{"id":618,"date":"2026-01-11T10:53:12","date_gmt":"2026-01-11T02:53:12","guid":{"rendered":"https:\/\/aitimes.link\/?p=618"},"modified":"2026-01-11T10:53:12","modified_gmt":"2026-01-11T02:53:12","slug":"manus-liu-da-shang-xia-wen-gong-cheng","status":"publish","type":"post","link":"https:\/\/aitimes.link\/index.php\/2026\/01\/11\/manus-liu-da-shang-xia-wen-gong-cheng\/","title":{"rendered":"manus\u516d\u5927\u4e0a\u4e0b\u6587\u5de5\u7a0b"},"content":{"rendered":"\n<p>Manus\u4e4b\u6240\u4ee5\u80fd\u4ece\u4f17\u591aAgent\u521b\u4e1a\u516c\u53f8\u4e2d\u7a81\u56f4\uff0c\u5e76\u975e\u56e0\u4e3a\u5b83\u62e5\u6709\u66f4\u5f3a\u7684\u6a21\u578b\uff0c\u800c\u662f\u5b83\u91cd\u65b0\u5b9a\u4e49\u4e86\u6a21\u578b\u4e0e\u4e0a\u4e0b\u6587\u4ea4\u4e92\u7684\u65b9\u5f0f\u3002\u5728\u00a0<code>planning-with-files<\/code>\u00a0\u9879\u76ee\u7684\u00a0<code>reference.md<\/code>\u00a0\u4e2d\uff0c\u8be6\u7ec6\u8bb0\u5f55\u4e86\u8fd9\u516d\u5927\u539f\u5219\uff1a<br><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6587\u4ef6\u7cfb\u7edf\u4f5c\u4e3a\u5916\u90e8\u8bb0\u5fc6 (Filesystem as External Memory)<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u539f\u7406<\/strong>\uff1a\u4e0d\u8981\u4f9d\u8d56\u6613\u5931\u7684Context Window\u3002\u5c06\u78c1\u76d8\u89c6\u4e3a\u65e0\u9650\u7684\u201c\u5916\u6302\u5185\u5b58\u201d\uff0c\u53ea\u5728Context\u4e2d\u4fdd\u7559\u6587\u4ef6\u8def\u5f84\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u901a\u8fc7\u91cd\u590d\u8fdb\u884c\u6ce8\u610f\u529b\u64cd\u7eb5 (Attention Manipulation Through Repetition)<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u539f\u7406<\/strong>\uff1a\u5bf9\u6297\u201cLost in the Middle\u201d\u3002\u5728\u5173\u952e\u51b3\u7b56\u524d\u53cd\u590d\u8bfb\u53d6\u8ba1\u5212\u6587\u4ef6\uff0c\u5f3a\u884c\u5237\u65b0\u6a21\u578b\u7684\u201c\u6ce8\u610f\u529b\u6743\u91cd\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4fdd\u7559\u5931\u8d25\u75d5\u8ff9 (Keep Failure Traces)<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u539f\u7406<\/strong>\uff1a\u9519\u8bef\u662f\u5b9d\u8d35\u7684\u8d44\u4ea7\u3002\u663e\u5f0f\u8bb0\u5f55\u5931\u8d25\u5c1d\u8bd5\uff0c\u8ba9\u6a21\u578b\u901a\u8fc7\u201c\u53cd\u601d\u201d\u907f\u514d\u6b7b\u5faa\u73af\uff0c\u800c\u4e0d\u662f\u63a9\u76d6\u9519\u8bef\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u907f\u514d\u5c11\u6837\u672c\u8fc7\u62df\u5408 (Avoid Few-Shot Overfitting)<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u539f\u7406<\/strong>\uff1a\u5728\u91cd\u590d\u6027\u4efb\u52a1\u4e2d\u5f15\u5165\u53d7\u63a7\u53d8\u4f53\uff0c\u9632\u6b62\u6a21\u578b\u9677\u5165\u673a\u68b0\u5f0f\u7684\u5e7b\u89c9\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7a33\u5b9a\u524d\u7f00\u4f18\u5316\u7f13\u5b58 (Stable Prefixes for Cache Optimization)<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u539f\u7406<\/strong>\uff1a\u901a\u8fc7\u56fa\u5b9a\u7684\u6587\u4ef6\u7ed3\u6784\u548c\u524d\u7f6e\u6307\u4ee4\uff0c\u6700\u5927\u5316KV-Cache\u547d\u4e2d\u7387\uff0c\u964d\u4f4eToken\u6210\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u53ea\u589e\u4e0d\u6539\u7684\u4e0a\u4e0b\u6587 (Append-Only Context)<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u539f\u7406<\/strong>\uff1a\u5c3d\u91cf\u4ee5\u8ffd\u52a0\uff08Append\uff09\u800c\u975e\u4fee\u6539\uff08Modify\uff09\u7684\u65b9\u5f0f\u66f4\u65b0\u4fe1\u606f\uff0c\u7ef4\u62a4\u4e0a\u4e0b\u6587\u7684\u8fde\u8d2f\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u67b6\u6784\u843d\u5730\uff1a\u4e09\u6587\u4ef6\u6a21\u5f0f<\/strong><\/h2>\n\n\n\n<p>planning-with-files Skill\u5c06\u4e0a\u8ff0\u62bd\u8c61\u539f\u5219\u5177\u8c61\u5316\u4e3a\u4e00\u5957\u4e25\u683c\u7684 <strong>\u201c\u4e09\u6587\u4ef6\u5de5\u4f5c\u6d41\u201d<\/strong>\u3002<\/p>\n\n\n\n<p>\u5f53\u8fd9\u4e2aSkill\u88ab\u89e6\u53d1\u65f6\uff08\u4f8b\u5982\u4f60\u8981\u6c42\u201c\u5e2e\u6211\u7b56\u5212\u5e76\u5f00\u53d1\u4e00\u4e2a\u8d2a\u5403\u86c7\u6e38\u620f\u201d\uff09\uff0c\u5b83\u4f1a\u5f3a\u5236Claude\u5728\u5f53\u524d\u76ee\u5f55\u7ef4\u62a4\u4e09\u4e2a\u6587\u4ef6\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. <code>task_plan.md<\/code>\uff08\u6307\u6325\u5854 \u5bc4\u5b58\u5668\uff09<\/strong><\/h3>\n\n\n\n<p>\u8fd9\u662f\u6574\u4e2a\u67b6\u6784\u7684\u6838\u5fc3\u3002\u5b83\u4e0d\u5b58\u50a8\u5177\u4f53\u77e5\u8bc6\uff0c\u53ea\u5b58\u50a8<strong>\u5143\u6570\u636e<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\u5b9a\u4e49\u76ee\u6807\u3001\u62c6\u89e3\u9636\u6bb5\u3001\u8ffd\u8e2a\u8fdb\u5ea6\u3001\u8bb0\u5f55\u9519\u8bef\u3002<\/li>\n\n\n\n<li><strong>\u5173\u952e\u673a\u5236<\/strong>\uff1a\u5b83\u662fAgent\u7684\u201c\u7f57\u76d8\u201d\u3002\u65e0\u8bba\u4efb\u52a1\u8fdb\u884c\u5230\u7b2c\u51e0\u6b65\uff0cAgent<strong>\u5fc5\u987b<\/strong>\u5728\u6bcf\u6b21\u884c\u52a8\u524d\u8bfb\u53d6\u6b64\u6587\u4ef6\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. <code>notes.md<\/code>\uff08\u77e5\u8bc6\u5e93 \u5806\u5185\u5b58\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\u5b58\u50a8\u8c03\u7814\u7b14\u8bb0\u3001\u7f51\u9875\u6458\u8981\u3001\u4e2d\u95f4\u4ee3\u7801\u3002<\/li>\n\n\n\n<li><strong>\u5173\u952e\u673a\u5236<\/strong>\uff1a<strong>\u201cStore, Don&#8217;t Stuff\u201d<\/strong>\u3002\u5f53Agent\u641c\u7d22\u5230\u5927\u91cf\u8d44\u6599\u65f6\uff0c\u7981\u6b62\u76f4\u63a5\u8f93\u51fa\u5230\u5bf9\u8bdd\u6846\uff0c\u5fc5\u987b\u5199\u5165\u6b64\u6587\u4ef6\u3002\u8fd9\u4fdd\u6301\u4e86\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u7684\u6e05\u723d\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. <code>[deliverable].md<\/code>\uff08\u4ea7\u51fa\u7269 IO\u7f13\u51b2\u533a\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\u6700\u7ec8\u7684\u4ea4\u4ed8\u7ed3\u679c\uff08\u5982 <code>game.py<\/code> \u6216 <code>report.md<\/code>\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5173\u952e\u673a\u5236<\/strong>\uff1a\u5c06\u201c\u601d\u8003\u8fc7\u7a0b\u201d\u4e0e\u201c\u6700\u7ec8\u7ed3\u679c\u201d\u7269\u7406\u9694\u79bb\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6b64\u65f6\uff0c\u65e0\u72b6\u6001\uff08Stateless\uff09\u7684LLM\u7b2c\u4e00\u6b21\u62e5\u6709\u4e86\u201c\u72b6\u6001\u201d\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9636\u6bb51\uff1aRead-Before-Decide\uff08\u5bf9\u6297\u9057\u5fd8\uff09<\/strong><\/h3>\n\n\n\n<p>\u5728\u5f00\u59cb\u5199\u4efb\u4f55\u4ee3\u7801\u4e4b\u524d\uff0cSkill\u5f3a\u5236Claude\u6267\u884c&nbsp;<code>read_file task_plan.md<\/code>\u3002 \u8fd9\u4e00\u6b65\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u679c\u6ca1\u6709\u8fd9\u4e00\u6b65\uff0cClaude\u53ef\u80fd\u4f1a\u57fa\u4e8e\u4e0a\u6587\u7684\u95f2\u804a\u621620\u8f6e\u4e4b\u524d\u7684\u8bb0\u5fc6\u5f00\u59cb\u778e\u731c\u3002<\/li>\n\n\n\n<li>\u6709\u4e86\u8fd9\u4e00\u6b65\uff0cClaude\u7684Context\u5c3e\u90e8\u88ab\u6ce8\u5165\u4e86\u6700\u65b0\u7684\u72b6\u6001\uff1a\u201c\u6211\u73b0\u5728\u5904\u4e8ePhase 2\uff0c\u76ee\u6807\u662f\u4fee\u6539Login\u63a5\u53e3\uff0c\u4e14\u4e4b\u524d\u5728Phase 1\u5df2\u7ecf\u786e\u8ba4\u4e86Token\u683c\u5f0f\u3002\u201d<\/li>\n\n\n\n<li>\u8fd9\u76f8\u5f53\u4e8e\u5728\u6bcf\u6b21CPU\u65f6\u949f\u5468\u671f\u5f00\u59cb\u65f6\uff0c\u5f3a\u5236\u6267\u884c\u4e00\u6b21<strong>Fetch Instruction<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9636\u6bb52\uff1aData Offloading\uff08\u6570\u636e\u5378\u8f7d\uff09<\/strong><\/h3>\n\n\n\n<p>Claude\u9700\u8981\u67e5\u9605OAuth2.0\u7684\u6700\u65b0\u534f\u8bae\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f20\u7edf\u6a21\u5f0f<\/strong>\uff1aClaude\u641c\u7d22\u7f51\u9875\uff0c\u628a5000\u5b57\u7684\u534f\u8bae\u5168\u6587\u585e\u8fdb\u5bf9\u8bdd\u6846\u3002\u4f60\u7684Token\u5728\u71c3\u70e7\uff0c\u6a21\u578b\u88ab\u65e0\u5173\u4fe1\u606f\u6df9\u6ca1\u3002<\/li>\n\n\n\n<li><strong>\u672c\u6a21\u5f0f<\/strong>\uff1aClaude\u641c\u7d22\u7f51\u9875\uff0c\u63d0\u70bc\u6838\u5fc3\u53c2\u6570\uff0c\u5199\u5165 <strong><code>notes.md<\/code><\/strong>\u3002\u5728\u5bf9\u8bdd\u6846\u91cc\uff0c\u5b83\u53ea\u8bf4\uff1a\u201c\u534f\u8bae\u53c2\u6570\u5df2\u5b58\u5165notes\u3002\u201d<\/li>\n\n\n\n<li>\u8fd9\u76f8\u5f53\u4e8e\u64cd\u4f5c\u7cfb\u7edf\u7684<strong>Swap\u673a\u5236,<\/strong>\u628a\u4e0d\u5e38\u7528\u7684\u6570\u636e\u6362\u51fa\u5230\u78c1\u76d8\uff0c\u4fdd\u6301\u4e3b\u5b58\uff08Context Window\uff09\u7684\u6e05\u723d\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9636\u6bb53\uff1aState Commit\uff08\u72b6\u6001\u56fa\u5316\uff09<\/strong><\/h3>\n\n\n\n<p>\u4ee3\u7801\u4fee\u6539\u5b8c\u6210\uff0c\u6d4b\u8bd5\u901a\u8fc7\u3002Claude<strong>\u5fc5\u987b<\/strong>\u7f16\u8f91 <code>task_plan.md<\/code>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06 <code>[ ] Phase 2<\/code> \u6539\u4e3a <code>[x] Phase 2<\/code>\u3002<\/li>\n\n\n\n<li>\u66f4\u65b0 <code>Status<\/code> \u5230 <code>Phase 3<\/code>\u3002 \u8fd9\u76f8\u5f53\u4e8e<strong>Write Back<\/strong>\u3002\u5b83\u8d4b\u4e88\u4e86LLM<strong>\u65f6\u95f4\u611f\uff0c<\/strong>\u660e\u786e\u5730\u77e5\u9053\u4ec0\u4e48\u662f\u201c\u8fc7\u53bb\u201d\uff08\u5df2\u5b8c\u6210\uff09\uff0c\u4ec0\u4e48\u662f\u201c\u672a\u6765\u201d\uff08\u5f85\u5b8c\u6210\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5b83\u89e3\u51b3\u4e86\u4ec0\u4e48\uff1f<\/strong><\/h2>\n\n\n\n<p>\u8fd9\u5957Skill\u4e0d\u662f\u4e3a\u4e86\u70ab\u6280\uff0c\u800c\u662f\u7cbe\u51c6\u6253\u51fb\u4e86LLM\u5728\u957f\u7a0b\u4efb\u52a1\u4e2d\u7684\u56db\u5927\u6b7b\u7a74\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u75db\u70b91\uff1a\u6613\u5931\u6027\u8bb0\u5fc6 (Volatile Memory)<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73b0\u8c61<\/strong>\uff1a\u591a\u8f6e\u5bf9\u8bdd\u540e\uff0cClaude code\u5fd8\u4e86\u4e4b\u524d\u5b9a\u4e49\u7684\u53d8\u91cf\u6216\u9700\u6c42\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u6cd5<\/strong>\uff1a<strong>\u6587\u4ef6\u7cfb\u7edf\u6301\u4e45\u5316<\/strong>\u3002\u5373\u4f7f\u5bf9\u8bddSession\u91cd\u7f6e\uff0c\u53ea\u8981 <code>notes.md<\/code> \u548c <code>task_plan.md<\/code> \u8fd8\u5728\uff0cAgent\u5c31\u80fd\u77ac\u95f4\u201c\u6062\u590d\u8bb0\u5fc6\u201d\uff0c\u7ee7\u7eed\u5de5\u4f5c\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u75db\u70b92\uff1a\u76ee\u6807\u6f02\u79fb (Goal Drift)<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73b0\u8c61<\/strong>\uff1a\u6267\u884c50\u6b65\u540e\uff0cClaude code\u6c89\u8ff7\u4e8e\u7ec6\u679d\u672b\u8282\uff0c\u5fd8\u4e86\u539f\u59cb\u76ee\u6807\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u6cd5<\/strong>\uff1a<strong>Read-Before-Decide\uff08\u884c\u52a8\u524d\u8bfb\u53d6\uff09<\/strong>\u3002\n<ul class=\"wp-block-list\">\n<li>Skill\u5f3a\u5236\u89c4\u5b9a\uff1a<code>Before major decisions, READ task_plan.md<\/code>\u3002<\/li>\n\n\n\n<li>\u5229\u7528Transformer\u7684\u8fd1\u56e0\u6548\u5e94\uff0c\u521a\u8bfb\u5165\u7684Plan\u5904\u4e8eContext\u6700\u672b\u7aef\uff0c\u6743\u91cd\u6700\u9ad8\uff0c\u65f6\u523b\u63d0\u9192Agent\u201c\u4e0d\u8981\u8dd1\u504f\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u75db\u70b93\uff1a\u9690\u85cf\u9519\u8bef (Hidden Errors)<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73b0\u8c61<\/strong>\uff1aAPI\u8c03\u7528\u5931\u8d25\uff0cClaude code\u9ed8\u9ed8\u91cd\u8bd5\uff0c\u5bfc\u81f4\u6b7b\u5faa\u73af\u6216\u6210\u672c\u7206\u70b8\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u6cd5<\/strong>\uff1a<strong>Error Persistence\uff08\u9519\u8bef\u6301\u4e45\u5316\uff09<\/strong>\u3002\n<ul class=\"wp-block-list\">\n<li><code>task_plan.md<\/code> \u4e2d\u5305\u542b <code>## Errors Encountered<\/code> \u7ae0\u8282\u3002<\/li>\n\n\n\n<li>Agent\u88ab\u8981\u6c42\u5c06\u6240\u6709\u5931\u8d25\u663e\u5f0f\u5199\u5165\u3002\u4e0b\u6b21\u8bfb\u53d6\u8ba1\u5212\u65f6\uff0c\u5b83\u4f1a\u770b\u5230\u201c\u8def\u5f84A\u5931\u8d25\u8fc7\u201d\uff0c\u4ece\u800c\u81ea\u52a8\u63a8\u7406\u51fa\u8def\u5f84B\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u75db\u70b94\uff1a\u4e0a\u4e0b\u6587\u586b\u5145 (Context Stuffing)<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73b0\u8c61<\/strong>\uff1a\u628a\u65e0\u5173\u7d27\u8981\u7684\u641c\u7d22\u7ed3\u679c\u5168\u585e\u8fdbContext\uff0c\u5bfc\u81f4\u6a21\u578b\u53d8\u7b28\u3001\u53d8\u6162\u3001\u53d8\u8d35\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u6cd5<\/strong>\uff1a<strong>Offloading\uff08\u5378\u8f7d\uff09<\/strong>\u3002\n<ul class=\"wp-block-list\">\n<li>\u6240\u6709\u957f\u6587\u672c\u9ed8\u8ba4\u8fdb <code>notes.md<\/code>\u3002Context\u4e2d\u53ea\u4fdd\u7559\u4e00\u53e5\uff1a\u201c\u5df2\u5c06\u641c\u7d22\u7ed3\u679c\u5b58\u5165notes.md\uff0c\u5173\u952e\u70b9\u5982\u4e0b&#8230;\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/github.com\/OthmanAdi\/planning-with-files\">https:\/\/github.com\/OthmanAdi\/planning-with-files<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Manus\u4e4b\u6240\u4ee5\u80fd\u4ece\u4f17\u591aAgent\u521b\u4e1a\u516c\u53f8\u4e2d\u7a81\u56f4\uff0c\u5e76\u975e\u56e0\u4e3a\u5b83\u62e5\u6709\u66f4\u5f3a\u7684\u6a21\u578b\uff0c\u800c\u662f\u5b83\u91cd\u65b0\u5b9a\u4e49\u4e86\u6a21\u578b\u4e0e\u4e0a\u4e0b\u6587\u4ea4\u4e92\u7684 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-618","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts\/618","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/comments?post=618"}],"version-history":[{"count":1,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts\/618\/revisions"}],"predecessor-version":[{"id":619,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts\/618\/revisions\/619"}],"wp:attachment":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/media?parent=618"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/categories?post=618"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/tags?post=618"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}