p>\u5b98\u65b9\u5176\u5b9e\u5b9e\u73b0\u8fc7\u4e00\u7248\u5b8c\u6574\u7684\u7f16\u8f91\u5668\u5411 bridge \uff0c\u53c8\u5728 2026-07-24 \u4e3b\u52a8\u5220\u6389\u4e86\u2014\u2014\u7406\u7531\u662f\u4ea7\u54c1\u5b9a\u4f4d\uff0c\n\u4e0d\u662f\u6280\u672f\u4e0d\u53ef\u884c\u3002<strong>\u672c\u9879\u76ee\u586b\u7684\u5c31\u662f\u8fd9\u5757\u88ab\u8ba9\u51fa\u7684\u751f\u6001\u4f4d</strong>\uff1a\u540c\u4e00\u4e2a harness \u5185\u6838\uff0c\u6362\u4e00\u5f20\n\u4e3a\u4eba\u51c6\u5907\u7684\u534f\u8bae\u9762\u3002</p>\n<hr/>\n<h2>\u4e0e\u5185\u7f6e ACP \u7684\u80fd\u529b\u5bf9\u6bd4</h2>\n<table>\n<thead>\n<tr>\n<th></th>\n<th><code>@deepseek-ai/dsh-acp</code>\uff08\u5185\u7f6e\uff09</th>\n<th><strong>deepseek-acp</strong>\uff08\u672c\u9879\u76ee\uff09</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u5b9a\u4f4d</td>\n<td>automation-only \u4f20\u8f93\u9002\u914d\u5668</td>\n<td>\u9762\u5411\u7f16\u8f91\u5668\u7684\u5b8c\u6574 Agent</td>\n</tr>\n<tr>\n<td>\u56de\u590d\u6d41\u5f0f</td>\n<td>\u4ec5\u6574\u6bb5\u63d0\u4ea4\u540e\u63a8\u9001</td>\n<td>\u9010 token</td>\n</tr>\n<tr>\n<td>\u601d\u8003\u8fc7\u7a0b</td>\n<td>\u2717 \u7559\u5728\u65e5\u5fd7\u91cc</td>\n<td>\u2705 <code>agent_thought_chunk</code></td>\n</tr>\n<tr>\n<td>\u5de5\u5177\u8c03\u7528</td>\n<td>\u2717 \u4e0d\u5448\u73b0</td>\n<td>\u2705 \u5361\u7247 + \u72b6\u6001\u6d41\u8f6c</td>\n</tr>\n<tr>\n<td>\u6587\u4ef6 diff</td>\n<td>\u2717</td>\n<td>\u2705 \u7f16\u8f91\u5668\u539f\u751f diff \u89c6\u56fe</td>\n</tr>\n<tr>\n<td>\u7ec8\u7aef\u8f93\u51fa</td>\n<td>\u2717</td>\n<td>\u2705 \u7ec8\u7aef\u5361\u7247\uff08 Zed <code>_meta</code> \u7ea6\u5b9a\uff09</td>\n</tr>\n<tr>\n<td>\u5f85\u529e\u8ba1\u5212</td>\n<td>\u2717</td>\n<td>\u2705 <code>plan</code> + \u8ba1\u5212\u6a21\u5f0f</td>\n</tr>\n<tr>\n<td>\u4f1a\u8bdd\u6062\u590d / \u5217\u8868</td>\n<td>\u2717 \u5173\u6389\u5373\u6d88\u5931</td>\n<td>\u2705 <code>load</code> / <code>list</code> / <code>resume</code> / <code>close</code>\uff0c\u5e26\u6807\u9898</td>\n</tr>\n<tr>\n<td>\u4f1a\u8bdd\u5206\u53c9</td>\n<td>\u2717</td>\n<td>\u2705 <code>session/fork</code>\uff0c\u7236\u5b50\u5404\u5199\u5404\u7684\u65e5\u5fd7</td>\n</tr>\n<tr>\n<td>\u4f1a\u8bdd\u5185\u6362\u6a21\u578b</td>\n<td>\u2717</td>\n<td>\u2705 \u6a21\u578b\u3001\u63a8\u7406\u6863\u4f4d\u3001\u6587\u4ef6\u6743\u9650\u4e09\u4e2a\u9009\u62e9\u5668</td>\n</tr>\n<tr>\n<td>slash \u547d\u4ee4</td>\n<td>\u2717</td>\n<td>\u2705 \u547d\u4ee4\u76ee\u5f55\uff0c\u4e0d\u8fdb\u6a21\u578b</td>\n</tr>\n<tr>\n<td>\u6280\u80fd\uff08 skills \uff09</td>\n<td>\u2717</td>\n<td>\u2705 \u6a21\u578b\u6309\u9700\u52a0\u8f7d\uff1b\u7528\u6237\u53ef\u8c03\u7528\u7684\u8fdb\u659c\u6760\u8865\u5168</td>\n</tr>\n<tr>\n<td>\u6a21\u578b\u5411\u4f60\u63d0\u95ee</td>\n<td>\u2717</td>\n<td>\u2705 \u8868\u5355\u5f81\u8be2\uff1b\u5ba2\u6237\u7aef\u4e0d\u652f\u6301\u65f6\u964d\u7ea7\u6210\u6309\u94ae</td>\n</tr>\n<tr>\n<td>MCP server</td>\n<td>\u2717 \u975e\u7a7a\u5373\u62d2\u7edd</td>\n<td>\u2705 \u6309\u4f1a\u8bdd\u6302\u8f7d\uff0cstdio + HTTP \uff0c\u4f1a\u8bdd\u95f4\u9694\u79bb</td>\n</tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587\u7528\u91cf</td>\n<td>\u2717</td>\n<td>\u2705 <code>usage_update</code> \u8fdb\u5ea6\u6761</td>\n</tr>\n<tr>\n<td>\u8bfb\u672a\u4fdd\u5b58\u7684\u7f13\u51b2\u533a</td>\n<td>\u2717</td>\n<td>\u2705 <code>fs/read_text_file</code> \u6539\u9053\u5230\u7f16\u8f91\u5668</td>\n</tr>\n<tr>\n<td>\u5185\u5d4c\u4e0a\u4e0b\u6587\uff08@ \u6587\u4ef6\uff09</td>\n<td>\u2717 <code>embeddedContext: false</code></td>\n<td>\u2705 \u6574\u6bb5\u5185\u8054</td>\n</tr>\n<tr>\n<td>\u56fe\u7247\u8f93\u5165</td>\n<td>\u2717 <code>image: false</code></td>\n<td>\u2705 \u6309\u7ebf\u5e8f\u8fdb\u6a21\u578b\uff0c\u5b57\u8282\u843d\u5185\u5bb9\u5bfb\u5740\u5e93</td>\n</tr>\n<tr>\n<td>\u6388\u6743\u63d0\u793a</td>\n<td>\u2705 \u4e00\u6b21\u6027 allow / reject</td>\n<td>\u2705 \u540c\u5de6\uff0c\u53e6\u542b\u6c99\u7bb1\u8d8a\u754c\u63d0\u6743</td>\n</tr>\n<tr>\n<td>\u591a\u4f1a\u8bdd</td>\n<td>\u2705</td>\n<td>\u2705</td>\n</tr>\n</tbody></table><p><strong>\u6c99\u7bb1\u3002</strong> \u547d\u4ee4\u4e0e\u6587\u4ef6\u64cd\u4f5c\u540c\u5728\u4e00\u9053\u56f4\u680f\u4e4b\u4e0b\uff08\u9ed8\u8ba4 <code>workspace-write</code>\uff0c\u53ef\u5199\u96c6\u662f\n<code>{\u4f1a\u8bdd cwd, \u7cfb\u7edf\u4e34\u65f6\u76ee\u5f55}</code>\uff09\uff0cshell \u4e0e\u6587\u4ef6\u5de5\u5177\u5171\u7528\u540c\u4e00\u4efd\u5b9a\u4e49\u3002\u8d8a\u754c\u4f1a\u88ab\u62d2\u7edd\uff0c\n\u6a21\u578b\u53ef\u4ee5\u5c31\u8be5\u6b21\u64cd\u4f5c\u53d1\u8d77\u63d0\u6743\uff0c\u63d0\u793a\u8d70 <code>session/request_permission</code>\u3002</p>\n<p>Windows \u4f7f\u7528\u7cfb\u7edf PowerShell \uff08\u4f18\u5148 PowerShell 7 \uff0c\u56de\u9000 Windows PowerShell 5.1 \uff09\uff0c\u5de5\u5177\u540d\u4e3a\n<code>pwsh</code>\uff0c\u4e0d\u9700\u8981 Git Bash \uff1b Linux \u4e0e macOS \u4f7f\u7528 <code>bash</code>\u3002Windows ACL \u540e\u7aef\u62a5\u544a\n<code>enforcement: partial</code>\uff1a\u5b83\u9650\u5236\u5e38\u89c4 NTFS \u5199\u5165\uff0c\u4e0d\u9650\u5236\u8bfb\u53d6\u3001\u7f51\u7edc\u4e0e\u8fdb\u7a0b\u53ef\u89c1\u6027\uff0c\u4e5f\u4e0d\u627f\u8bfa\u8986\u76d6\nWSL \u3001FAT \u3001Everyone ACL \u6216\u786c\u94fe\u63a5\u8fb9\u754c\uff1b\u6c99\u7bb1\u4e0d\u53ef\u7528\u65f6\u4f1a\u62d2\u7edd\u6267\u884c\uff0c\u4e0d\u4f1a\u9759\u9ed8\u8f6c\u6210\u5b8c\u5168\u8bbf\u95ee\u3002</p>\n<p><strong>\u5185\u7f6e\u5de5\u5177</strong>\uff1a\u5e73\u53f0 shell \uff08 Windows \u4e3a <code>pwsh</code>\uff0cLinux/macOS \u4e3a <code>bash</code>\uff09\u3001<code>read</code>\u3001<code>write</code>\u3001<code>edit</code>\u3001<code>glob</code>\u3001<code>grep</code>\u3001<code>todo_write</code>\u3001\n<code>ask_user_question</code>\u3001<code>exit_plan_mode</code>\uff0c\u4ee5\u53ca<strong>\u6309\u673a\u5668\u73b0\u6709\u60c5\u51b5</strong>\u51b3\u5b9a\u7684 <code>lsp</code>\uff08\u89c1\u4e0b\uff09\u3002</p>\n<p><strong>\u4e0a\u4e0b\u6587\u538b\u7f29\u3002</strong> \u957f\u4f1a\u8bdd\u649e\u5230\u7a97\u53e3\u4e0a\u9650\u65f6\u81ea\u52a8\u628a\u8f83\u65e9\u7684\u4e00\u6bb5\u603b\u7ed3\u6210\u4e00\u6761\u66ff\u6362\u6d88\u606f\uff0c\u800c\u4e0d\u662f\u8ba9\u4e0b\u4e00\u6b21\n\u8bf7\u6c42\u4ee5\u300c\u4e0a\u4e0b\u6587\u8d85\u9650\u300d\u5931\u8d25\uff1b\u4e5f\u53ef\u4ee5\u624b\u52a8\u6572 <code>/compact</code>\u3002\u58f0\u660e\u4e86 <code>session.compaction</code> \u7684\u5ba2\u6237\u7aef\u4f1a\n\u6536\u5230 <code>compaction_update</code> / <code>compaction_summary_chunk</code>\uff0c\u80fd\u770b\u5230\u538b\u4e86\u54ea\u4e00\u6bb5\u3001\u6458\u8981\u662f\u4ec0\u4e48\uff1b\u6ca1\u58f0\u660e\u7684\n\u5ba2\u6237\u7aef\u7167\u5e38\u538b\u7f29\uff0c\u53ea\u662f\u770b\u4e0d\u5230\u8fdb\u5ea6\u3002</p>\n<p><strong>\u6b7b\u5faa\u73af\u62a4\u680f\u3002</strong> \u6a21\u578b\u8fde\u7eed\u7528\u540c\u6837\u7684\u53c2\u6570\u8c03\u540c\u4e00\u4e2a\u5de5\u5177\u65f6\u6ce8\u5165\u4e00\u6761\u5347\u7ea7\u63d0\u793a\u3002\u4e0d\u8fdb\u5de5\u5177\u8868\u3001\u4e0d\u5426\u51b3\n\u8c03\u7528\u3001\u4e0d\u6539\u5199\u5165\u53c2\u2014\u2014\u51b3\u5b9a\u6743\u4ecd\u5728\u6a21\u578b\u624b\u91cc\uff0c\u5408\u6cd5\u7684\u91cd\u590d\u8c03\u7528\u4e0d\u53d7\u4efb\u4f55\u5f71\u54cd\u3002</p>\n<p><strong>\u56fe\u7247\u8f93\u5165\u3002</strong> \u8d34\u56fe\u6216\u62d6\u56fe\u8fdb\u6765\u5373\u53ef\uff0c\u6587\u672c\u4e0e\u56fe\u7247<strong>\u6309\u7ebf\u5e8f</strong>\u8fdb\u6a21\u578b\uff08\u300c\u6539\u4e4b\u524d [\u56fe] \u6539\u4e4b\u540e [\u56fe]\u300d\n\u4e0d\u4f1a\u88ab\u62cd\u6210\u300c\u6539\u4e4b\u524d\u6539\u4e4b\u540e [\u56fe][\u56fe]\u300d\uff09\u3002\u5b57\u8282\u843d\u8fdb <code>$DSH_HOME/attachments/</code> \u7684\u5185\u5bb9\u5bfb\u5740\u5e93\uff0c\n\u4f1a\u8bdd\u65e5\u5fd7\u91cc\u53ea\u7559\u5f15\u7528\u2014\u2014base64 \u76f4\u63a5\u5199\u8fdb\u65e5\u5fd7\u4f1a\u8ba9\u4e00\u6761\u65e5\u5fd7\u6da8\u5230\u51e0\u5341 MB \uff0c\u800c\u6bcf\u6b21\u6062\u590d\u90fd\u8981\u6574\u4efd\u8bfb\u56de\u6765\u3002\n\u9ed8\u8ba4\u6a21\u578b <code>deepseek-v4-flash</code> <strong>\u4e0d\u6536\u56fe\u7247</strong>\uff1a\u53d1\u56fe\u4f1a\u88ab\u62d2\u7edd\uff0c\u5e76\u544a\u8bc9\u4f60\u53bb\u6a21\u578b\u9009\u62e9\u5668\u91cc\u6362\u6210\n<code>deepseek-v4-flash-vision-exp</code>\u3002\u63a5\u53d7 PNG / JPEG / WebP / GIF \uff0c\u5355\u6761\u6d88\u606f\u6700\u591a 20 \u5f20\u3002</p>\n<p><strong>\u4ee3\u7801\u5bfc\u822a\uff08<code>lsp</code>\uff09\u3002</strong> \u88c5\u4e86\u8bed\u8a00\u670d\u52a1\u5668\u5c31\u81ea\u52a8\u63a5\u4e0a\uff0c\u6ca1\u88c5\u5c31\u5f53\u5b83\u4e0d\u5b58\u5728\u2014\u2014\u542f\u52a8\u65f6\u6309 <code>PATH</code>\n\u67e5\u4e00\u904d\u5185\u7f6e\u5019\u9009\uff08<code>typescript-language-server</code>\u3001<code>pyright-langserver</code>\u3001<code>gopls</code>\u3001\n<code>rust-analyzer</code>\uff09\uff0c\u4e00\u4e2a\u90fd\u627e\u4e0d\u5230\u5c31\u6574\u5957\u4e0d\u6302\u3002\u8fd9\u4e0d\u662f\u5077\u61d2\uff1a\u4e0a\u6e38\u7684 stdio \u5bbf\u4e3b\u5728<strong>\u63d2\u4ef6\u52a0\u8f7d\u65f6</strong>\n\u89e3\u6790\u6bcf\u4e00\u9879\u7684\u53ef\u6267\u884c\u6587\u4ef6\uff0c\u4efb\u4f55\u4e00\u9879\u627e\u4e0d\u5230\u5c31\u6ca1\u6709 provider \u6ce8\u518c\u5f97\u4e0a\uff0c\u5199\u6b7b\u4e00\u5f20\u9ed8\u8ba4\u8868\u7b49\u4e8e\n\u300c\u5c11\u88c5\u4e00\u4e2a gopls \u5c31\u8fde\u4e0d\u4e0a\u7f16\u8f91\u5668\u300d\u3002\u8981\u7528\u522b\u7684\u670d\u52a1\u5668\uff08<code>deno lsp</code>\u3001\u9879\u76ee\u672c\u5730\u7684\n<code>node_modules/.bin/\u2026</code>\u3001\u81ea\u7814\u7684\uff09\uff0c\u8bbe <code>DEEPSEEK_ACP_LSP_SERVERS</code> \u4e3a\u4e00\u4efd servers JSON \uff0c\n\u5b83<strong>\u6574\u8868\u66ff\u6362</strong>\u5185\u7f6e\u5019\u9009\u3002\u5de5\u5177\u672c\u8eab\u662f\u53ea\u8bfb\u7684\u56db\u4e2a\u64cd\u4f5c\uff1a<code>goToDefinition</code>\u3001<code>findReferences</code>\u3001\n<code>goToImplementation</code>\u3001<code>hover</code>\u3002</p>\n<p><strong>\u523b\u610f\u4e0d\u505a\u7684</strong>\uff1a<code>fs/write_text_file</code> \u59d4\u6258\uff08\u4f1a\u7ed5\u5f00\u6c99\u7bb1\u56f4\u680f\uff0c\u8ba9\u300c\u6587\u4ef6\u6743\u9650\u300d\u9009\u62e9\u5668\u5f62\u540c\u865a\u8bbe\uff09\u3001\n\u540e\u53f0\u4efb\u52a1\uff08\u81ea\u53d1\u56de\u5408\u53d1\u51fa\u7684\u66f4\u65b0\u6ca1\u6709\u5bf9\u5e94\u7684 <code>stopReason</code> \u5f52\u5c5e\uff09\u3001\u4e0a\u6e38\u7684 <code>packages/extensions/</code>\n\uff08<code>cordis_define</code> / <code>cordis_run</code> \u90a3\u5957\u300c\u6a21\u578b\u6539\u5199\u81ea\u8eab\u8fd0\u884c\u65f6\u300d\u2014\u2014\u5b83\u5728 <code>node:vm</code> \u91cc\u8dd1\u3001\u62ff\u5230\u6d3b\u7684\n\u670d\u52a1\u95e8\u9762\uff0c\u7ed5\u5f00\u4e0a\u9762\u90a3\u9053\u56f4\u680f\uff1b\u4e14\u5b83\u7684\u542f\u52a8\u63a7\u4ef6\u662f\u6d4f\u89c8\u5668\u534a\u8fb9\uff0c\u6ca1\u53d1\u5e03\u5230 npm \uff09\u3002<strong>\u53d7\u963b\u4e8e\u4e0a\u6e38\u7684</strong>\uff1a\n<code>session/delete</code>\uff08\u6301\u4e45\u5316\u540e\u7aef\u81f3\u4eca\u6ca1\u6709 delete/purge API \uff09\u3001MCP \u7684 <code>sse</code> / <code>acp</code> \u4f20\u8f93\u3002</p>\n<hr/>\n<h2>\u6ce8\u518c\u5230\u7f16\u8f91\u5668</h2>\n<p>\u53ef\u6267\u884c\u6587\u4ef6\u662f <code>deepseek-acp</code>\uff0c\u901a\u8fc7 stdio \u8bf4 ACP \u3002<strong>\u8d77\u670d\u52a1\u4e0d\u9700\u8981\u4efb\u4f55\u53c2\u6570</strong>\u2014\u2014\u7f16\u8f91\u5668\u76f4\u63a5\n\u62c9\u8d77\u5373\u53ef\uff1b<code>--setup</code> / <code>--version</code> / <code>--help</code> \u4e09\u4e2a\u5f00\u5173\u90fd\u662f\u300c\u8dd1\u5b8c\u5c31\u9000\u300d\uff0c\u4e0d\u8fdb\u670d\u52a1\u6a21\u5f0f\uff0c\n\u5176\u4f59\u53c2\u6570\u4e00\u5f8b\u7167\u5e38\u8d77\u670d\u52a1\uff08\u7f16\u8f91\u5668\u53ef\u80fd\u51fa\u4e8e\u81ea\u5df1\u7684\u7406\u7531\u591a\u4f20\u70b9\u4ec0\u4e48\uff0c\u4e3a\u6b64\u62d2\u7edd\u542f\u52a8\u4f1a\u628a\u4e00\u4e2a\n\u80fd\u8dd1\u7684\u96c6\u6210\u53d8\u6210\u4e00\u53e5\u300c\u8fde\u63a5\u5931\u8d25\u300d\uff09\u3002</p>\n<p>API Key \u6709\u4e24\u6761\u8def\uff0c\u4e8c\u9009\u4e00\uff1a</p>\n<ul>\n<li><strong><code>deepseek-acp --setup</code></strong> \u2014\u2014 \u4ea4\u4e92\u5f0f\u7c98\u4e00\u6b21\uff0c\u5b58\u8fdb <code>$DSH_HOME/.credentials.yaml</code>\n\uff08<code>0600</code>\uff09\u3002\u89c1\u4e0b\u9762\u300c\u767b\u5f55\u300d\u4e00\u8282\u3002</li>\n<li><strong>\u5ba2\u6237\u7aef\u7684\u73af\u5883\u53d8\u91cf</strong> \u2014\u2014 \u4e0b\u9762\u4e24\u4efd\u914d\u7f6e\u90fd\u6709\u4f4d\u7f6e\u3002</li>\n</ul>\n<p>**\u522b\u6307\u671b <code>.zshrc</code> \u91cc\u7684 <code>export</code>**\u2014\u2014\u7f16\u8f91\u5668\u662f GUI \u5e94\u7528\uff0c\u4e0d\u7ee7\u627f\u767b\u5f55 shell \u7684\u73af\u5883\uff0c\n\u5b83\u6d3e\u751f\u7684\u5b50\u8fdb\u7a0b\u540c\u6837\u62ff\u4e0d\u5230\u3002\u8fd9\u4e5f\u6b63\u662f <code>--setup</code> \u5b58\u5728\u7684\u7406\u7531\uff1a\u51ed\u636e\u843d\u5728\u6587\u4ef6\u91cc\uff0c\u4e0e\u542f\u52a8\n\u65b9\u5f0f\u65e0\u5173\u3002</p>\n<h3>\u767b\u5f55</h3>\n<p><code>initialize</code> \u91cc\u53ef\u80fd advertise \u4e00\u6761 ACP \u7684 <strong>Terminal Auth</strong>\uff1a</p>\n<pre><code class=\"language-json\">{ \"id\": \"terminal\", \"type\": \"terminal\", \"args\": [\"--setup\"] }\n</code></pre>\n<p><strong>\u53ea\u53d1\u7ed9\u58f0\u660e\u8ba4\u5f97\u5b83\u7684\u5ba2\u6237\u7aef</strong>\u2014\u2014<code>clientCapabilities.auth.terminal === true</code>\uff0c\u6216\n<code>_meta[\"terminal-auth\"] === true</code>\uff08\u5148\u4e8e\u80fd\u529b\u4f4d\u5b58\u5728\u7684\u7ea6\u5b9a\uff09\u3002\u4e24\u8005\u90fd\u6ca1\u6709\u65f6 <code>authMethods</code>\n\u662f\u7a7a\u6570\u7ec4\uff0c\u4e0e\u8fd9\u4e2a\u529f\u80fd\u5b58\u5728\u4e4b\u524d\u4e00\u6a21\u4e00\u6837\uff1a\u7ec8\u7aef\u767b\u5f55\u662f opt-in \u7684\u65b9\u6cd5\u7c7b\u578b\uff0c\u585e\u7ed9\u6ca1\u51c6\u5907\u597d\u7684\n\u5ba2\u6237\u7aef\u53ea\u4f1a\u6dfb\u4e71\u3002\u987a\u5e26\u4e00\u63d0\uff0c\u9876\u5c42\u7684 <code>clientCapabilities.terminal</code> <strong>\u4e0d\u7b97</strong>\u2014\u2014\u90a3\u4e00\u4f4d\u8bf4\u7684\n\u662f\u300c\u5b9e\u73b0\u4e86 <code>terminal/*</code> \u90a3\u7ec4\u65b9\u6cd5\u300d\uff08\u7ec8\u7aef\u5361\u7247\uff09\uff0c\u662f\u53e6\u4e00\u4ef6\u4e8b\u3002</p>\n<p>\u652f\u6301\u8fd9\u6761\u7684\u5ba2\u6237\u7aef\u4f1a\u7528<strong>\u540c\u4e00\u4e2a\u4e8c\u8fdb\u5236</strong>\u52a0\u4e0a <code>--setup</code> \u53e6\u8d77\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u7ec8\u7aef\u8fdb\u7a0b\uff0c\u7b49\u5b83\n\u9000\u51fa\u2014\u2014<strong>\u9000\u51fa\u7801 0 \u5373\u6210\u529f</strong>\u2014\u2014\u518d\u91cd\u8fde\u3002\u624b\u52a8\u8dd1\u4e5f\u662f\u540c\u4e00\u6761\uff1a</p>\n<pre><code class=\"language-sh\">deepseek-acp --setup      # \u7c98 Key \uff0c\u56de\u8f66\u3002\u7ec8\u7aef\u4e0b\u4e0d\u56de\u663e\n</code></pre>\n<p>\u5199\u5165\u7684\u5f15\u7528\u540d\u662f <code>DEEPSEEK_API_KEY</code>\uff0c\u843d\u70b9 <code>$DSH_HOME/.credentials.yaml</code>\u3002\u8fd9\u4e00\u5c42<strong>\u8d62\u8fc7</strong>\n\u73af\u5883\u53d8\u91cf\u4e4b\u5916\u7684\u4e24\u4e2a <code>.env</code> \u5c42\uff0c\u6240\u4ee5\u4e4b\u524d\u5728 <code>.env</code> \u91cc\u653e\u8fc7\u7684\u65e7 Key \u4e0d\u4f1a\u628a\u5b83\u538b\u4f4f\uff1b\u800c\u8fdb\u7a0b\n\u542f\u52a8\u65f6<strong>\u663e\u5f0f\u4f20\u5165</strong>\u7684\u73af\u5883\u53d8\u91cf\u4ecd\u7136\u4f18\u5148\u7ea7\u6700\u9ad8\uff08\u90a3\u662f\u300c\u8fd9\u4e00\u6b21\u8fd0\u884c\u300d\u7684\u64cd\u4f5c\u610f\u56fe\uff09\u3002</p>\n<p>\u58f0\u660e\u8fd9\u6761<strong>\u4e0d\u4ee3\u8868\u4f1a\u62e6\u4f4f\u5efa\u4f1a\u8bdd</strong>\uff1a\u672c\u9879\u76ee\u4ece\u4e0d\u8fd4\u56de <code>auth_required</code>\uff0c\u7f3a Key \u7684\u5931\u8d25\u7167\u65e7\n\u53d1\u751f\u5728\u7b2c\u4e00\u4e2a\u56de\u5408\uff08<code>MISSING_CREDENTIAL</code>\uff09\u3002\u5b83\u53ea\u662f\u7ed9\u5ba2\u6237\u7aef\u4e00\u4e2a\u767b\u5f55\u5165\u53e3\u3002</p>\n<h3>Zed</h3>\n<p><code>settings.json</code> \u91cc\u52a0\u4e00\u4e2a <code>agent_servers</code> \u6761\u76ee\uff1a</p>\n<pre><code class=\"language-json\">{\n  \"agent_servers\": {\n    \"DeepSeek Harness\": {\n      \"type\": \"custom\",\n      \"command\": \"npx\",\n      \"args\": [\"-y\", \"deepseek-acp\"],\n      \"env\": { \"DEEPSEEK_API_KEY\": \"sk-...\" }\n    }\n  }\n}\n</code></pre>\n<p>\u88c5\u5230\u5168\u5c40\uff08<code>npm i -g deepseek-acp</code>\uff09\u7684\u8bdd\uff0c<code>command</code> \u586b <code>deepseek-acp</code>\u3001<code>args</code> \u7559\u7a7a\u5373\u53ef\u3002</p>\n<h3>codeg</h3>\n<p>codeg <strong>\u5df2\u7ecf\u5185\u7f6e</strong>\u8fd9\u4e2a\u667a\u80fd\u4f53\uff0c\u4e0d\u7528\u518d\u624b\u52a8\u6dfb\u52a0\u81ea\u5b9a\u4e49\u6761\u76ee\uff1a\u8bbe\u7f6e \u2192 \u667a\u80fd\u4f53\uff0c\u5728\u5217\u8868\u91cc\n\u627e\u5230 <strong>DeepSeek Harness</strong>\uff0c\u70b9 <strong>\u5b89\u88c5</strong>\uff1b\u88c5\u8fc7\u4e4b\u540e\u540c\u4e00\u5904\u53d8\u6210 <strong>\u5347\u7ea7</strong>\uff0c\u8ddf\u7740 codeg \u5185\u7f6e\n\u6ce8\u518c\u8868\u91cc\u7684\u7248\u672c\u8d70\u3002\u88c5\u7684\u5c31\u662f\u4e0a\u9762\u90a3\u6761 npx \u5206\u53d1\uff0c\u4e0d\u9700\u8981\u5148 <code>npm i -g</code>\u3002</p>\n<p>Key \u586b\u5728\u540c\u4e00\u9875\u7684 <strong>DeepSeek Harness \u914d\u7f6e</strong> \u9762\u677f\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u5b57\u6bb5</th>\n<th>\u8bf4\u660e</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>API \u7aef\u70b9</td>\n<td>\u7559\u7a7a\u5373\u5b98\u65b9\u7aef\u70b9</td>\n</tr>\n<tr>\n<td>API \u5bc6\u94a5</td>\n<td>\u4ee5 <code>DEEPSEEK_API_KEY</code> \u4f20\u7ed9\u667a\u80fd\u4f53\uff1b<strong>\u7528\u8fc7 <code>--setup</code> \u7684\u8bdd\u8fd9\u91cc\u7559\u7a7a</strong>\u2014\u2014\u73af\u5883\u53d8\u91cf\u538b\u8fc7\u51ed\u636e\u6587\u4ef6</td>\n</tr>\n</tbody></table><p><strong>\u4fdd\u5b58 DeepSeek \u914d\u7f6e</strong> \u53ea\u5bf9<strong>\u65b0\u5efa</strong>\u7684\u4f1a\u8bdd\u751f\u6548\uff0c\u6b63\u5728\u8dd1\u7684\u4f1a\u8bdd\u8981\u91cd\u8fde\u624d\u6362\u5f97\u8fc7\u6765\u3002\u6a21\u578b\u4e0e\n\u63a8\u7406\u6863\u4f4d\u4e0d\u5728\u8fd9\u5f20\u8868\u91cc\u2014\u2014\u5b83\u4eec\u662f\u4f1a\u8bdd\u7ea7\u9009\u62e9\u5668\uff0c\u5728\u8f93\u5165\u6846\u91cc\u5207\u3002</p>\n<p>\u65e7\u7248 codeg \u6ca1\u6709\u8fd9\u4e2a\u5185\u7f6e\u6761\u76ee\uff0c\u4ecd\u53ef\u8d70 \u8bbe\u7f6e \u2192 \u667a\u80fd\u4f53 \u2192 <strong>\u6dfb\u52a0\u81ea\u5b9a\u4e49\u667a\u80fd\u4f53</strong> \u2192\n<strong>\u624b\u52a8\u586b\u5199</strong>\uff1a\u6ce8\u518c\u8868 ID <code>deepseek-acp</code>\u3001\u5206\u53d1\u4fe1\u606f\n<code>{\"npx\": {\"package\": \"deepseek-acp@0.7.0\", \"cmd\": \"deepseek-acp\"}}</code>\u3001\u73af\u5883\u53d8\u91cf\n<code>DEEPSEEK_API_KEY=sk-...</code>\uff0c\u7248\u672c\u67e5\u8be2\u547d\u4ee4\u7559\u7a7a\u3002\u300c\u7248\u672c\u300d\u4e00\u680f\u8981\u4e0e\u5206\u53d1\u4fe1\u606f\u91cc\u7684\u7248\u672c\u4e00\u81f4\n\u2014\u2014codeg \u7684 preflight \u4f1a\u5bf9\u8d26\uff0c\u5bf9\u4e0d\u4e0a\u7684\u8868\u73b0\u662f\u8fde\u63a5\u9636\u6bb5\u5931\u8d25\u800c\u4e0d\u662f\u62a5\u9519\u3002</p>\n<p>MCP \u5f00\u7740\u65f6\uff0c<code>codeg-mcp</code> \u4f1a\u4f5c\u4e3a server \u6302\u8fdb\u6765\uff0c\u6a21\u578b\u770b\u5230\u7684\u5de5\u5177\u540d\u5e26<strong>\u4f1a\u8bdd\u524d\u7f00</strong>\n\uff08<code>mcp__a1_codeg-mcp__&lt;tool&gt;</code>\uff09\uff1a<code>serverName</code> \u5728\u8fdb\u7a0b\u5185\u5168\u5c40\u552f\u4e00\uff0c\u800c ACP \u7684\n<code>mcpServers</code> \u662f\u6bcf\u4f1a\u8bdd\u53c2\u6570\uff0c\u4e0d\u52a0\u524d\u7f00\u65f6\u7b2c\u4e8c\u4e2a\u4f1a\u8bdd\u4f1a\u6302\u4e0d\u4e0a\u3002</p>\n<h3>\u4f1a\u8bdd\u65e5\u5fd7</h3>\n<p>\u9ed8\u8ba4\u5199\u5728 <code>$DSH_HOME/sessions</code>\uff08\u5373 <code>~/.dsh/sessions</code>\uff09\uff0c\u53ef\u7528\n<code>DEEPSEEK_ACP_SESSIONS_ROOT</code> \u8986\u76d6\u3002\u4f1a\u8bdd\u6062\u590d\u3001\u5217\u8868\u4e0e\u6807\u9898\u90fd\u4ece\u8fd9\u91cc\u8bfb\u3002</p>\n<hr/>\n", 
      "date_published": "2026-08-26T06:34:03+00:00", 
      "title": "[\u5f00\u6e90] deepseek-acp\uff1a\u628a DeepSeek Harness \u63a5\u6210\u4e00\u4e2a\u9762\u5411\u7f16\u8f91\u5668\u7684\u5b8c\u6574\u7f16\u7801\u667a\u80fd\u4f53", 
      "id": "https://www.v2ex.com/t/1237353"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/AnySearch", 
        "name": "AnySearch", 
        "avatar": "https://cdn.v2ex.com/avatar/4709/d81b/817221_large.png?m=1787642107"
      }, 
      "url": "https://www.v2ex.com/t/1237350", 
      "title": "2 \u6761\u547d\u4ee4\u641e\u5b9a\u63a5\u5165\uff01 AnySearch \u7ed9 DeepSeek Harness \u505a\u4e86\u4e2a\u641c\u7d22\u63d2\u4ef6", 
      "id": "https://www.v2ex.com/t/1237350", 
      "date_published": "2026-08-26T06:28:54+00:00", 
      "content_html": "<p>\u6211\u4eec\u63a8\u51fa\u4e86\u9762\u5411 DeepSeek Harness \u7684\u641c\u7d22\u63d2\u4ef6 anysearch-dsh \uff0c\u4e3b\u8981\u662f\u60f3\u8ba9\u7528\u6237\u4e0d\u7528\u6298\u817e MCP Server \uff0c\u4e5f\u4e0d\u7528\u9884\u5148\u914d\u7f6e API Key \uff0c\u88c5\u5b8c\u5c31\u80fd\u76f4\u63a5\u7528\u3002\n\u9879\u76ee\u5df2\u7ecf\u5b8c\u5168\u5f00\u6e90\uff1a</p>\n<p>GitHub\uff1a <code><a href=\"https://github.com/anysearch-team/anysearch-dsh\" rel=\"nofollow\">https://github.com/anysearch-team/anysearch-dsh</a></code></p>\n<p>\u5f53\u524d\u7248\u672c\u4e3b\u8981\u80fd\u529b\uff1a</p>\n<ul>\n<li>\n<p>\u5b9e\u65f6\u7f51\u9875\u641c\u7d22\uff0c\u901a\u8fc7 DeepSeek Harness \u539f\u751f\u7684 <code>web_search</code> \u8c03\u7528 AnySearch \uff0c\u8fd4\u56de\u6807\u9898\u3001\u6458\u8981\u548c\u6765\u6e90 URL \uff0cAgent \u53ef\u4ee5\u76f4\u63a5\u5f15\u7528\u6765\u6e90\u3001\u8fdb\u4e00\u6b65\u6838\u5b9e\uff1b</p>\n</li>\n<li>\n<p>URL \u6b63\u6587\u63d0\u53d6\u4e0e\u6e05\u6d17\uff0c\u901a\u8fc7\u539f\u751f <code>web_fetch</code> \u8c03\u7528 AnySearch Extract \uff0c\u6293\u53d6\u5e76\u6e05\u6d17\u6307\u5b9a\u516c\u5f00 URL \u7684\u6b63\u6587\uff0c\u65b9\u4fbf\u6df1\u5165\u5206\u6790\uff1b</p>\n</li>\n<li>\n<p>\u5782\u76f4\u641c\u7d22\uff0c\u8986\u76d6\u4ee3\u7801\u3001\u91d1\u878d\u3001\u5b66\u672f\u3001\u6cd5\u5f8b\u3001\u5b89\u5168\u7b49\u4e13\u4e1a\u9886\u57df\uff0cAgent \u53ef\u4ee5\u5148\u67e5\u80fd\u529b\u6e05\u5355\uff0c\u518d\u6309\u9700\u7528\u6807\u7b7e\u3001\u5730\u533a\u3001\u8bed\u8a00\u7b49\u7ed3\u6784\u5316\u53c2\u6570\u6267\u884c\u4e13\u4e1a\u641c\u7d22\uff1b</p>\n</li>\n<li>\n<p>\u6279\u91cf\u641c\u7d22\uff0c\u4e00\u6b21\u5e76\u53d1\u6267\u884c 1\u20135 \u4e2a\u72ec\u7acb\u641c\u7d22\u4efb\u52a1\uff0c\u5355\u9879\u5931\u8d25\u4e0d\u5f71\u54cd\u5176\u4ed6\u7ed3\u679c\uff0c\u9002\u5408\u7ade\u54c1\u8c03\u7814\u3001\u591a\u6765\u6e90\u4e8b\u5b9e\u6838\u9a8c\uff1b</p>\n</li>\n<li>\n<p>\u96f6\u914d\u7f6e\u542f\u52a8\uff0c\u4e0d\u7528\u989d\u5916\u90e8\u7f72 MCP Server \uff0c\u4e5f\u4e0d\u7528\u9884\u5148\u914d\u7f6e API Key \uff0c\u4e24\u6761\u547d\u4ee4\u5c31\u80fd\u5f00\u59cb\u4f53\u9a8c\u3002</p>\n</li>\n</ul>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u5c31\u662f\u60f3\u628a AnySearch \u5728 DeepSeek Harness \u4e0a\u7684\u63a5\u5165\u4f53\u9a8c\u53d8\u6210\uff1a</p>\n<p>\u5b89\u88c5\u63d2\u4ef6 \u2192 \u542f\u52a8 DeepSeek Harness \u2192 \u76f4\u63a5\u641c\u3002</p>\n<p>\u5feb\u901f\u63a5\u5165\u53ea\u9700\u8981\u4e24\u6b65\uff1a</p>\n<p>\u7b2c\u4e00\u6b65\uff0c\u5c06\u63d2\u4ef6\u5b89\u88c5\u5230 <code>web</code> profile\uff1a</p>\n<pre><code class=\"language-Plain\">npx -y @deepseek-ai/dsh plugin --profile web add @anysearch/anysearch-dsh\n</code></pre>\n<p>\u7b2c\u4e8c\u6b65\uff0c\u542f\u52a8 DeepSeek Harness\uff1a</p>\n<pre><code class=\"language-Plain\">npx -y @deepseek-ai/dsh web\n</code></pre>\n<p>\u88c5\u5b8c\u540e\uff0c\u666e\u901a\u8054\u7f51\u67e5\u8be2\u4ecd\u7136\u7528 DeepSeek Harness \u539f\u751f\u7684 <code>web_search</code>\uff0c\u4e0d\u7528\u6539\u539f\u6765\u7684\u4f7f\u7528\u65b9\u5f0f\u3002\u6ca1\u914d API Key \u65f6\uff0c\u8bf7\u6c42\u8d70 AnySearch \u533f\u540d\u989d\u5ea6\u3002</p>\n<p>\u5982\u679c\u6709\u9ad8\u9891\u641c\u7d22\u9700\u6c42\uff0c\u53bb\u5b98\u7f51\u6ce8\u518c AnySearch \u8d26\u53f7\u914d\u4e2a API Key \uff0c\u6bcf\u5929 1000 \u6b21\u514d\u8d39\u641c\u7d22\u989d\u5ea6\u3002\u914d\u7f6e\u5b8c\u4e0d\u7528\u91cd\u542f\uff0c\u4e0b\u6b21\u8bf7\u6c42\u76f4\u63a5\u751f\u6548\u3002</p>\n<p>DeepSeek Harness \u8fd8\u5728\u5feb\u901f\u8fed\u4ee3\u4e2d\uff0c\u6211\u4eec\u7684\u641c\u7d22\u63d2\u4ef6\u4e5f\u4f1a\u6301\u7eed\u9002\u914d\u66f4\u65b0\u3002\u5982\u679c\u4f60\u6b63\u597d\u5728\u7528 DeepSeek Harness \uff0c\u6b22\u8fce\u63a5\u5165\u4f53\u9a8c\uff0c\u6709\u4efb\u4f55\u60f3\u6cd5\u6216\u5efa\u8bae\u6765 GitHub \u804a\u804a\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/helllllloworld", 
        "name": "helllllloworld", 
        "avatar": "https://cdn.v2ex.com/gravatar/059d28deb4e08c63e920fbc5bad4272d?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1236439", 
      "title": "\u611f\u89c9 DeepSeek \u73b0\u5728\u6bd4 Codex \u8fd8\u8d35\u4e86\u554a\u2026\u2026", 
      "id": "https://www.v2ex.com/t/1236439", 
      "date_published": "2026-08-22T11:28:55+00:00", 
      "content_html": "\u81ea\u4ece\u6da8\u4ef7\u4e4b\u540e\uff0c\u7528 v4-flash \u6bcf\u5929\u90fd\u80fd\u5e72\u51e0\u5341\u5757\uff0c\u8fd9\u4e0d\u5982\u4e70\u4e2a codex \u7684\u4e2d\u7ea7\u5957\u9910\u7528 coding plan \u4e86\u554a"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/xyooyx", 
        "name": "xyooyx", 
        "avatar": "https://cdn.v2ex.com/avatar/9957/cdcc/347966_large.png?m=1787302070"
      }, 
      "url": "https://www.v2ex.com/t/1236269", 
      "title": "deepseek \u8d76\u5728\u4e0b\u73ed\u524d\u628a\u591a\u6a21\u6001\u53d1\u51fa\u6765\u4e86", 
      "id": "https://www.v2ex.com/t/1236269", 
      "date_published": "2026-08-21T10:33:48+00:00", 
      "content_html": "<p>\u6587\u5185\u8bf4</p>\n<pre><code class=\"language-txt\">- \u5728\u7eaf\u6587\u672c\u80fd\u529b\uff08 Agent \u3001\u63a8\u7406\u3001\u4e16\u754c\u77e5\u8bc6\u7b49\uff09\u65b9\u9762\uff0cDeepSeek-V4-Flash-Vision-Exp \u4e0e DeepSeek-V4-Flash \u6b63\u5f0f\u7248\u6301\u5e73\uff1b\u5728\u9700\u8981\u89c6\u89c9\u7406\u89e3\u7684 Agent Benchmark \u4e0a\uff0cDeepSeek-V4-Flash-Vision-Exp \n- \u76f8\u6bd4 DeepSeek-V4-Flash \u5b9e\u73b0\u4e86\u5927\u5e45\u8dc3\u5347\uff0c\u591a\u6a21\u6001 Agent \u80fd\u529b\u5df2\u63a5\u8fd1 Opus-4.8 \u3002\n</code></pre>\n<p><a href=\"https://mp.weixin.qq.com/s/UGMfvPMwBIB4oFYZZejekA\" rel=\"nofollow\">\u6587\u7ae0\u94fe\u63a5</a></p>\n<p>\u5b9e\u6d4b\u4e86\u4e0b\uff0c\u901f\u5ea6\u633a\u5feb\u7684</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/alanying", 
        "name": "alanying", 
        "avatar": "https://cdn.v2ex.com/avatar/8a47/461b/175093_large.png?m=1765461081"
      }, 
      "url": "https://www.v2ex.com/t/1235970", 
      "title": "Pkgseek \u4e00\u4e2a pkgs.org \u7684\u4ee3\u66ff\u54c1\uff0c\u4e3a\u5927\u5bb6\u63d0\u4f9b\u66f4\u597d\u7684 Linux \u5305\u67e5\u8be2\u5de5\u5177", 
      "id": "https://www.v2ex.com/t/1235970", 
      "date_published": "2026-08-20T11:34:00+00:00", 
      "content_html": "<a target=\"_blank\" href=\"/i/21Xtjulp.png\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 21Xtjulp.png\"><img src=\"//i.v2ex.co/21Xtjulp.png\" class=\"embedded_image\"></a><br /><br /><a target=\"_blank\" href=\"/i/AffwG2K7.png\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 AffwG2K7.png\"><img src=\"//i.v2ex.co/AffwG2K7.png\" class=\"embedded_image\"></a><br /><br /><br />\u5f25\u8865\u4e86\u5f88\u591a <a target=\"_blank\" href=\"http://Pkgs.org\" rel=\"nofollow noopener\">Pkgs.org</a> \u7684\u4e0d\u8db3\uff0c\u63d0\u4f9b\u4e86\u5f88\u591a Linux \u5305\u67e5\u8be2\u7684\u529f\u80fd\uff0c\u4e5f\u589e\u52a0\u4e86\u5f88\u591a\u56fd\u4ea7\u7cfb\u7edf\uff0c\u7279\u522b\u662f\u4fe1\u521b\u7cfb\u7edf\u3002<br /><br />\u5730\u5740\u662f\uff1a <a target=\"_blank\" href=\"https://pkgseek.com/\" rel=\"nofollow noopener\">https://pkgseek.com/</a><br /><br />PH \u6b63\u5728\u6253\u699c\u5e0c\u671b\u5927\u4f6c\u4eec\u70b9\u4e2a\u8d5e\uff1a <a target=\"_blank\" href=\"https://www.producthunt.com/products/pkgseek-the-open-pkgs-org-alternative\" rel=\"nofollow noopener\">https://www.producthunt.com/products/pkgseek-the-open-pkgs-org-alternative</a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/zw2019", 
        "name": "zw2019", 
        "avatar": "https://cdn.v2ex.com/avatar/7296/b175/414185_large.png?m=1573713224"
      }, 
      "url": "https://www.v2ex.com/t/1235635", 
      "date_modified": "2026-08-19T08:47:46+00:00", 
      "content_html": "<p>\u8fd9\u5b8c\u5168\u4e0d\u6562\u7528\u4e86\uff0c\u4ee5\u524d\u8fd9\u6837\u7528\u6700\u591a\u4e5f\u5c31 1.5RMB \uff0c\u53c8\u8981\u53bb\u627e\u5176\u4ed6\u7684\u6e20\u9053\u4e86-\u3002- </p>\n<p>\u4e0b\u5348\u6211\u662f\u4e00\u52a8\u4e0d\u6562\u52a8\uff0c\u5750\u7b49\u6211\u7684 gpt plus \u660e\u5929\u91cd\u7f6e</p>\n<p><img alt=\"1\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/MimqLTq.png\"/></p>\n<p><img alt=\"2\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/U75ihS7.png\"/></p>\n<p>\u5404\u4f4d\u5927\u4f6c\u6709\u4ec0\u4e48\u5176\u4ed6\u6bd4\u8f83\u6b63\u89c4\u7684\u6e20\u9053\uff0c\u4ef7\u683c\u4e0d\u662f\u90a3\u4e48\u8d35\u7684\u5417\uff1f\u4e0d\u8981\u4e2d\u8f6c\u7ad9\u3002</p>\n", 
      "date_published": "2026-08-19T08:28:20+00:00", 
      "title": "Deepseek \u6da8\u4ef7\u540e\u592a\u6050\u6016\u4e86\uff0c\u4e0a\u5348\u95ee\u4e86 3 \u4e2a\u95ee\u9898\u82b1\u4e86 29RMB\u3002", 
      "id": "https://www.v2ex.com/t/1235635"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/syh2", 
        "name": "syh2", 
        "avatar": "https://cdn.v2ex.com/avatar/7761/b868/553614_large.png?m=1761704153"
      }, 
      "url": "https://www.v2ex.com/t/1235545", 
      "title": "DeepSeek \u6da8\u4ef7\u4e4b\u540e\uff0c\u611f\u89c9\u6ca1\u5565\u6027\u4ef7\u6bd4\u4e86", 
      "id": "https://www.v2ex.com/t/1235545", 
      "date_published": "2026-08-19T03:28:35+00:00", 
      "content_html": "\u524d\u6bb5\u65f6\u95f4\u4e00\u76f4\u7528 deepseek-v4 flash 0731 \u6267\u884c\u4efb\u52a1\uff0c\u7279\u522b\u662f\u5904\u7406\u6587\u4ef6\u7c7b\u578b\u7684\uff0c\u6548\u679c\u975e\u5e38\u597d\uff0c\u800c\u4e14\u5f88\u4fbf\u5b9c<br /><br />\u8bb0\u5f55\u663e\u793a\uff1a<br /><br />\u6da8\u4ef7\u524d\uff1a<br />8-10 \u65e5\u8c03\u7528\u8bf7\u6c42 117 \u6b21\uff0c\u5171\u8ba1\u6d88\u8d39 0.69 CNY<br />8-13 \u65e5\u8c03\u7528\u8bf7\u6c42 456 \u6b21\uff0c\u5171\u8ba1\u6d88\u8d39 2.65 CNY<br /><br />\u6da8\u4ef7\u4ee5\u540e<br />8-18 \u65e5\u8c03\u7528\u8bf7\u6c42 1329 \u6b21\uff0c\u5171\u8ba1\u6d88\u8d39 20 CNY \uff08\u7528\u7684 DSH \u8dd1\u7684\u4efb\u52a1\uff0c\u8fd8\u6ca1\u8dd1\u5b8c\u5c31\u82b1\u4e86\u63a5\u8fd1 16 \u5757\u94b1\uff0c\u6211\u5c31\u5306\u5306\u505c\u4e86\uff09<br /><br /><br />\u521a\u53c8\u8dd1\u4e00\u4e2a\u5c0f\u4efb\u52a1\uff0c\u8bf7\u6c42 12 \u6b21\uff0c\u5df2\u7ecf\u6d88\u8d39 1.5 \u5143\u4e86\uff0c\u611f\u89c9\u6ca1\u5565\u6027\u4ef7\u6bd4\u4e86\uff08\u800c\u4e14\u6211\u662f API+\u672c\u5730\u6a21\u578b\u6df7\u5408\u4f7f\u7528\uff0c\u7136\u540e\u5bf9\u8bdd\u5176\u5b9e\u53ea\u8fdb\u884c\u4e86\u4e24\u8f6e\uff0c\u4e00\u5171\u4e24\u4e2a\u95ee\u7b54\uff09<br /><br />\u83ab\u975e\u53c8\u8981\u53bb\u6295\u9760\u4e2d\u8f6c\u7ad9\u4e86\u3002\u3002\u3002\u611f\u89c9\u521a\u5f00\u59cb\u5bf9\u56fd\u4ea7\u6a21\u578b\u5145\u6ee1\u4fe1\u5fc3\uff0c\u73b0\u5728\u53c8\u61d2\u5f97\u7528\u4e86<br /><br />\u53e6\u5916\u73b0\u5728 opencode go \u8fd8\u503c\u5f97\u4e70\u5417\uff0c\u6211\u770b\u80fd\u8c03\u7528 deeepseek \u7684\u989d\u5ea6\u4e5f\u9aa4\u964d\u4e86\u3002\u3002\u3002\u5fc3\u7d2f"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/gdb", 
        "name": "gdb", 
        "avatar": "https://cdn.v2ex.com/avatar/3781/3cce/543375_large.png?m=1689813188"
      }, 
      "url": "https://www.v2ex.com/t/1235057", 
      "title": "deepseek \u7684\u5b98\u65b9\u6da8\u4ef7\u4e86\uff0c\u662f\u4e0d\u662f\u6709\u7b2c\u4e09\u65b9\u5728\u8dd1 deepseek \u7684\u6a21\u578b\u7684\uff0c\u552e\u4ef7\u4f1a\u4fbf\u5b9c\u4e00\u4e9b\uff1f", 
      "id": "https://www.v2ex.com/t/1235057", 
      "date_published": "2026-08-17T09:12:51+00:00", 
      "content_html": "<p>\u5927\u5bb6\u6709\u4ec0\u4e48\u7b2c\u4e09\u65b9\u7684\u63a8\u8350\u5417\uff1f\u8c22\u8c22\u3002</p>\n<p>\u6211\u4e00\u76f4\u90fd\u662f\u7528\u7684\u5b98\u65b9\u7684 deepseek \u670d\u52a1\u3002\u60f3\u627e\u627e\u6709\u6ca1\u6709\u4fbf\u5b9c\u4e00\u4e9b\u7684 deepseek \u670d\u52a1\uff08\u7b2c\u4e09\u65b9\uff09\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/tf2", 
        "name": "tf2", 
        "avatar": "https://cdn.v2ex.com/avatar/8553/adf9/10426_large.png?m=1688377906"
      }, 
      "url": "https://www.v2ex.com/t/1235044", 
      "date_modified": "2026-08-17T08:32:36+00:00", 
      "content_html": "<p>\u5f53\u5e74\u5b98\u7f51\u8fd9\u53e5\u8bdd\u591a\u5c11\u4eba\u6709\u5370\u8c61\uff1f</p>\n<img class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://pbs.twimg.com/media/HGpDqHSaYAAyBcS?format=jpg&amp;name=4096x4096\"/>\n<p>\u4efb\u6b63\u975e\uff01\u4f59\u627f\u4e1c\uff01\uff01\u4f60\u4eec\u96c6\u7fa4\u5565\u65f6\u5019\u4e0a\u7ebf\u554a\uff01\uff01\uff01\uff01</p>\n", 
      "date_published": "2026-08-17T08:29:21+00:00", 
      "title": "DeepSeek\uff1a\u9884\u8ba1\u4e0b\u534a\u5e74\u534e\u4e3a \u6607\u817e 950 \u8d85\u8282\u70b9\u6279\u91cf\u4e0a\u5e02\u540e V4-Pro \u6a21\u578b\u4ef7\u683c\u4f1a\u5927\u5e45\u4e0b\u8c03", 
      "id": "https://www.v2ex.com/t/1235044"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Misty99", 
        "name": "Misty99", 
        "avatar": "https://cdn.v2ex.com/avatar/d289/9a02/568138_large.png?m=1744520998"
      }, 
      "url": "https://www.v2ex.com/t/1234906", 
      "date_modified": "2026-08-17T02:42:35+00:00", 
      "content_html": "", 
      "date_published": "2026-08-17T02:39:53+00:00", 
      "title": "\u5982\u679c\u5728\u56fd\u5916\u7528 DeepSeek \u56e0\u4e3a\u65f6\u533a \u662f\u4e0d\u662f\u7b97\u4f4e\u5cf0\uff1f", 
      "id": "https://www.v2ex.com/t/1234906"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wcwcxiaobin", 
        "name": "wcwcxiaobin", 
        "avatar": "https://cdn.v2ex.com/gravatar/69c5b4ff374ebd97303fd714f24f1a9c?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1234886", 
      "date_modified": "2026-08-17T03:34:01+00:00", 
      "content_html": "<p>\u8fd8\u662f\u8001\u5916\u8c03\u7528 api \u662f\u6839\u636e\u5f53\u5730\u65f6\u533a\u53bb\u8ba1\u7b97\u4ef7\u683c\uff1f</p>\n", 
      "date_published": "2026-08-17T02:04:44+00:00", 
      "title": "\u6240\u4ee5 deepseek \u662f\u5426\u5df2\u7ecf\u5750\u5b9e\u7ed9\u8001\u5916\u4fbf\u5b9c\uff1f", 
      "id": "https://www.v2ex.com/t/1234886"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/coconutwater", 
        "name": "coconutwater", 
        "avatar": "https://cdn.v2ex.com/gravatar/a6352f7565066b1d365dbdd686b0a7b9?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1234851", 
      "date_modified": "2026-08-17T02:44:04+00:00", 
      "content_html": "\u76f8\u540c\u7684 skill \u548c prompt \u914d\u7f6e\uff0c\u4e0a\u5468\u8dd1\u7684\u65f6\u5019\u867d\u7136\u4f1a timeout \uff0c\u4f46\u6700\u540e\u7684\u8f93\u51fa\u8fd8\u884c\u3002<br />\u4eca\u5929\u65e9\u4e0a\u6d4b\u8bd5\uff0c\u540c\u6837\u7684\u95ee\u9898\uff0c\u601d\u8003\u94fe\u8def\u53d8\u5f97\u53c8\u81ed\u53c8\u957f\uff0c\u800c\u4e14\u5f00\u59cb\u9891\u7e41\u51fa\u73b0\"\u7b49\u7b49\"\u8fd9\u79cd\u65e7 flash \u4f1a\u51fa\u73b0\u7684\u63d0\u793a\u8bcd\u3002", 
      "date_published": "2026-08-17T01:14:53+00:00", 
      "title": "deepseek v4 flash \u662f\u4e0d\u662f\u964d\u667a\u4e86?", 
      "id": "https://www.v2ex.com/t/1234851"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/kingmo888", 
        "name": "kingmo888", 
        "avatar": "https://cdn.v2ex.com/avatar/c532/84dc/156238_large.png?m=1755100329"
      }, 
      "url": "https://www.v2ex.com/t/1234848", 
      "title": "opencode go dsv4f \u6ca1\u7684\u8e6c\u4e86\u3002", 
      "id": "https://www.v2ex.com/t/1234848", 
      "date_published": "2026-08-17T01:08:07+00:00", 
      "content_html": "<p>\u65e9\u6668\u8d77\u6765\u770b\u5230\u6708\u989d\u5ea6\u7528\u5c3d\uff0c\u65b0\u9080\u8bf7\u4e00\u4e2a\u8d26\u53f7\uff0c10 \u5206\u949f\u7528\u6ee1 5 \u5c0f\u65f6\u989d\u5ea6\u3002</p>\n<p>\u770b\u4e86\u4e0b\u66f4\u65b0\u540e\u7684\u652f\u6301\u7684\u8c03\u7528\u6b21\u6570\uff0cdsv4f \u4ece 3w+\u7684\u652f\u6301\u964d\u5230\u4e86 3800 \uff0c\u5341\u500d\u964d\u5e45\u3002</p>\n<p>\u6ca1\u5f97\u7528\u5566\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/uruana", 
        "name": "uruana", 
        "avatar": "https://cdn.v2ex.com/avatar/b1d5/0645/477089_large.png?m=1787142885"
      }, 
      "url": "https://www.v2ex.com/t/1234817", 
      "date_modified": "2026-08-16T16:10:24+00:00", 
      "content_html": "\u63d0\u793a\u8bcd: <br />```text<br /># \u4efb\u52a1\u80cc\u666f <br />\u8bf7\u4f7f\u7528\u7eaf SVG \u590d\u523b\u8fbe\u00b7\u82ac\u5947\u300a\u8499\u5a1c\u4e3d\u838e\u300b\uff0c\u8d8a\u8fd8\u539f\u8d8a\u597d\uff0c\u753b\u6cd5\u53ef\u81ea\u7531\u53d1\u6325\u3002<br />\u672c\u9879\u76ee\u7684\u6838\u5fc3\u76ee\u6807\u662f\u4f7f\u7528\u7eaf SVG \u7ec4\u7ec7\u5927\u91cf\u77e2\u91cf\u7b14\u89e6\u3001\u6784\u56fe\u3001\u8272\u5f69\u5206\u5c42\u4e0e\u8fdc\u8fd1\u5c42\u6b21\u7684\u80fd\u529b\u3002 <br /># \u9700\u6c42\u8303\u56f4 <br />\u5fc5\u987b\u8054\u7f51\u641c\u7d22\u539f\u7247\u4f5c\u4e3a\u6784\u56fe\u53c2\u8003\uff08\u535a\u7269\u9986\u6216\u516c\u5171\u9886\u57df\u9ad8\u6e05\u539f\u4f5c\uff09\uff0c\u7136\u540e\u7528\u7eaf SVG \u5b8c\u6210\u4e00\u5e45\u7814\u7a76\u6027\u590d\u523b\uff1a <br />## \u89c6\u89c9\u8981\u6c42<br />- **\u7b14\u89e6\u4f5c\u753b**\uff1a\u4f7f\u7528\u6570\u5343\u6761\u77ed\u5f27\u7ebf\u6216\u9525\u5f62\u63cf\u8fb9\u6a21\u62df\u53e4\u5178\u6cb9\u753b\u7f69\u67d3\u4e0e\u6655\u6d82\u6cd5\uff08 sfumato \uff09\uff0c\u7b14\u89e6\u6cbf\u9762\u90e8\u8f6e\u5ed3\u4e0e\u4f53\u79ef\u65b9\u5411\u6392\u5e03\u3002**\u7981\u6b62\u5927\u9762\u79ef\u5e73\u6d82\u4e0e\u7167\u7247\u7ea7\u6e10\u53d8\u66ff\u4ee3\u4e3b\u8981\u5f62\u4f53\u3002** <br />- **\u6784\u56fe\u5bf9\u4f4d\u539f\u4f5c**\uff1a\u5c45\u4e2d\u534a\u8eab\u50cf\u3001\u56db\u5206\u4e4b\u4e09\u4fa7\u8eab\u3001\u53cc\u624b\u4ea4\u53e0\u4e8e\u6276\u624b\u3001\u795e\u79d8\u5fae\u7b11\u3001\u6df1\u8272\u957f\u53d1\u4e0e\u8584\u7eb1\uff1b\u80cc\u666f\u4e3a\u5de6\u53f3\u4e0d\u5bf9\u79f0\u5c71\u6c34\uff08\u873f\u8712\u5c0f\u5f84\u3001\u6cb3\u6d41\u4e0e\u62f1\u6865\u3001\u96fe\u72b6\u8fdc\u5c71\uff09\u3002 <br />- **\u8272\u677f\u8d34\u8fd1\u539f\u4f5c**\uff1a\u8d6d\u8910 / \u6697\u91d1 / \u6a44\u6984\u7eff / \u6df1\u68d5\u4e3a\u4e3b\uff1b\u80a4\u8272\u7528\u6696\u8d6d\u591a\u5c42\u5206\u5c42\uff0c\u80cc\u666f\u7528\u84dd\u7eff\u7a7a\u6c14\u900f\u89c6\u6e10\u8fdc\u3002 <br />- **\u7b14\u89e6\u8d28\u611f**\uff1a\u989c\u8272\u5177\u6709\u90bb\u8fd1\u8272\u6296\u52a8\u4e0e\u660e\u6697\u6df1\u6d45\u5206\u5c42\uff0c\u660e\u6697\u8fc7\u6e21\u67d4\u548c\u65e0\u786c\u8fb9\u2014\u2014\u8fdc\u770b\u6210\u753b\u3001\u8fd1\u770b\u53ef\u89c1\u7b14\u89e6\u3002 <br />- **\u753b\u5e03\u5c3a\u5bf8**\uff1a\u7ea6 1200\u00d71600 \uff08\u7ad6\u5e45\uff09\u3002 <br />## \u53c2\u8003\u4e0e\u5408\u89c4<br />- \u4f7f\u7528\u535a\u7269\u9986\u6216\u516c\u5171\u9886\u57df\u9ad8\u6e05\u539f\u4f5c\u4f5c\u4e3a\u6784\u56fe\u53c2\u8003\uff08\u987b\u8054\u7f51\u68c0\u7d22\uff09\u3002 <br />- **\u4e0d\u5f97**\u628a\u53c2\u8003\u4f4d\u56fe\u5d4c\u5165 SVG \u540e\u4f2a\u88c5\u4e3a\u77e2\u91cf\u590d\u523b\u3002 <br />- \u5728\u4ea4\u4ed8\u8bf4\u660e\uff08 README \uff09\u4e2d\u8bb0\u5f55\u53c2\u8003\u56fe\u6765\u6e90\u4e0e\u8bb8\u53ef\u72b6\u6001\u3002 <br /># \u4ea4\u4ed8\u4e0e\u9650\u5236\u8981\u6c42 <br />- \u4ea4\u4ed8\u4e00\u4e2a\u53ef\u72ec\u7acb\u6253\u5f00\u3001\u53ef\u89e3\u6790\u7684 `.svg` \u6587\u4ef6\u3002 <br />- \u4e0d\u4f7f\u7528\u5916\u94fe\u4f4d\u56fe\u4f5c\u4e3a\u753b\u9762\u4e3b\u4f53\uff1b\u6587\u4ef6\u7ed3\u6784\u5fc5\u987b\u53ef\u89e3\u6790\uff0c**\u4e0d\u5f97**\u4ec5\u5305\u542b\u4e00\u4e2a base64 \u56fe\u7247\u8282\u70b9\u3002 <br />- SVG \u5185\u6240\u6709\u56fe\u5f62\u5143\u7d20\uff08 path/circle \u7b49\uff09\u6570\u91cf\u4e0e\u5c42\u6b21\u5e94\u8db3\u4ee5\u652f\u6491\"\u7b14\u89e6\u590d\u523b\"\u7684\u8bc4\u5224\u3002 <br />- \u4e0d\u5f97\u5305\u542b TODO \u6216\u5360\u4f4d\u5185\u5bb9\u3002<br />```<br /><br />\u539f\u56fe\uff1a<br /> <a target=\"_blank\" href=\"https://i.imgur.com/Z4CrEs5.jpeg\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/Z4CrEs5.jpeg\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />======<br /><br />\u6a21\u578b\u4fe1\u606f: deepseek v4 pro<br />\u63a8\u7406\u5f3a\u5ea6: max<br />agent \u5de5\u5177: dsh 0.1.0-rc.6 + \u6781\u7b80\u63d2\u4ef6<br /><br /> <a target=\"_blank\" href=\"https://i.imgur.com/p8dsuKX.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/p8dsuKX.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u8d39\u7528\u6d88\u8017\uff1a<br />  <a target=\"_blank\" href=\"https://i.imgur.com/9WAh24p.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/9WAh24p.png\" class=\"embedded_image\" rel=\"noreferrer\"></a> <br /> <a target=\"_blank\" href=\"https://i.imgur.com/iamcx93.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/iamcx93.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /> <br />\u751f\u6210\u6548\u679c:<br /> <a target=\"_blank\" href=\"https://i.imgur.com/0MU1aRN.jpeg\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/0MU1aRN.jpeg\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />==========================================<br /><br />\u4ec5\u65b0\u589e\u4e00\u4e2a skill \uff0c \u91cd\u65b0\u8dd1\u4e00\u8f6e\u6d4b\u8bd5 \uff1a <a target=\"_blank\" href=\"https://github.com/Tiger3807861189/J-Space-Cognition-Suite-V3.6\" rel=\"nofollow noopener\">https://github.com/Tiger3807861189/J-Space-Cognition-Suite-V3.6</a><br /><br />\u7ed3\u8bba\uff1askill \u5f88\u7ed9\u529b\uff01 skill \u5f88\u7ed9\u529b\uff01 skill \u5f88\u7ed9\u529b\uff01<br /><br /> <a target=\"_blank\" href=\"https://i.imgur.com/0WZrhIu.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/0WZrhIu.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u8d39\u7528\u6d88\u8017\uff1a<br /> <a target=\"_blank\" href=\"https://i.imgur.com/DRxDGkI.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/DRxDGkI.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /> <a target=\"_blank\" href=\"https://i.imgur.com/xdf3NGZ.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/xdf3NGZ.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br /><br /><br />\u751f\u6210\u6548\u679c\uff1a<br /> <a target=\"_blank\" href=\"https://i.imgur.com/hA9csY0.jpeg\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/hA9csY0.jpeg\" class=\"embedded_image\" rel=\"noreferrer\"></a>", 
      "date_published": "2026-08-16T16:09:17+00:00", 
      "title": "\u8499\u5a1c\u4e3d\u838e\u6d4b\u8bd5\u6548\u679c deepseek v4 pro + max \u63a8\u7406\u5f3a\u5ea6", 
      "id": "https://www.v2ex.com/t/1234817"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/fendouai_com", 
        "name": "fendouai_com", 
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      "content_html": "\u53ea\u82b1\u4e86 0.03 \u5200\u5c31\u7528 DeepSeek V4 Flash \u6b63\u5f0f\u7248\u505a\u4e86\u4e00\u4e2a\u4f01\u9e45\u6ed1\u96ea\u6a47\u5c0f\u6e38\u620f\uff0c\u540c\u6837\u662f\u8fd9\u4e2a\u4efb\u52a1 V4 Pro Preview \u7684\u7ed3\u679c\u5b8c\u5168\u6ca1\u6cd5\u73a9\u3002\u66f4\u5389\u5bb3\u7684\u662f\uff0c\u5728 PenguinHarness \u4e2d\uff0cV4 Flash \u8fd8\u4f1a\u8c03\u7528 Gemini 3.6 \u8bfb\u56fe\u6765\u68c0\u67e5\u524d\u7aef\u8bbe\u8ba1\uff0c\u592a\u806a\u660e\u4e86, \u63a8\u8350\u4f7f\u7528 PenguinHarness + DeepSeek V4 Flash \u7684\u7ec4\u5408\u65b9\u5f0f \ud83d\udc97\u3002<br /><br />\u89c6\u9891\u6f14\u793a<br /><div class=\"embedded_video_wrapper\"><iframe src=\"//player.vimeo.com/video/1214831965\" webkitallowfullscreen=\"\" allowfullscreen=\"\" mozallowfullscreen=\"\" class=\"embedded_video\" frameborder=\"0\"></iframe></div><br />\u6b22\u8fce\u4e86\u89e3\ud83d\udc27<br /><a target=\"_blank\" href=\"https://github.com/Prism-Shadow/penguin-harness\" rel=\"nofollow noopener\">https://github.com/Prism-Shadow/penguin-harness</a>"
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      "url": "https://www.v2ex.com/t/1231342", 
      "title": "deepseek \u7f51\u9875\u7248\u6709\u4e00\u70b9\u5f88\u96be\u53d7\uff0c\u4e0d\u7ba1\u95ee\u4ec0\u4e48\u5b83\u90fd\u8981\u5148\u5938\u4e00\u4e0b\u6211\u7684\u95ee\u9898", 
      "id": "https://www.v2ex.com/t/1231342", 
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      "content_html": "\u4f46\u662f\u65e5\u5e38\u63d0\u95ee\u6211\u53c8\u4e0d\u60f3\u53bb\u7528 api \uff0c\u4e0d\u77e5\u9053\u4f60\u4eec\u4f53\u9a8c\u662f\u4e0d\u662f\u4e5f\u8fd9\u6837<br />\u4ee5\u524d V3 \u6ca1\u8fd9\u81ed\u6bdb\u75c5\u7684"
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      "url": "https://www.v2ex.com/t/1231319", 
      "title": "DeepSeek \u8fd9\u4e2a\u53d1\u5e03\u547d\u540d\u673a\u5236\u662f\u4e0d\u662f\u4e0d\u592a\u53cb\u597d\u5440", 
      "id": "https://www.v2ex.com/t/1231319", 
      "date_published": "2026-07-31T10:59:35+00:00", 
      "content_html": "<p>\u914d\u5408\u4e4b\u524d\u5199\u7684 <a href=\"https://github.com/usewhale/whale\" rel=\"nofollow\">DeepSeek Agent</a> \u8e6c\u4e86\u4e00\u4f1a\u611f\u89c9\u8fd8\u4e0d\u9519\uff0c\u8c22\u8c22\u6881\u5723\u3002\u5468\u672b\u4e86\uff0c\u662f\u65f6\u5019\u8e6c\u8d77\u6765\u4e86...</p>\n<p>\u4f46\u8fd9\u4e2a\u547d\u540d\u548c\u53d1\u5e03\u673a\u5236\u662f\u4e0d\u662f\u6709\u70b9\u4e0d\u592a\u5229\u4e8e\u5ba3\u4f20\uff1f V4 flash \u4e4b\u524d\u662f\u9884\u89c8\uff0c\u73b0\u5728\u6b63\u5f0f\u53d1\u5e03,\u800c\u4e14 Pro \u4e5f\u6ca1\u53d1\u6b63\u5f0f\u7248\u3002\u611f\u89c9\u6709\u70b9\u602a\u602a\u7684\u3002</p>\n"
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        "url": "https://www.v2ex.com/member/CamD", 
        "name": "CamD", 
        "avatar": "https://cdn.v2ex.com/gravatar/2a7b89bdf572564291a7935cb3103841?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1231270", 
      "title": "DeepSeek \u964d\u667a\u60c5\u51b5", 
      "id": "https://www.v2ex.com/t/1231270", 
      "date_published": "2026-07-31T07:51:09+00:00", 
      "content_html": "<p>\u5927\u5bb6\u5728\u7528 DeepSeek \u7684\u65f6\u5019\u4f1a\u6709\u611f\u89c9\u5230\u964d\u667a\u7684\u60c5\u51b5\u5417\uff0c\u6211\u662f pi agent + deepseek-v4-pro, thinking \u5f00\u7684 max, \u660e\u663e\u611f\u5230\u5728 1M \u4e0a\u4e0b\u6587\u5230 14%\uff0c15%\u5de6\u53f3\u5c31\u964d\u667a\u7684\u5389\u5bb3\u3002\u5927\u5bb6\u6709\u9047\u5230\u7c7b\u4f3c\u7684\u60c5\u51b5\u5417\uff1f</p>\n"
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    {
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        "url": "https://www.v2ex.com/member/penll", 
        "name": "penll", 
        "avatar": "https://cdn.v2ex.com/avatar/23be/c0ef/266992_large.png?m=1662600177"
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      "url": "https://www.v2ex.com/t/1231263", 
      "date_modified": "2026-07-31T07:44:05+00:00", 
      "content_html": "<h1>DeepSeek V4 Flash \u6b63\u5f0f\u7248 API \u6b63\u5f0f\u4e0a\u7ebf\uff01</h1>\n<p>DeepSeek V4 Flash \u6b63\u5f0f\u7248 API \u7ec8\u4e8e\u66f4\u65b0\u4e0a\u7ebf\u4e86\uff01</p>\n<p>\u8fd9\u6ce2\u63d0\u5347\u5f88\u5927\nFlash \u7248\u672c \u8dd1\u5206\u622a\u56fe\u770b\u5f97\u51fa\u6765\uff0c\u5404\u9879\u8bc4\u5206\u751a\u81f3\u8d85\u8fc7\u4e86 GLM5.2 \u3002</p>\n<p><strong>\u5982\u56fe</strong></p>\n<p><img alt=\"DeepSeekV4Flash \u57fa\u51c6\u6d4b\u8bd5\u5bf9\u6bd4\u56fe\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgur.com/6vsO55l\"/></p>\n<p>\u56fe\u7247\u94fe\u63a5\uff1a <a href=\"https://imgur.com/6vsO55l\" rel=\"nofollow\">https://imgur.com/6vsO55l</a></p>\n<p>\u671f\u5f85 V4 Pro \uff0c\u53c8\u53ef\u4ee5\u7701\u4e00\u5927\u6ce2 token \u4e86\u6211</p>\n", 
      "date_published": "2026-07-31T07:40:06+00:00", 
      "title": "DeepSeek-V4-Flash \u6b63\u5f0f\u7248 \u8dd1\u5206\u8d85\u8fc7 GLM5.2", 
      "id": "https://www.v2ex.com/t/1231263"
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        "name": "aimuz", 
        "avatar": "https://cdn.v2ex.com/avatar/8551/d9b2/235976_large.png?m=1780048384"
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      "url": "https://www.v2ex.com/t/1231261", 
      "title": "\u667a\u8c31\u521a\u6da8\u5b8c\u4ef7\uff0c DeepSeek V4-Flash \u6b63\u5f0f\u7248\u5c31\u6765\u4e86\uff0c\u6881\u5723\u8fd9\u662f\u7cbe\u51c6\u505a\u7a7a\uff1f", 
      "id": "https://www.v2ex.com/t/1231261", 
      "date_published": "2026-07-31T07:33:55+00:00", 
      "content_html": "<p>\u667a\u8c31\u521a\u5ba3\u5e03\u8ba2\u9605\u56de\u5f52\uff0cDeepSeek \u53cd\u624b\u5c31\u7529\u51fa V4-Flash \u6b63\u5f0f\u7248\uff0c\u65f6\u95f4\u5361\u5f97\u8fd9\u4e48\u51c6\uff0c\u6881\u5723\u8fd9\u54ea\u662f\u53d1\u6a21\u578b\uff0c\u5206\u660e\u662f\u76ef\u7740\u667a\u8c31\u7684 K \u7ebf\u505a\u7a7a\u5427\uff1f</p>\n<p><img alt=\"1785483207664.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.dooki.cloud/i/2026/07/31/6a6c4fcd97198.webp\"/></p>\n"
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        "url": "https://www.v2ex.com/member/VonemSnake", 
        "name": "VonemSnake", 
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      "title": "DeepSeek V4 Flash \u6b63\u5f0f\u7248\u6765\u4e86", 
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    {
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        "avatar": "https://cdn.v2ex.com/avatar/780f/3cc6/627042_large.png?m=1785984963"
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      "date_published": "2026-07-31T06:44:44+00:00", 
      "title": "Deepseek V4 \u6b63\u5f0f\u7248\u4e0a\u7ebf\u4e86\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1231243"
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      "id": "https://www.v2ex.com/t/1231235"
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        "url": "https://www.v2ex.com/member/iFlicker", 
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      "url": "https://www.v2ex.com/t/1231217", 
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      "date_published": "2026-07-31T05:58:24+00:00", 
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      "title": "deepseek v4 pro \u6027\u4ef7\u6bd4\u592a\u4f4e\u4e86\uff0c\u5145\u4e86 10 \u5757\u751f\u6210\u4e00\u5806\u5e9f\u4ee3\u7801\uff0c\u4e0d\u7406\u89e3\u6211\u7684\u9700\u6c42", 
      "id": "https://www.v2ex.com/t/1231187"
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}