{"id":7430,"date":"2026-09-25T09:36:39","date_gmt":"2026-09-25T00:36:39","guid":{"rendered":"https:\/\/techfun.cc\/?p=7430"},"modified":"2026-09-25T09:36:39","modified_gmt":"2026-09-25T00:36:39","slug":"openai-agents-api-production-operations","status":"publish","type":"post","link":"https:\/\/techfun.cc\/generative-ai\/openai-agents-api-production-operations.html","title":{"rendered":"OpenAI Agents API\u3068\u306f\uff1f\u672c\u756a\u904b\u7528\u306b\u5fc5\u8981\u306a5\u3064\u306e\u8a2d\u8a08"},"content":{"rendered":"<h3 id=\"section-1\" class=\"Heading Title Title--m\">\u306f\u3058\u3081\u306b<\/h3>\n<p>OpenAI Agents API\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u884c\u3068\u72b6\u614b\u7ba1\u7406\u3092OpenAI\u306b\u4efb\u305b\u3089\u308c\u308bAPI\u3067\u3059\u3002\u5c0e\u5165\u3092\u691c\u8a0e\u3059\u308b\u969b\u306f\u3001\u4f55\u3092\u4efb\u305b\u3089\u308c\u3001\u4f55\u3092\u81ea\u793e\u3067\u8a2d\u8a08\u3059\u308b\u306e\u304b\u3092\u5206\u3051\u3066\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u5b9f\u884c\u57fa\u76e4\u3092\u4efb\u305b\u3066\u3082\u3001\u696d\u52d9\u4e0a\u306e\u6a29\u9650\u3001\u54c1\u8cea\u8a55\u4fa1\u3001\u30b3\u30b9\u30c8\u7ba1\u7406\u306f\u81ea\u793e\u306b\u6b8b\u308a\u307e\u3059\u3002<\/strong>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u3053\u306e\u5206\u62c5\u3092\u30bb\u30c3\u30b7\u30e7\u30f3\u3001\u5fa9\u65e7\u3001\u5b9f\u884c\u74b0\u5883\u3001\u6a29\u9650\u3001\u76e3\u8996\u30fb\u8a55\u4fa1\u306e5\u3064\u304b\u3089\u6574\u7406\u3057\u307e\u3059\u3002Responses API\u3068\u306e\u9055\u3044\u3001Python\u306e\u30b3\u30fc\u30c9\u4f8b\u3001Amazon Bedrock AgentCore\u3068\u306e\u6bd4\u8f03\u3082\u6271\u3044\u307e\u3059\u3002<\/p>\n<p>\u5bfe\u8c61\u306f\u3001API\u3084\u30c4\u30fc\u30eb\u3092\u4f7f\u3046AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u958b\u767a\u8005\u3067\u3059\u3002\u4ed5\u69d8\u306f2026\u5e749\u670816\u65e5\u306b\u516c\u5f0f\u8cc7\u6599\u3067\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\u63b2\u8f09\u3059\u308b\u5b9f\u884c\u7d50\u679c\u306f\u65e2\u5b58\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u306b\u57fa\u3065\u304d\u3001\u672c\u756a\u306e\u5b89\u5b9a\u6027\u3084\u969c\u5bb3\u5fa9\u65e7\u3092\u691c\u8a3c\u3057\u305f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/09\/openai-agents-api-production-operations-overview.png\" alt=\"OpenAI Agents API\u304c\u7ba1\u7406\u3059\u308b\u5b9f\u884c\u57fa\u76e4\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5f79\u5272\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">OpenAI Agents API\u304c\u7ba1\u7406\u3059\u308b\u5b9f\u884c\u57fa\u76e4\u3068\u3001\u6307\u793a\u30fb\u30c4\u30fc\u30eb\u30fb\u696d\u52d9\u5224\u65ad\u3092\u62c5\u3046\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u6210<\/div>\n<h3 id=\"section-2\" class=\"Heading Title Title--m\">OpenAI Agents API\u3068\u306f\uff1a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u884c\u57fa\u76e4\u3092\u63d0\u4f9b\u3059\u308bAPI<\/h3>\n<h4 id=\"section-2-1\" class=\"Heading Title Title--s\">Codex\u306eharness\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u4f7f\u3046<\/h4>\n<p>OpenAI\u306f2026\u5e749\u670810\u65e5\u3001Agents API\u3092Public Beta\u3068\u3057\u3066\u516c\u958b\u3057\u307e\u3057\u305f\u3002\u30e2\u30c7\u30eb\u547c\u3073\u51fa\u3057\u3068\u30c4\u30fc\u30eb\u5b9f\u884c\u3092\u7e70\u308a\u8fd4\u3059\u4ed5\u7d44\u307f\u3067\u3042\u308bCodex\u306eharness\u3092\u3001API\u7d4c\u7531\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u7ba1\u7406\u3001\u4f1a\u8a71\u3084\u4f5c\u696d\u306e\u5c65\u6b74\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\uff09\u306e\u5727\u7e2e\u3001\u4f5c\u696d\u306e\u7d99\u7d9a\u3092\u652f\u3048\u308b\u6a5f\u80fd\u3092OpenAI\u304c\u63d0\u4f9b\u3057\u307e\u3059\u3002<a href=\"https:\/\/developers.openai.com\/api\/docs\/changelog\" class=\"Ext\">OpenAI Changelog<\/a><\/p>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u52d5\u304b\u3059\u571f\u53f0\u306fAgent Runtime\u3068\u547c\u3070\u308c\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001Agents API\u306e\u7279\u5fb4\u3092\u300c\u3053\u306e\u5b9f\u884c\u57fa\u76e4\u306e\u7ba1\u7406\u3092OpenAI\u306b\u4efb\u305b\u3089\u308c\u308b\u3053\u3068\u300d\u3068\u6349\u3048\u307e\u3059\u3002<\/p>\n<h4 id=\"section-2-2\" class=\"Heading Title Title--s\">Agent\u30fbEnvironment\u30fbSession\u30fbEvents\u306e\u5f79\u5272<\/h4>\n<p>\u57fa\u672c\u3068\u306a\u308b\u6982\u5ff5\u306f\u6b21\u306e4\u3064\u3067\u3059\u3002<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents-api\/overview\" class=\"Ext\">Agents API\u306e\u6982\u8981<\/a><\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u8981\u7d20<\/th>\n<th>\u5f79\u5272<\/th>\n<\/tr>\n<tr>\n<td>Agent<\/td>\n<td>\u30e2\u30c7\u30eb\u3001\u6307\u793a\u3001\u5229\u7528\u3067\u304d\u308b\u30c4\u30fc\u30eb\u306e\u5b9a\u7fa9<\/td>\n<\/tr>\n<tr>\n<td>Environment<\/td>\n<td>\u30b3\u30fc\u30c9\u5b9f\u884c\u3084\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u3092\u884c\u3046\u74b0\u5883<\/td>\n<\/tr>\n<tr>\n<td>Session<\/td>\n<td>\u4f1a\u8a71\u3068\u4f5c\u696d\u3092\u7d99\u7d9a\u3059\u308b\u5358\u4f4d<\/td>\n<\/tr>\n<tr>\n<td>Events \/ Items<\/td>\n<td>\u9032\u884c\u72b6\u6cc1\u3092\u4f1d\u3048\u308b\u30a4\u30d9\u30f3\u30c8\u3068\u3001\u4fdd\u5b58\u3055\u308c\u305f\u5165\u51fa\u529b<\/td>\n<\/tr>\n<\/table>\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u30bf\u30b9\u30af\u3092\u9001\u308a\u3001\u30a4\u30d9\u30f3\u30c8\u304b\u3089\u9032\u884c\u72b6\u6cc1\u3084\u7d50\u679c\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\u5916\u90e8\u30c4\u30fc\u30eb\u3092\u63a5\u7d9a\u3059\u308bMCP\u3084\u3001\u4f5c\u696d\u624b\u9806\u3092\u4e0e\u3048\u308bSkills\u3082\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u57fa\u790e\u306f\u3001\u6b21\u306e\u8a18\u4e8b\u3067\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/mcp-server-python-basic.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2025\/12\/mcp-server-python-basic-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">MCP\u30b5\u30fc\u30d0\u30fc\u3092\u6d3b\u7528\u3059\u308b\u3010\u524d\u7de8\uff1a\u81ea\u4f5c\u7de8\u3011<\/div><\/div><\/a>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/gen-ai-skills-introduction.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/03\/gen-ai-skills-introduction-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">\u751f\u6210AI\u306eSkills\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u30fbMCP\u3084\u30ab\u30b9\u30bf\u30e0\u6307\u793a\u3068\u306e\u9055\u3044\u30fb\u30c7\u30e2\u307e\u3067<\/div><\/div><\/a>\n<h3 id=\"section-3\" class=\"Heading Title Title--m\">Responses API\u30fbAgents SDK\u3068\u306e\u9055\u3044<\/h3>\n<h4 id=\"section-3-1\" class=\"Heading Title Title--s\">\u5b9f\u884c\u306e\u5236\u5fa1\u3092\u3069\u3053\u306b\u7f6e\u304f\u304b\u3067\u9078\u3076<\/h4>\n<p>3\u3064\u306e\u9078\u629e\u80a2\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u51e6\u7406\u3092\u3069\u3053\u3067\u5236\u5fa1\u3059\u308b\u304b\u3067\u6574\u7406\u3067\u304d\u307e\u3059\u3002\u6b21\u306e\u8868\u306f\u3001OpenAI\u306e\u9078\u629e\u30ac\u30a4\u30c9\u3092\u57fa\u306b\u3057\u305f\u6bd4\u8f03\u3067\u3059\u3002<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents\" class=\"Ext\">Agents\u306e\u9078\u629e\u30ac\u30a4\u30c9<\/a><\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u9078\u629e\u80a2<\/th>\n<th>\u5236\u5fa1\u30fb\u7ba1\u7406\u306e\u4e2d\u5fc3<\/th>\n<th>\u9078\u3076\u969b\u306e\u89b3\u70b9<\/th>\n<\/tr>\n<tr>\n<td>Responses API<\/td>\n<td>\u30e2\u30c7\u30eb\u5fdc\u7b54\u3092\u76f4\u63a5\u6271\u3046\u81ea\u793e\u30b3\u30fc\u30c9<\/td>\n<td>\u5fdc\u7b54\u3084\u30c4\u30fc\u30eb\u3092\u65e2\u5b58\u51e6\u7406\u3078\u7d30\u304b\u304f\u7d44\u307f\u8fbc\u307f\u305f\u3044<\/td>\n<\/tr>\n<tr>\n<td>Agents SDK<\/td>\n<td>\u81ea\u793e\u3067\u30db\u30b9\u30c8\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/td>\n<td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30eb\u30fc\u30d7\u3084\u51e6\u7406\u306e\u5f15\u304d\u7d99\u304e\u3092\u5236\u5fa1\u3057\u305f\u3044<\/td>\n<\/tr>\n<tr>\n<td>Agents API<\/td>\n<td>OpenAI\u304c\u7ba1\u7406\u3059\u308bCodex harness<\/td>\n<td>\u5b9f\u884c\u57fa\u76e4\u306e\u7ba1\u7406\u3092\u4efb\u305b\u3001\u30bf\u30b9\u30af\u3068\u30c4\u30fc\u30eb\u306e\u7d71\u5408\u306b\u53d6\u308a\u7d44\u307f\u305f\u3044<\/td>\n<\/tr>\n<\/table>\n<h4 id=\"section-3-2\" class=\"Heading Title Title--s\">\u4f1a\u8a71\u306e\u4fdd\u5b58\u3068\u5b9f\u884c\u57fa\u76e4\u306e\u7ba1\u7406\u3092\u5206\u3051\u3066\u8003\u3048\u308b<\/h4>\n<p>Responses API\u306b\u3082\u3001\u524d\u306e\u5fdc\u7b54\u3092\u5f15\u304d\u7d99\u3050\u4ed5\u7d44\u307f\u304c\u3042\u308a\u307e\u3059\u3002Conversations API\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u3001\u4f1a\u8a71\u3092\u7d99\u7d9a\u3057\u3066\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002\u300c\u72b6\u614b\u3092\u6301\u3066\u308b\u304b\u300d\u3060\u3051\u3067\u306f\u3001\u4e21\u8005\u306e\u9055\u3044\u3092\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/conversation-state\" class=\"Ext\">\u4f1a\u8a71\u72b6\u614b\u306e\u7ba1\u7406<\/a><\/p>\n<p>Agents API\u3067\u306f\u3001\u4f1a\u8a71\u306e\u4fdd\u5b58\u306b\u52a0\u3048\u3066\u3001Codex harness\u306b\u3088\u308b\u5b9f\u884c\u3082\u30b5\u30fc\u30d3\u30b9\u5074\u306b\u4efb\u305b\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u81ea\u793e\u3067\u5b9f\u88c5\u3059\u308b\u95a2\u6570\u30c4\u30fc\u30eb\u306f\u3001\u547c\u3073\u51fa\u3057\u3092\u53d7\u3051\u53d6\u308a\u3001\u5b9f\u884c\u7d50\u679c\u3092\u8fd4\u3059\u51e6\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents-api\/architecture\" class=\"Ext\">Agents API\u306e\u69cb\u6210<\/a><\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/09\/openai-agents-api-production-operations-runtime-shift.png\" alt=\"Agents API\u306b\u3088\u3063\u3066\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u884c\u57fa\u76e4\u3092\u30b5\u30fc\u30d3\u30b9\u5074\u3078\u79fb\u3059\u69cb\u6210\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30eb\u30fc\u30d7\u3084\u30bb\u30c3\u30b7\u30e7\u30f3\u7ba1\u7406\u3092\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5074\u304b\u3089Agents API\u5074\u3078\u79fb\u3059\u69cb\u6210\u306e\u6982\u5ff5\u56f3<\/div>\n<p>\u56f3\u306e\u5de6\u5074\u306f\u81ea\u524d\u3067\u5b9f\u884c\u57fa\u76e4\u3092\u7d44\u3080\u5834\u5408\u306e\u4f8b\u3067\u3059\u3002\u65e2\u5b58\u306eAPI\u3084SDK\u304c\u63d0\u4f9b\u3059\u308b\u7ba1\u7406\u6a5f\u80fd\u307e\u3067\u3001\u3059\u3079\u3066\u81ea\u4f5c\u3059\u308b\u3068\u3044\u3046\u610f\u5473\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u53f3\u5074\u3082OpenAI\u30db\u30b9\u30c8\u578bsandbox\u3092\u4f7f\u3046\u5834\u5408\u3092\u4e2d\u5fc3\u306b\u63cf\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Codex\u3092\u81ea\u4f5c\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3078\u7d44\u307f\u8fbc\u3080\u65b9\u6cd5\u3068\u3057\u3066\u306f\u3001App Server\u3082\u3042\u308a\u307e\u3059\u3002\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u306e\u63a5\u7d9a\u65b9\u6cd5\u3092\u77e5\u308a\u305f\u3044\u5834\u5408\u306f\u3001\u6b21\u306e\u8a18\u4e8b\u304c\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/codex-app-server-introduction.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/09\/codex-app-server-introduction.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">Codex App Server\u3068\u306f\uff1fPython\u3067\u306e\u4f7f\u3044\u65b9\u3068\u30ec\u30d3\u30e5\u30fc\u6a5f\u80fd\u306e\u5b9f\u88c5<\/div><\/div><\/a>\n<h3 id=\"section-4\" class=\"Heading Title Title--m\">Python\u3067\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u4f5c\u6210\u3068\u5c65\u6b74\u53d6\u5f97\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n<h4 id=\"section-4-1\" class=\"Heading Title Title--s\">\u691c\u8a3c\u306e\u7bc4\u56f2\u3068\u5b9f\u884c\u6e96\u5099<\/h4>\n<p>\u3053\u3053\u3067\u306f\u3001\u9694\u96e2\u3055\u308c\u305f\u30b3\u30fc\u30c9\u5b9f\u884c\u74b0\u5883\uff08sandbox\uff09\u3067\u3001\u30d5\u30a1\u30a4\u30eb\u4e00\u89a7\u3092\u8868\u793a\u3059\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4f5c\u6210\u3055\u305b\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u5225\u306e\u30b3\u30de\u30f3\u30c9\u304b\u3089\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u5c65\u6b74\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u78ba\u8a8d\u3059\u308b\u306e\u306f\u3001\u30bf\u30b9\u30af\u306e\u5b8c\u4e86\u30a4\u30d9\u30f3\u30c8\u3068\u5c65\u6b74\u53d6\u5f97\u306e\u95a2\u4fc2\u3067\u3059\u3002<\/p>\n<p>\u63b2\u8f09\u30b3\u30fc\u30c9\u306fPython 3.10\u4ee5\u4e0a\u3001openai 3.14.0\u3092\u524d\u63d0\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u6dfb\u4ed8\u306ecode\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067 <span class=\"Post-inline\">uv sync &#8211;locked<\/span> \u3092\u5b9f\u884c\u3057\u3001<span class=\"Post-inline\">.env.example<\/span> \u3092\u30b3\u30d4\u30fc\u3057\u305f <span class=\"Post-inline\">.env<\/span> \u306bAPI\u30ad\u30fc\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u5b9f\u884c\u624b\u9806\u3068\u753b\u50cf\u306e\u4fdd\u5b58\u5148\u306f\u3001\u6dfb\u4ed8README\u306b\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4 id=\"section-4-2\" class=\"Heading Title Title--s\">\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u3066\u30a4\u30d9\u30f3\u30c8\u3092\u8aad\u3080<\/h4>\n<p><span class=\"Post-inline\">uv run run_session.py<\/span> \u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u6307\u5b9a\u304c\u306a\u3051\u308c\u3070\u3001\u30b3\u30fc\u30c9\u306f <span class=\"Post-inline\">gpt-6-astra<\/span> \u3092\u4f7f\u3044\u307e\u3059\u3002OpenAI\u30db\u30b9\u30c8\u578b\u306e\u5b9f\u884c\u74b0\u5883\u3092\u6307\u5b9a\u3057\u3001\u9032\u884c\u30a4\u30d9\u30f3\u30c8\u306e\u8981\u70b9\u3060\u3051\u3092\u8868\u793a\u3059\u308b\u4f8b\u3067\u3059\u3002<\/p>\n<div class=\"Pre-title\">run_session.py<\/div>\n<pre class=\"Copy\"><code>\r\n&quot;&quot;&quot;Agents API\u3067\u30bb\u30c3\u30b7\u30e7\u30f3\u30921\u3064\u4f5c\u6210\u3057\u3001\u9032\u884c\u30a4\u30d9\u30f3\u30c8\u306e\u8981\u70b9\u3060\u3051\u3092\u8868\u793a\u3057\u307e\u3059\u3002&quot;&quot;&quot;\r\nimport os\r\n\r\nfrom dotenv import load_dotenv\r\nfrom openai import OpenAI\r\n\r\nload_dotenv()\r\nclient = OpenAI()\r\n\r\nTASK = (\r\n    &quot;\u30ab\u30ec\u30f3\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u30d5\u30a1\u30a4\u30eb\u4e00\u89a7\u3092\u30c4\u30ea\u30fc\u8868\u793a\u3059\u308b tree.py \u3092\u4f5c\u6210\u3057\u3001&quot;\r\n    &quot;\u5b9f\u884c\u3057\u3066\u5b9f\u969b\u306e\u51fa\u529b\u3092\u5831\u544a\u3057\u3066\u304f\u3060\u3055\u3044\u3002&quot;\r\n)\r\n\r\nwith client.beta.agents.sessions.create(\r\n    agent={\r\n        &quot;model&quot;: os.getenv(&quot;OPENAI_MODEL&quot;, &quot;gpt-6-astra&quot;),\r\n        &quot;instructions&quot;: &quot;\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u305f\u3089\u5fc5\u305a\u5b9f\u884c\u3057\u3001\u5b9f\u969b\u306e\u51fa\u529b\u3092\u5831\u544a\u3057\u3066\u304f\u3060\u3055\u3044\u3002&quot;,\r\n    },\r\n    environment={&quot;type&quot;: &quot;openai_hosted&quot;},\r\n    input=TASK,\r\n    stream=True,\r\n) as events:\r\n    for event in events:\r\n        if event.type == &quot;agent.session.created&quot;:\r\n            print(f&quot;session_id: {event.session.id}&quot;)\r\n        elif event.type == &quot;agent.session.environment.ready&quot;:\r\n            print(&quot;sandbox: ready&quot;)\r\n        elif event.type == &quot;agent.session.turn.item.done&quot;:\r\n            item = event.item\r\n            if item.type == &quot;command_execution&quot;:\r\n                print(f&quot;$ {item.command} (exit={item.exit_code})&quot;)\r\n            elif item.type == &quot;message&quot; and item.phase == &quot;final_answer&quot;:\r\n                print(&quot;&quot;.join(part.text for part in item.content))\r\n        elif event.type in (&quot;agent.session.turn.completed&quot;, &quot;agent.session.turn.failed&quot;):\r\n            print(f&quot;turn: {event.turn.status}&quot;)\r\n<\/code><\/pre>\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u306f\u3001\u30e2\u30c7\u30eb\u3068\u30c4\u30fc\u30eb\u3092\u4ea4\u4e92\u306b\u547c\u3076\u30eb\u30fc\u30d7\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u30bf\u30b9\u30af\u3092\u9001\u3063\u305f\u5f8c\u306f\u3001\u30bb\u30c3\u30b7\u30e7\u30f3ID\u3001\u74b0\u5883\u306e\u6e96\u5099\u3001\u30b3\u30de\u30f3\u30c9\u3001\u6700\u7d42\u56de\u7b54\u3001\u30bf\u30fc\u30f3\u306e\u7d50\u679c\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/09\/openai-agents-api-production-operations-run-session-output.png\" alt=\"Agents API\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u4f5c\u6210\u3001sandbox\u6e96\u5099\u5b8c\u4e86\u3001\u30bf\u30fc\u30f3\u5b8c\u4e86\u306e\u51fa\u529b\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u65e2\u5b58\u306e\u5b9f\u884c\u753b\u50cf\u306b\u8a18\u9332\u3055\u308c\u305f\u30bb\u30c3\u30b7\u30e7\u30f3ID\u3001sandbox\u306e\u6e96\u5099\u5b8c\u4e86\u3001\u6700\u7d42\u56de\u7b54\u3001turn: completed\u306e\u8868\u793a<\/div>\n<p>\u753b\u50cf\u3067\u306f\u30bf\u30fc\u30f3\u306e\u5b8c\u4e86\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u4e00\u65b9\u3001\u30b3\u30de\u30f3\u30c9\u884c\u306e\u7d42\u4e86\u30b3\u30fc\u30c9\u306f <span class=\"Post-inline\">None<\/span> \u3067\u3059\u3002\u6700\u7d42\u56de\u7b54\u306b\u306f\u7d42\u4e86\u30b3\u30fc\u30c90\u3068\u3044\u3046\u8a18\u8ff0\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u751f\u6210\u3057\u305f\u5831\u544a\u3067\u3059\u3002\u30b3\u30de\u30f3\u30c9\u7d50\u679c\u306e\u72ec\u7acb\u3057\u305f\u78ba\u8a8d\u3068\u306f\u533a\u5225\u3057\u307e\u3059\u3002<\/p>\n<h4 id=\"section-4-3\" class=\"Heading Title Title--s\">\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3ID\u3067\u5c65\u6b74\u3092\u53d6\u5f97\u3059\u308b<\/h4>\n<p>\u6b21\u306b\u3001\u8868\u793a\u3055\u308c\u305fID\u3092\u4f7f\u3063\u3066 <span class=\"Post-inline\">uv run inspect_session.py &lt;session_id&gt;<\/span> \u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u30b3\u30fc\u30c9\u306f\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u72b6\u614b\u3068\u3001\u5148\u982d100\u4ef6\u307e\u3067\u306e\u5c65\u6b74\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<div class=\"Pre-title\">inspect_session.py<\/div>\n<pre class=\"Copy\"><code>\r\n&quot;&quot;&quot;\u5207\u65ad\u5f8c\u3067\u3082 session_id \u304b\u3089\u72b6\u614b\u3068\u4f5c\u696d\u5c65\u6b74\u3092\u53d6\u308a\u51fa\u305b\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002&quot;&quot;&quot;\r\nimport sys\r\n\r\nfrom dotenv import load_dotenv\r\nfrom openai import OpenAI\r\n\r\nload_dotenv()\r\nclient = OpenAI()\r\n\r\nsession_id = sys.argv[1]\r\n\r\nsession = client.beta.agents.sessions.retrieve(session_id)\r\nprint(f&quot;status: {session.status}&quot;)\r\n\r\nitems = client.beta.agents.sessions.items.list(session_id, order=&quot;asc&quot;, limit=100)\r\nfor item in items.data:\r\n    if item.type == &quot;command_execution&quot;:\r\n        print(f&quot;[command] {item.command} (exit={item.exit_code})&quot;)\r\n    elif item.type == &quot;message&quot;:\r\n        text = &quot;&quot;.join(getattr(part, &quot;text&quot;, &quot;&quot;) for part in item.content)\r\n        print(f&quot;[{item.role}] {text[:80]}&quot;)\r\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/09\/openai-agents-api-production-operations-inspect-session-output.png\" alt=\"\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3ID\u3092\u6307\u5b9a\u3057\u3066\u53d6\u5f97\u3057\u305f\u72b6\u614b\u3068\u30b3\u30de\u30f3\u30c9\u30fb\u30e1\u30c3\u30bb\u30fc\u30b8\u5c65\u6b74\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u65e2\u5b58\u306e\u5b9f\u884c\u753b\u50cf\u306b\u8a18\u9332\u3055\u308c\u305fstatus: idle\u3068\u3001\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u30b3\u30de\u30f3\u30c9\u30fb\u30e1\u30c3\u30bb\u30fc\u30b8\u5c65\u6b74<\/div>\n<p>2\u679a\u306e\u753b\u50cf\u3067\u306f\u3001\u540c\u3058ID\u3092\u6307\u5b9a\u3057\u305f\u5c65\u6b74\u53d6\u5f97\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u901a\u4fe1\u3092\u610f\u56f3\u7684\u306b\u5207\u65ad\u3057\u305f\u8a66\u9a13\u3084\u3001\u5931\u6557\u3057\u305f\u51e6\u7406\u306e\u518d\u958b\u8a66\u9a13\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5b9f\u884c\u65e5\u6642\u3001\u5b9f\u969b\u306b\u9078\u629e\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3001\u7e70\u308a\u8fd4\u3057\u5b9f\u884c\u3057\u305f\u969b\u306e\u6210\u529f\u7387\u3082\u3001\u753b\u50cf\u3060\u3051\u3067\u306f\u78ba\u8a8d\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p>\u3053\u306e\u4f8b\u306f\u6b63\u5e38\u7cfb\u306e\u6d41\u308c\u3092\u8aad\u3080\u305f\u3081\u306e\u6700\u5c0f\u69cb\u6210\u3067\u3059\u3002\u5c65\u6b74\u306e\u5168\u4ef6\u53d6\u5f97\u3001\u30ad\u30e3\u30f3\u30bb\u30eb\u6642\u306e\u51e6\u7406\u3001\u30b9\u30c8\u30ea\u30fc\u30e0\u5207\u65ad\u6642\u306e\u518d\u63a5\u7d9a\u306f\u542b\u3081\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<h3 id=\"section-5\" class=\"Heading Title Title--m\">Agents API\u306e\u672c\u756a\u904b\u7528\u306b\u5fc5\u8981\u306a5\u3064\u306e\u8a2d\u8a08<\/h3>\n<p>\u6982\u5ff5\u5b9f\u8a3c\uff08PoC\uff09\u30671\u4ef6\u306e\u30bf\u30b9\u30af\u304c\u5b8c\u4e86\u3057\u3066\u3082\u3001\u904b\u7528\u8981\u4ef6\u3092\u6e80\u305f\u3057\u305f\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u305f\u3068\u3048\u3070\u3001\u5916\u90e8API\u3078\u306e\u66f8\u304d\u8fbc\u307f\u76f4\u5f8c\u306b\u63a5\u7d9a\u304c\u5207\u308c\u305f\u5834\u5408\u3001\u518d\u8a66\u884c\u3059\u308b\u3068\u540c\u3058\u5909\u66f4\u3092\u4e8c\u91cd\u306b\u884c\u3046\u6050\u308c\u304c\u3042\u308a\u307e\u3059\u3002\u62c5\u5f53\u8005\u304c\u5b9f\u884c\u4e2d\u306e\u753b\u9762\u3092\u898b\u3066\u3044\u306a\u304f\u3066\u3082\u6210\u5426\u3092\u5224\u65ad\u3067\u304d\u308b\u3088\u3046\u3001\u72b6\u614b\u3068\u7d50\u679c\u3092\u8a18\u9332\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/09\/openai-agents-api-production-operations-poc-vs-production.png\" alt=\"PoC\u3068\u672c\u756a\u904b\u7528\u3067\u78ba\u8a8d\u3059\u308b\u8981\u4ef6\u306e\u9055\u3044\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">PoC\u3067\u306e\u30bf\u30b9\u30af\u5b9f\u884c\u306b\u52a0\u3048\u3001\u672c\u756a\u904b\u7528\u3067\u5fc5\u8981\u306b\u306a\u308b\u7d99\u7d9a\u5b9f\u884c\u3001\u5fa9\u65e7\u3001\u6a29\u9650\u3001\u76e3\u8996\u30fb\u8a55\u4fa1\u306e\u8981\u4ef6<\/div>\n<p>\u4ee5\u4e0b\u306b\u306f\u3001\u516c\u5f0f\u4ed5\u69d8\u306b\u52a0\u3048\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3078\u7d44\u307f\u8fbc\u3080\u969b\u306e\u8a2d\u8a08\u4e0a\u306e\u8003\u5bdf\u3092\u542b\u307f\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/09\/openai-agents-api-production-operations-five-designs.png\" alt=\"\u30bb\u30c3\u30b7\u30e7\u30f3\u3001\u5fa9\u65e7\u3001sandbox\u3001\u6a29\u9650\u3001\u76e3\u8996\u30fb\u8a55\u4fa1\u306e5\u3064\u306e\u8a2d\u8a08\u9805\u76ee\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">Agents API\u304c\u652f\u63f4\u3059\u308b\u30bb\u30c3\u30b7\u30e7\u30f3\u30fb\u5fa9\u65e7\u30fbsandbox\u3068\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5074\u306e\u8a2d\u8a08\u304c\u4e2d\u5fc3\u3068\u306a\u308b\u6a29\u9650\u30fb\u76e3\u8996\u30fb\u8a55\u4fa1\u306e\u6982\u7565<\/div>\n<p>\u56f3\u306f\u4e3b\u306a\u5206\u62c5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u30bb\u30c3\u30b7\u30e7\u30f3ID\u306e\u7ba1\u7406\u3001\u696d\u52d9\u51e6\u7406\u306e\u518d\u8a66\u884c\u3001self-hosted\u74b0\u5883\u306e\u4fdd\u5b88\u306a\u3069\u3001\u5de6\u5074\u306e3\u9805\u76ee\u306b\u3082\u81ea\u793e\u306e\u8a2d\u8a08\u304c\u6b8b\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-5-1\" class=\"Heading Title Title--s\">1. \u30bb\u30c3\u30b7\u30e7\u30f3\uff1a\u696d\u52d9\u306e\u4f9d\u983c\u3068ID\u3092\u5bfe\u5fdc\u3065\u3051\u308b<\/h4>\n<p>Session\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u8a2d\u5b9a\u3001\u4f1a\u8a71\u3001\u4fdd\u5b58\u3055\u308c\u305f\u4f5c\u696d\u3092\u4fdd\u6301\u3057\u307e\u3059\u3002\u305d\u306e\u4e2d\u30671\u56de\u306e\u4f5c\u696d\u30b5\u30a4\u30af\u30eb\u3092\u8868\u3059\u306e\u304cTurn\u3067\u3059\u3002\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3\u3078\u306e\u8ffd\u52a0\u5165\u529b\u3067\u3001\u4f5c\u696d\u3092\u7d9a\u3051\u3089\u308c\u307e\u3059\u3002<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents-api\/sessions\" class=\"Ext\">\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u5b9f\u884c\u3068\u7d99\u7d9a<\/a><\/p>\n<p>\u81ea\u793e\u5074\u3067\u306f\u3001\u5229\u7528\u8005\u3084\u696d\u52d9\u306e\u4f9d\u983c\u3068\u30bb\u30c3\u30b7\u30e7\u30f3ID\u3092\u5bfe\u5fdc\u3065\u3051\u3066\u4fdd\u5b58\u3057\u307e\u3059\u3002\u904b\u7528\u6642\u306e\u8abf\u67fb\u306b\u5099\u3048\u3001\u554f\u3044\u5408\u308f\u305b\u756a\u53f7\u304b\u3089\u5c65\u6b74\u3092\u63a2\u305b\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u4ed6\u306e\u5229\u7528\u8005\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u53d6\u5f97\u3067\u304d\u306a\u3044\u3088\u3046\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<h4 id=\"section-5-2\" class=\"Heading Title Title--s\">2. \u5fa9\u65e7\uff1a\u30bf\u30fc\u30f3\u306e\u5b8c\u4e86\u3068\u696d\u52d9\u306e\u6210\u529f\u3092\u5206\u3051\u308b<\/h4>\n<p>\u30bb\u30c3\u30b7\u30e7\u30f3\u304c <span class=\"Post-inline\">idle<\/span> \u3067\u3082\u3001\u6210\u529f\u3057\u305f\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u516c\u5f0f\u8cc7\u6599\u306f\u3001\u30bf\u30fc\u30f3\u306e\u5b8c\u4e86\u30fb\u5931\u6557\u30fb\u30ad\u30e3\u30f3\u30bb\u30eb\u3068\u3001\u5b9f\u969b\u306e\u51fa\u529b\u3092\u78ba\u8a8d\u3059\u308b\u3088\u3046\u6848\u5185\u3057\u3066\u3044\u307e\u3059\u3002\u5b8c\u4e86\u3057\u305f\u30bf\u30fc\u30f3\u3067\u3082\u3001\u3059\u3079\u3066\u306e\u30c4\u30fc\u30eb\u304c\u6210\u529f\u3057\u305f\u3068\u306f\u9650\u3089\u306a\u3044\u305f\u3081\u3067\u3059\u3002<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents-api\/sessions\" class=\"Ext\">\u7d50\u679c\u306e\u78ba\u8a8d\u65b9\u6cd5<\/a><\/p>\n<p>\u696d\u52d9\u51e6\u7406\u306e\u518d\u8a66\u884c\u3067\u306f\u3001\u4f55\u5ea6\u5b9f\u884c\u3057\u3066\u3082\u5909\u66f4\u304c\u91cd\u8907\u3057\u306a\u3044\u300c\u51aa\u7b49\u6027\u300d\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30c1\u30b1\u30c3\u30c8\u4f5c\u6210\u524d\u306b\u696d\u52d9\u306e\u4f9d\u983cID\u3092\u7167\u5408\u3059\u308b\u65b9\u6cd5\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u518d\u8a66\u884c\u306e\u4e0a\u9650\u3001\u6253\u3061\u5207\u308b\u6642\u9593\u3001\u4eba\u3078\u5f15\u304d\u7d99\u3050\u6761\u4ef6\u3082\u6c7a\u3081\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<p>\u5c65\u6b74\u306e\u53d6\u5f97\u3068\u3001\u505c\u6b62\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u518d\u958b\u306f\u5225\u306e\u6a5f\u80fd\u3067\u3059\u3002self-hosted\u74b0\u5883\u3067\u306f\u3001\u63a5\u7d9a\u306e\u5fa9\u5e30\u3067\u7d42\u4e86\u6e08\u307f\u30b3\u30de\u30f3\u30c9\u304c\u81ea\u52d5\u518d\u5b9f\u884c\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4ea4\u63db\u3057\u305f\u5b9f\u884c\u74b0\u5883\u306b\u30d5\u30a1\u30a4\u30eb\u3092\u623b\u3059\u306b\u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3084\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u306e\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents-api\/environments\/lifecycle\" class=\"Ext\">sandbox\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb<\/a><\/p>\n<h4 id=\"section-5-3\" class=\"Heading Title Title--s\">3. \u5b9f\u884c\u74b0\u5883\uff1a\u9694\u96e2\u3068\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u8a2d\u5b9a\u3059\u308b<\/h4>\n<p>sandbox\u306f\u3001\u30b3\u30fc\u30c9\u5b9f\u884c\u3084\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u306e\u305f\u3081\u306e\u74b0\u5883\u3067\u3059\u3002\u6b21\u306e3\u3064\u304b\u3089\u9078\u3073\u307e\u3059\u3002<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents-api\/architecture\" class=\"Ext\">\u5b9f\u884c\u74b0\u5883\u306e\u9078\u629e<\/a><\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u8a2d\u5b9a<\/th>\n<th>\u5b9f\u884c\u5834\u6240<\/th>\n<th>\u81ea\u793e\u3067\u78ba\u8a8d\u3059\u308b\u3053\u3068<\/th>\n<\/tr>\n<tr>\n<td>none<\/td>\n<td>\u5c02\u7528\u306e\u5b9f\u884c\u74b0\u5883\u3092\u4f7f\u308f\u306a\u3044<\/td>\n<td>\u95a2\u6570\u30c4\u30fc\u30eb\u3084\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u3060\u3051\u3067\u51e6\u7406\u3067\u304d\u308b\u304b<\/td>\n<\/tr>\n<tr>\n<td>openai_hosted<\/td>\n<td>OpenAI\u304c\u7ba1\u7406\u3059\u308bsandbox<\/td>\n<td>\u5fc5\u8981\u306a\u30d5\u30a1\u30a4\u30eb\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30af\u30bb\u30b9<\/td>\n<\/tr>\n<tr>\n<td>self_hosted<\/td>\n<td>\u81ea\u793e\u307e\u305f\u306f\u5916\u90e8\u63d0\u4f9b\u8005\u306e\u74b0\u5883<\/td>\n<td>\u8d77\u52d5\u3001\u63a5\u7d9a\u3001\u505c\u6b62\u3001\u30d5\u30a1\u30a4\u30eb\u4fdd\u6301\u3001\u74b0\u5883\u306e\u9694\u96e2<\/td>\n<\/tr>\n<\/table>\n<p>self_hosted\u3067\u306f\u3001\u5b9f\u884c\u7528\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3042\u308bexecutor\u3092\u63a5\u7d9a\u3057\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30eb\u30fc\u30d7\u306fOpenAI\u304c\u7ba1\u7406\u3057\u307e\u3059\u304c\u3001\u74b0\u5883\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306f\u81ea\u793e\u306e\u62c5\u5f53\u3067\u3059\u3002\u793e\u5185\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3064\u306a\u3050\u5834\u5408\u3082\u3001\u5230\u9054\u5148\u3068\u8a8d\u8a3c\u60c5\u5831\u3092\u696d\u52d9\u306b\u5fc5\u8981\u306a\u7bc4\u56f2\u3078\u5236\u9650\u3057\u307e\u3059\u3002<\/p>\n<h4 id=\"section-5-4\" class=\"Heading Title Title--s\">4. \u6a29\u9650\uff1a\u64cd\u4f5c\u306e\u8a31\u53ef\u3092\u30c4\u30fc\u30eb\u5074\u3067\u78ba\u8a8d\u3059\u308b<\/h4>\n<p>\u30c7\u30fc\u30bf\u306e\u53c2\u7167\u3068\u3001\u66f4\u65b0\u30fb\u9001\u4fe1\u30fb\u524a\u9664\u3067\u306f\u3001\u5fc5\u8981\u306a\u6a29\u9650\u3084\u627f\u8a8d\u304c\u7570\u306a\u308a\u307e\u3059\u3002\u5229\u7528\u8005\u3068\u3057\u3066\u64cd\u4f5c\u3057\u3066\u3088\u3044\u5bfe\u8c61\u304b\u3092\u3001\u30c4\u30fc\u30eb\u3084\u696d\u52d9API\u5074\u3067\u78ba\u8a8d\u3059\u308b\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u554f\u3044\u5408\u308f\u305b\u5185\u5bb9\u306e\u53c2\u7167\u306f\u81ea\u52d5\u3067\u884c\u3044\u3001\u9867\u5ba2\u3078\u306e\u9001\u4fe1\u524d\u306b\u306f\u62c5\u5f53\u8005\u304c\u5b9b\u5148\u3068\u672c\u6587\u3092\u78ba\u8a8d\u3059\u308b\u6d41\u308c\u3067\u3059\u3002\u627f\u8a8d\u5f8c\u306b\u5185\u5bb9\u304c\u5909\u308f\u3063\u305f\u5834\u5408\u306e\u518d\u627f\u8a8d\u3084\u3001\u627f\u8a8d\u5f85\u3061\u306e\u671f\u9650\u3082\u6c7a\u3081\u307e\u3059\u3002\u6307\u793a\u6587\u306b\u300c\u8a31\u53ef\u3092\u5f97\u308b\u300d\u3068\u66f8\u304f\u3060\u3051\u3067\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3092\u4ee3\u66ff\u3057\u306a\u3044\u3053\u3068\u304c\u8981\u70b9\u3067\u3059\u3002<\/p>\n<p>\u4eba\u304c\u5224\u65ad\u306b\u5165\u308b\u8a2d\u8a08\u3092Human-in-the-Loop\u3068\u547c\u3073\u307e\u3059\u3002\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u306e\u8003\u3048\u65b9\u306f\u3001\u6b21\u306e\u8a18\u4e8b\u3067\u6574\u7406\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/generative-ai-system-guardrails.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/01\/generative-ai-system-guardrails-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u5c0e\u5165\u306e\u30dd\u30a4\u30f3\u30c8<\/div><\/div><\/a>\n<h4 id=\"section-5-5\" class=\"Heading Title Title--s\">5. \u76e3\u8996\u30fb\u8a55\u4fa1\uff1a\u51e6\u7406\u7d50\u679c\u3068\u5b9f\u884c\u7d4c\u8def\u3092\u8abf\u3079\u308b<\/h4>\n<p>HTTP\u901a\u4fe1\u304c\u6210\u529f\u3057\u3001\u30bf\u30fc\u30f3\u304c\u5b8c\u4e86\u3057\u3066\u3082\u3001\u4f9d\u983c\u3057\u305f\u4ed5\u4e8b\u306e\u7d50\u679c\u304c\u6b63\u3057\u3044\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u76e3\u8996\u3067\u306f\u300c\u4f55\u304c\u8d77\u304d\u305f\u304b\u300d\u3092\u8ffd\u3044\u3001\u8a55\u4fa1\u3067\u306f\u300c\u76ee\u7684\u3092\u6e80\u305f\u3057\u305f\u304b\u300d\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<p>Agents API\u306b\u306f\u3001\u30a4\u30d9\u30f3\u30c8\u3001\u4fdd\u5b58\u3055\u308c\u305f\u5c65\u6b74\u3001\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u3092\u78ba\u8a8d\u3059\u308b\u624b\u6bb5\u304c\u3042\u308a\u307e\u3059\u3002Platform\u306e\u753b\u9762\u3067\u306f\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u30bf\u30fc\u30f3\u3001\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u3001\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3082\u8abf\u3079\u3089\u308c\u307e\u3059\u3002\u4e00\u65b9\u3001Public Beta\u306eAPI\u306b\u306f\u3001\u30c8\u30ec\u30fc\u30b9\u53d6\u5f97\u3068\u5916\u90e8\u3078\u306e\u30c8\u30ec\u30fc\u30b9\u51fa\u529b\u6a5f\u80fd\u306f\u542b\u307e\u308c\u3066\u3044\u307e\u305b\u3093\u3002<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents-api\/observability\" class=\"Ext\">\u76e3\u8996\u3068\u4f7f\u7528\u91cf<\/a><\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u81ea\u793e\u3067\u4fdd\u5b58\u3059\u308b\u30a4\u30d9\u30f3\u30c8\u3068\u3001Platform\u306e\u753b\u9762\u3067\u8abf\u3079\u308b\u60c5\u5831\u3092\u6c7a\u3081\u3066\u304a\u304d\u307e\u3059\u3002\u5916\u90e8\u306e\u76e3\u8996\u57fa\u76e4\u3078\u8ee2\u9001\u3067\u304d\u308b\u60c5\u5831\u306e\u7bc4\u56f2\u3082\u3001\u4e8b\u524d\u306b\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<h5 id=\"section-5-5-1\" class=\"Heading Title Title--xs\">\u8a55\u4fa1\u9805\u76ee\u3068\u5408\u683c\u6761\u4ef6\u3092\u6c7a\u3081\u308b<\/h5>\n<table class=\"Base-table\">\n<tr>\n<th>\u89b3\u70b9<\/th>\n<th>\u78ba\u8a8d\u3059\u308b\u5185\u5bb9<\/th>\n<\/tr>\n<tr>\n<td>\u5b8c\u4e86<\/td>\n<td>\u4f9d\u983c\u3055\u308c\u305f\u4f5c\u696d\u3068\u6210\u679c\u7269\u304c\u305d\u308d\u3063\u305f\u304b<\/td>\n<\/tr>\n<tr>\n<td>\u6b63\u78ba\u6027<\/td>\n<td>\u56de\u7b54\u3084\u5909\u66f4\u5185\u5bb9\u304c\u6b63\u3057\u3044\u304b<\/td>\n<\/tr>\n<tr>\n<td>\u30c4\u30fc\u30eb\u9078\u629e<\/td>\n<td>\u5fc5\u8981\u306a\u64cd\u4f5c\u3092\u9069\u5207\u306a\u5bfe\u8c61\u306b\u884c\u3063\u305f\u304b<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u5168\u6027<\/td>\n<td>\u8a31\u53ef\u3057\u3066\u3044\u306a\u3044\u64cd\u4f5c\u3084\u60c5\u5831\u306e\u6301\u3061\u51fa\u3057\u304c\u306a\u3044\u304b<\/td>\n<\/tr>\n<tr>\n<td>\u30b3\u30b9\u30c8\u30fb\u6642\u9593<\/td>\n<td>\u696d\u52d9\u4e0a\u306e\u4e88\u7b97\u3068\u6240\u8981\u6642\u9593\u306b\u53ce\u307e\u3063\u305f\u304b<\/td>\n<\/tr>\n<\/table>\n<p>\u6700\u7d42\u56de\u7b54\u304c\u6b63\u3057\u304f\u3066\u3082\u3001\u4e0d\u8981\u306a\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u304c\u591a\u3051\u308c\u3070\u3001\u30b3\u30b9\u30c8\u3084\u6240\u8981\u6642\u9593\u306e\u8ab2\u984c\u306f\u6b8b\u308a\u307e\u3059\u3002\u56de\u7b54\u3068\u5b9f\u884c\u7d4c\u8def\u306e\u4e21\u65b9\u3092\u8a55\u4fa1\u3057\u3001\u30e2\u30c7\u30eb\u3001\u6307\u793a\u3001\u30c4\u30fc\u30eb\u3092\u5909\u66f4\u3059\u308b\u305f\u3073\u306b\u540c\u3058\u554f\u984c\u3067\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<p>RAG\u306e\u56de\u7b54\u8a55\u4fa1\u306b\u3064\u3044\u3066\u306f\u3001\u6b21\u306e\u8a18\u4e8b\u3082\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u306f\u3001\u56de\u7b54\u306e\u8a55\u4fa1\u306b\u52a0\u3048\u3066\u64cd\u4f5c\u306e\u59a5\u5f53\u6027\u3092\u8abf\u3079\u307e\u3059\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/rag-evaluation-metrics.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/02\/rag-evaluation-metrics-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">RAG\u306e\u8a55\u4fa1\u6307\u6a19 \u2500 \u4f55\u3092\u30fb\u3069\u3046\u6e2c\u308b\u304b\u3092\u6574\u7406\u3059\u308b<\/div><\/div><\/a>\n<h3 id=\"section-6\" class=\"Heading Title Title--m\">\u5c0e\u5165\u524d\u306b\u78ba\u8a8d\u3059\u308b\u6599\u91d1\u3068\u30c7\u30fc\u30bf\u306e\u5236\u7d04<\/h3>\n<h4 id=\"section-6-1\" class=\"Heading Title Title--s\">\u30c8\u30fc\u30af\u30f3\u3068sandbox\u306e\u5229\u7528\u6599\u3092\u898b\u7a4d\u3082\u308b<\/h4>\n<p>\u30e2\u30c7\u30eb\u5229\u7528\u306b\u306f\u30e2\u30c7\u30eb\u3054\u3068\u306eAPI\u6599\u91d1\u3001OpenAI\u306e\u30c4\u30fc\u30eb\u306b\u306f\u5404\u30c4\u30fc\u30eb\u306e\u6599\u91d1\u304c\u9069\u7528\u3055\u308c\u307e\u3059\u3002OpenAI\u30db\u30b9\u30c8\u578bsandbox\u306b\u306f\u30b3\u30f3\u30c6\u30ca\u5229\u7528\u6599\u3082\u304b\u304b\u308a\u307e\u3059\u3002<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents-api\/overview\" class=\"Ext\">Agents API\u306e\u6599\u91d1\u4f53\u7cfb<\/a><\/p>\n<p>\u904b\u7528\u3067\u306f\u30011\u56de\u306e\u56de\u7b54\u306e\u30c8\u30fc\u30af\u30f3\u6570\u306b\u52a0\u3048\u3001\u8907\u6570\u30bf\u30fc\u30f3\u3084\u518d\u8a66\u884c\u3092\u542b\u3081\u305f\u696d\u52d91\u4ef6\u3042\u305f\u308a\u306e\u8cbb\u7528\u3092\u6e2c\u308a\u307e\u3059\u3002\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u305d\u306e\u4f7f\u7528\u91cf\u3082\u78ba\u8a8d\u5bfe\u8c61\u3067\u3059\u3002\u672c\u8a18\u4e8b\u306e\u30b3\u30fc\u30c9\u4f8b\u3067\u306f\u3001\u8cbb\u7528\u3084\u51e6\u7406\u6642\u9593\u306f\u8a08\u6e2c\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>\u4e88\u7b97\u3092\u8d85\u3048\u305d\u3046\u306a\u5834\u5408\u306b\u3001\u8ab0\u3078\u901a\u77e5\u3057\u3001\u3069\u306e\u6761\u4ef6\u3067\u51e6\u7406\u3092\u505c\u6b62\u3059\u308b\u304b\u3082\u6c7a\u3081\u3066\u304a\u304d\u307e\u3059\u3002\u51fa\u529b\u306e\u53cd\u5fa9\u3068\u30b3\u30b9\u30c8\u7ba1\u7406\u306b\u3064\u3044\u3066\u306f\u3001\u6b21\u306e\u8a18\u4e8b\u3067\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/generative-ai-output-loop-cost-control.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/07\/generative-ai-output-loop-cost-control.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">\u751f\u6210AI\u306e\u51fa\u529b\u30eb\u30fc\u30d7\u3092\u3069\u3046\u9632\u3050\uff1f\u60f3\u5b9a\u5916\u306e\u30b3\u30b9\u30c8\u5897\u3092\u6291\u3048\u308b\u305f\u3081\u306e\u5bfe\u7b56<\/div><\/div><\/a>\n<h4 id=\"section-6-2\" class=\"Heading Title Title--s\">self-hosted\u3067\u3082\u30c7\u30fc\u30bf\u4fdd\u6301\u306e\u5236\u7d04\u306f\u5909\u308f\u3089\u306a\u3044<\/h4>\n<p>2026\u5e749\u670816\u65e5\u6642\u70b9\u3067\u3001Agents API\u306e\u30c7\u30fc\u30bf\u30ec\u30b8\u30c7\u30f3\u30b7\u30fc\u306f\u7c73\u56fd\u306e\u307f\u3067\u3059\u3002\u30c7\u30fc\u30bf\u3092\u4fdd\u6301\u3057\u306a\u3044Zero Data Retention\uff08ZDR\uff09\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002self-hosted\u74b0\u5883\u3092\u9078\u3093\u3067\u3082\u3001Agents API\u304cZDR\u306e\u5bfe\u8c61\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents-api\/overview\" class=\"Ext\">\u30c7\u30fc\u30bf\u4fdd\u6301\u306b\u95a2\u3059\u308b\u5236\u7d04<\/a><\/p>\n<p>\u5b9f\u884c\u74b0\u5883\u3092\u3069\u3053\u306b\u7f6e\u304f\u304b\u3068\u3001API\u306b\u9001\u308b\u30c7\u30fc\u30bf\u3092\u3069\u3053\u3067\u6271\u3046\u304b\u306f\u5206\u3051\u3066\u78ba\u8a8d\u3057\u307e\u3059\u3002\u5c0e\u5165\u5019\u88dc\u306e\u696d\u52d9\u306b\u3064\u3044\u3066\u3001\u9001\u4fe1\u3059\u308b\u60c5\u5831\u3068\u4fdd\u5b58\u8981\u4ef6\u3092\u5148\u306b\u6574\u7406\u3059\u308b\u3068\u3001\u6a5f\u80fd\u691c\u8a3c\u3078\u9032\u3081\u308b\u304b\u3092\u5224\u65ad\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"section-7\" class=\"Heading Title Title--m\">Amazon Bedrock AgentCore\u3068\u306f\u4f55\u304c\u9055\u3046\u304b<\/h3>\n<p>Amazon Bedrock AgentCore\u3082\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u69cb\u7bc9\u30fb\u5b9f\u884c\u30fb\u904b\u7528\u3092\u652f\u3048\u308b\u30b5\u30fc\u30d3\u30b9\u7fa4\u3067\u3059\u3002AWS\u306e\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u3067\u306f\u30012026\u5e744\u6708\u306e\u9805\u76ee\u306bAgentCore Harness\u306ePublic Preview\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4e00\u822c\u63d0\u4f9b\uff08GA\uff09\u306f\u540c\u5e746\u6708\u306e\u9805\u76ee\u306b\u3042\u308a\u307e\u3059\u3002<a href=\"https:\/\/docs.aws.amazon.com\/bedrock-agentcore\/latest\/devguide\/release-notes.html\" class=\"Ext\">AgentCore\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8<\/a><\/p>\n<h4 id=\"section-7-1\" class=\"Heading Title Title--s\">\u6bd4\u8f03\u3059\u308b\u6a5f\u80fd\u3068\u81ea\u793e\u306e\u7ba1\u7406\u7bc4\u56f2\u3092\u305d\u308d\u3048\u308b<\/h4>\n<p>\u6bd4\u8f03\u3059\u308b\u969b\u306f\u3001Agents API\u3068\u3044\u3046\u5b9f\u884c\u57fa\u76e4\u3068\u3001AgentCore\u306e\u30b5\u30fc\u30d3\u30b9\u7fa4\u5168\u4f53\u3092\u540c\u3058\u5358\u4f4d\u3067\u8a55\u4fa1\u3057\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u6b21\u306e\u8868\u3067\u306f\u3001\u9078\u5b9a\u6642\u306b\u8abf\u67fb\u3059\u3079\u304d\u9818\u57df\u3092\u6574\u7406\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u89b3\u70b9<\/th>\n<th>OpenAI Agents API<\/th>\n<th>Amazon Bedrock AgentCore<\/th>\n<\/tr>\n<tr>\n<td>\u5b9f\u884c\u57fa\u76e4<\/td>\n<td>Codex harness\u3092API\u3068\u3057\u3066\u63d0\u4f9b<\/td>\n<td>Runtime\u3084\u30de\u30cd\u30fc\u30b8\u30c9\u306aHarness\u3092\u63d0\u4f9b<\/td>\n<\/tr>\n<tr>\n<td>\u6a29\u9650\u306e\u8a2d\u8a08<\/td>\n<td>\u63a5\u7d9a\u5148\u30c4\u30fc\u30eb\u3068\u81ea\u793e\u30a2\u30d7\u30ea\u306e\u5236\u5fa1\u3092\u78ba\u8a8d<\/td>\n<td>Identity\u3084Policy\u3092\u542b\u3081\u3066\u78ba\u8a8d<\/td>\n<\/tr>\n<tr>\n<td>\u76e3\u8996\u30fb\u8a55\u4fa1<\/td>\n<td>\u30a4\u30d9\u30f3\u30c8\u3001\u4f7f\u7528\u91cf\u3001Platform\u4e0a\u306e\u78ba\u8a8d\u6a5f\u80fd<\/td>\n<td>Observability\u3084Evaluations\u3092\u542b\u3081\u3066\u78ba\u8a8d<\/td>\n<\/tr>\n<tr>\n<td>\u5c0e\u5165\u6642\u306e\u78ba\u8a8d<\/td>\n<td>\u5bfe\u8c61\u30e2\u30c7\u30eb\u3001\u74b0\u5883\u3001\u30c7\u30fc\u30bf\u4fdd\u6301\u306e\u5236\u7d04<\/td>\n<td>\u5229\u7528\u3059\u308b\u6a5f\u80fd\u3054\u3068\u306e\u30e2\u30c7\u30eb\u30fb\u30ea\u30fc\u30b8\u30e7\u30f3\u5bfe\u5fdc<\/td>\n<\/tr>\n<\/table>\n<p>OpenAI\u306e\u6839\u62e0\u306f\u524d\u8ff0\u306e\u69cb\u6210\u30fb\u76e3\u8996\u30ac\u30a4\u30c9\u3001AWS\u306e\u6839\u62e0\u306f\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u4e21\u30b5\u30fc\u30d3\u30b9\u3092\u540c\u3058\u696d\u52d9\u3067\u52d5\u304b\u3057\u305f\u6bd4\u8f03\u8a66\u9a13\u306f\u884c\u3063\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>\u9078\u5b9a\u6642\u306b\u306f\u3001\u65e2\u5b58\u306e\u8a8d\u8a3c\u30fb\u76e3\u8996\u57fa\u76e4\u3078\u3069\u3046\u7d44\u307f\u8fbc\u3080\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u30b5\u30fc\u30d3\u30b9\u306e\u6709\u7121\u3060\u3051\u3067\u306a\u304f\u3001\u81ea\u793e\u304c\u8a2d\u5b9a\u3057\u3001\u4fdd\u5b88\u3059\u308b\u7bc4\u56f2\u3092\u898b\u7a4d\u3082\u308b\u3053\u3068\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<h3 id=\"section-8\" class=\"Heading Title Title--m\">AgentOps\u3067\u7d99\u7d9a\u7684\u306b\u54c1\u8cea\u3092\u7ba1\u7406\u3059\u308b<\/h3>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u884c\u3001\u76e3\u8996\u3001\u8a55\u4fa1\u3001\u6a29\u9650\u3001\u30b3\u30b9\u30c8\u3001\u6539\u5584\u3092\u7d99\u7d9a\u3057\u3066\u7ba1\u7406\u3059\u308b\u53d6\u308a\u7d44\u307f\u3092AgentOps\u3068\u547c\u3073\u307e\u3059\u3002\u7279\u5b9a\u88fd\u54c1\u306e\u540d\u524d\u3067\u306f\u306a\u304f\u3001\u904b\u7528\u306e\u8003\u3048\u65b9\u3068\u3057\u3066\u4f7f\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/09\/openai-agents-api-production-operations-agentops-layers.png\" alt=\"\u30e2\u30c7\u30eb\u3084\u5fdc\u7b54\u306b\u52a0\u3048\u3066\u5b9f\u884c\u5168\u4f53\u3092\u7ba1\u7406\u3059\u308bAgentOps\u306e\u6982\u5ff5\u56f3\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u30e2\u30c7\u30eb\u3084\u5fdc\u7b54\u306e\u7ba1\u7406\u306b\u52a0\u3048\u3001\u30c4\u30fc\u30eb\u3001\u6a29\u9650\u3001\u5b9f\u884c\u7d4c\u8def\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u3001\u30b3\u30b9\u30c8\u3078\u7740\u76ee\u3059\u308bAgentOps\u306e\u6982\u5ff5\u56f3<\/div>\n<p>\u56f3\u306f\u672c\u8a18\u4e8b\u3067\u7740\u76ee\u3059\u308b\u7bc4\u56f2\u3092\u7c21\u7565\u5316\u3057\u305f\u3082\u306e\u3067\u3059\u3002MLOps\u3084LLMOps\u3067\u3082\u6a29\u9650\u30fb\u30b3\u30b9\u30c8\u306f\u6271\u3046\u305f\u3081\u3001\u5404\u9818\u57df\u304c\u53b3\u5bc6\u306b\u5206\u304b\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u610f\u5473\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h4 id=\"section-8-1\" class=\"Heading Title Title--s\">\u5909\u66f4\u5185\u5bb9\u3068\u8a55\u4fa1\u7d50\u679c\u3092\u5bfe\u5fdc\u3065\u3051\u308b<\/h4>\n<table class=\"Base-table\">\n<tr>\n<th>\u7ba1\u7406\u5bfe\u8c61<\/th>\n<th>\u8a18\u9332\u30fb\u78ba\u8a8d\u3059\u308b\u3053\u3068<\/th>\n<\/tr>\n<tr>\n<td>\u30e2\u30c7\u30eb\u30fb\u6307\u793a\u30fbSkills<\/td>\n<td>\u5909\u66f4\u524d\u5f8c\u306e\u5185\u5bb9\u3068\u8a55\u4fa1\u7d50\u679c<\/td>\n<\/tr>\n<tr>\n<td>\u30c4\u30fc\u30eb\u30fbMCP\u30fb\u6a29\u9650<\/td>\n<td>\u5229\u7528\u53ef\u80fd\u306a\u64cd\u4f5c\u3001\u30a2\u30af\u30bb\u30b9\u7bc4\u56f2\u3001\u627f\u8a8d\u6761\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>\u8a55\u4fa1\u7528\u306e\u554f\u984c<\/td>\n<td>\u696d\u52d9\u306e\u6210\u529f\u6761\u4ef6\u3068\u3001\u5931\u6557\u3057\u3084\u3059\u3044\u4e8b\u4f8b<\/td>\n<\/tr>\n<tr>\n<td>\u5b9f\u884c\u5c65\u6b74\u30fb\u30b3\u30b9\u30c8<\/td>\n<td>\u30bb\u30c3\u30b7\u30e7\u30f3\u3068\u696d\u52d9\u306e\u4f9d\u983c\u306e\u5bfe\u5fdc\u3001\u4f7f\u7528\u91cf\u3001\u7570\u5e38<\/td>\n<\/tr>\n<\/table>\n<p>\u305f\u3068\u3048\u3070\u30c4\u30fc\u30eb\u3092\u8ffd\u52a0\u3057\u305f\u969b\u306f\u3001\u4f7f\u3048\u308b\u3053\u3068\u306e\u78ba\u8a8d\u306b\u52a0\u3048\u3001\u65e2\u5b58\u696d\u52d9\u3067\u4e0d\u8981\u306a\u547c\u3073\u51fa\u3057\u304c\u5897\u3048\u3066\u3044\u306a\u3044\u304b\u3092\u8abf\u3079\u307e\u3059\u3002\u554f\u984c\u304c\u3042\u308c\u3070\u4ee5\u524d\u306e\u69cb\u6210\u3078\u623b\u305b\u308b\u3088\u3046\u3001\u6307\u793a\u3068\u30c4\u30fc\u30eb\u8a2d\u5b9a\u3082\u7248\u7ba1\u7406\u3057\u307e\u3059\u3002<\/p>\n<p>Skills\u3084\u63a5\u7d9a\u8a2d\u5b9a\u3092\u307e\u3068\u3081\u308b\u30d7\u30e9\u30b0\u30a4\u30f3\u3082\u3001\u5909\u66f4\u306e\u7ba1\u7406\u5bfe\u8c61\u306b\u306a\u308a\u307e\u3059\u3002\u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u69cb\u6210\u3068\u5229\u7528\u4f8b\u306f\u3001\u6b21\u306e\u8a18\u4e8b\u3067\u6271\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/claude-plugins-introduction.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/07\/claude-plugins-introduction.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">Claude\u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u3068\u306f\uff1fData\u30d7\u30e9\u30b0\u30a4\u30f3\u3092Chat\u3068Cowork\u3067\u5b9f\u969b\u306b\u8a66\u3057\u3066\u6bd4\u8f03\u3059\u308b<\/div><\/div><\/a>\n<h3 id=\"section-9\" class=\"Heading Title Title--m\">\u672c\u756a\u6295\u5165\u524d\u306e\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8<\/h3>\n<p>\u6700\u5f8c\u306b\u3001\u81ea\u793e\u3067\u78ba\u8a8d\u3059\u3079\u304d\u9805\u76ee\u3092\u307e\u3068\u3081\u307e\u3059\u3002\u5404\u9805\u76ee\u306b\u3064\u3044\u3066\u3001\u62c5\u5f53\u8005\u3001\u78ba\u8a8d\u65b9\u6cd5\u3001\u7d50\u679c\u3092\u6b8b\u3059\u3068\u3001\u672a\u78ba\u8a8d\u306e\u307e\u307e\u904b\u7528\u3078\u9032\u3080\u3053\u3068\u3092\u9632\u3052\u307e\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        \u696d\u52d9\u306e\u4f9d\u983c\u3068\u30bb\u30c3\u30b7\u30e7\u30f3ID\u3092\u5bfe\u5fdc\u3065\u3051\u3066\u4fdd\u5b58\u3067\u304d\u308b\u304b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u5207\u65ad\u5f8c\u306b\u72b6\u614b\u3068\u5c65\u6b74\u3092\u53d6\u5f97\u3057\u3001\u51e6\u7406\u306e\u6210\u5426\u3092\u5224\u65ad\u3067\u304d\u308b\u304b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u518d\u8a66\u884c\u306b\u3088\u308b\u4e8c\u91cd\u306e\u66f8\u304d\u8fbc\u307f\u3092\u9632\u3052\u308b\u304b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u30c4\u30fc\u30eb\u306e\u5f15\u6570\u30fb\u7d50\u679c\u3092\u5fc5\u8981\u306a\u7bc4\u56f2\u3067\u8a18\u9332\u3057\u3001\u79d8\u5bc6\u60c5\u5831\u3092\u9664\u5916\u3067\u304d\u308b\u304b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u5229\u7528\u8005\u3054\u3068\u306e\u30a2\u30af\u30bb\u30b9\u7bc4\u56f2\u3092\u30c4\u30fc\u30eb\u5074\u3067\u5236\u5fa1\u3067\u304d\u308b\u304b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u9001\u4fe1\u30fb\u66f4\u65b0\u30fb\u524a\u9664\u306a\u3069\u306e\u64cd\u4f5c\u306b\u627f\u8a8d\u3092\u7d44\u307f\u8fbc\u3081\u308b\u304b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u5b9f\u884c\u74b0\u5883\u3092\u9694\u96e2\u3057\u3001\u5fc5\u8981\u306a\u30d5\u30a1\u30a4\u30eb\u3068\u901a\u4fe1\u5148\u3060\u3051\u3092\u8a31\u53ef\u3067\u304d\u308b\u304b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u696d\u52d91\u4ef6\u306e\u8cbb\u7528\u3068\u6642\u9593\u3092\u6e2c\u308a\u3001\u8d85\u904e\u6642\u306b\u901a\u77e5\u30fb\u505c\u6b62\u3067\u304d\u308b\u304b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u30e2\u30c7\u30eb\u30fb\u6307\u793a\u30fb\u30c4\u30fc\u30eb\u306e\u5909\u66f4\u5f8c\u306b\u540c\u3058\u554f\u984c\u3067\u518d\u8a55\u4fa1\u3067\u304d\u308b\u304b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u30c7\u30fc\u30bf\u4fdd\u6301\u306e\u6761\u4ef6\u3068\u3001\u969c\u5bb3\u6642\u306e\u505c\u6b62\u30fb\u5fa9\u65e7\u624b\u9806\u3092\u78ba\u8a8d\u3057\u305f\u304b\n    <\/li>\n<\/ol>\n<p>\u307e\u305a\u306f\u8aad\u307f\u53d6\u308a\u4e2d\u5fc3\u306e\u696d\u52d9\u3067\u3001\u901a\u5e38\u306e\u5b8c\u4e86\u3001\u30c4\u30fc\u30eb\u306e\u5931\u6557\u3001\u901a\u4fe1\u306e\u5207\u65ad\u3092\u305d\u308c\u305e\u308c\u8a66\u3059\u65b9\u6cd5\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u672c\u8a18\u4e8b\u306e\u5b9f\u884c\u753b\u50cf\u3067\u78ba\u8a8d\u3067\u304d\u308b\u306e\u306f\u5b8c\u4e86\u8868\u793a\u3068\u5c65\u6b74\u53d6\u5f97\u307e\u3067\u306a\u306e\u3067\u3001\u6b8b\u308b\u6761\u4ef6\u306f\u5c0e\u5165\u5148\u306e\u74b0\u5883\u3067\u691c\u8a3c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3 id=\"section-10\" class=\"Heading Title Title--m\">\u307e\u3068\u3081<\/h3>\n<p>OpenAI Agents API\u306f\u3001Codex harness\u306b\u3088\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u884c\u3068\u72b6\u614b\u7ba1\u7406\u3092\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u63d0\u4f9b\u3057\u307e\u3059\u3002\u5c0e\u5165\u306e\u5224\u65ad\u3067\u306f\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u3001\u5fa9\u65e7\u3001\u5b9f\u884c\u74b0\u5883\u3001\u6a29\u9650\u3001\u76e3\u8996\u30fb\u8a55\u4fa1\u306e5\u3064\u306b\u5206\u3051\u3066\u3001\u4efb\u305b\u308b\u7bc4\u56f2\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p>\u65e2\u5b58\u306e\u5b9f\u884c\u753b\u50cf\u3067\u306f\u3001\u30bf\u30fc\u30f3\u306e\u5b8c\u4e86\u3068\u3001\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u5c65\u6b74\u53d6\u5f97\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3057\u305f\u3002\u4e00\u65b9\u3001\u969c\u5bb3\u304b\u3089\u306e\u518d\u958b\u3001\u696d\u52d9\u7d50\u679c\u306e\u6b63\u78ba\u6027\u3001\u8cbb\u7528\u306f\u5225\u9014\u691c\u8a3c\u304c\u5fc5\u8981\u3067\u3059\u3002\u5019\u88dc\u696d\u52d9\u30921\u3064\u9078\u3073\u3001\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u306b\u6cbf\u3063\u3066\u81ea\u793e\u304c\u62c5\u3046\u8a2d\u8a08\u3068\u5408\u683c\u6761\u4ef6\u3092\u6c7a\u3081\u308b\u3068\u3053\u308d\u304b\u3089\u59cb\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3 id=\"section-11\" class=\"Heading Title Title--m\">\u751f\u6210AI\u6d3b\u7528\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u306e\u3054\u7d39\u4ecb<\/h3>\n<p>Tech Fun\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u5408\u308f\u305b\u3001\u751f\u6210AI\u6d3b\u7528\u306b\u5411\u3051\u305f\u69d8\u3005\u306a\u652f\u63f4\u3092\u3054\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/diagnosis\/\" class=\"Ext\">\u7121\u6599\u8a3a\u65ad\u30d1\u30c3\u30af<\/a>\uff1a\u696d\u52d9\u30fb\u30d7\u30ed\u30bb\u30b9\u306e\u73fe\u72b6\u3092\u7121\u6599\u3067\u8a3a\u65ad\u3057\u3001\u751f\u6210AI\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u3092\u30ec\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/poc\/\" 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