{"id":24934,"date":"2026-09-28T17:00:00","date_gmt":"2026-09-28T08:00:00","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=24934"},"modified":"2026-09-28T17:43:01","modified_gmt":"2026-09-28T08:43:01","slug":"claude-token-saving","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/wordgenerationai\/claude-token-saving.html","title":{"rendered":"Claude Code\u306e\u6599\u91d1\u3092\u8ce2\u304f\u6291\u3048\u308b\u3001\u30e2\u30c7\u30eb\u632f\u308a\u5206\u3051\u30fb\u30ad\u30e3\u30c3\u30b7\u30e5\u8a2d\u8a08\u306e\u88cf\u62805\u9078"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Claude\u3092\u4f7f\u3063\u305f\u30b7\u30b9\u30c6\u30e0\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u5897\u3048\u308b\u307b\u3069\u6c17\u306b\u306a\u3063\u3066\u304f\u308b\u306e\u304c\u3001API\u30b3\u30b9\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"swl-format-2\">\u540c\u3058\u6210\u679c\u3092\u51fa\u3059\u306b\u3082\u3001\u30c8\u30fc\u30af\u30f3\u306e\u4f7f\u3044\u65b9\u6b21\u7b2c\u3067\u6599\u91d1\u306f\u6570\u500d\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001Claude API\u3084Claude Code\u3092\u65e5\u5e38\u7684\u306b\u4f7f\u3046\u958b\u767a\u8005\u30fb\u904b\u7528\u62c5\u5f53\u8005\u5411\u3051\u306b\u3001\u660e\u65e5\u304b\u3089\u5b9f\u8df5\u3067\u304d\u308b\u30b3\u30b9\u30c8\u6700\u9069\u5316\u306e\u88cf\u6280\u30925\u3064\u53b3\u9078\u3057\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u524d\u63d0\u30fb\u74b0\u5883<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list is-style-check_list\">\n<li>Anthropic API\u30ad\u30fc\u3001\u307e\u305f\u306fClaude Code \/ Claude Agent SDK\u306e\u5229\u7528\u74b0\u5883<\/li>\n\n\n\n<li>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306fPython 3.10+\u3092\u60f3\u5b9a<\/li>\n\n\n\n<li>\u3010\u60f3\u5b9a\u30b3\u30b9\u30c8\u3011\u672c\u8a18\u4e8b\u306e\u5b9f\u88c5\u81ea\u4f53\u306b\u8ffd\u52a0\u8cbb\u7528\u306f\u304b\u304b\u308a\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u88cf\u62801\uff1a[token-budget-advisor]\u30c8\u30fc\u30af\u30f3\u4e88\u7b97\u30a2\u30c9\u30d0\u30a4\u30b6\u30fc<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"342\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2026\/05\/claudecode_1.jpg\" alt=\"claudecode_1\" class=\"wp-image-24083\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2026\/05\/claudecode_1.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2026\/05\/claudecode_1-300x171.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><code>token-budget-advisor<\/code> \u3068\u306f\u3001<span class=\"swl-format-2\">\u30bf\u30b9\u30af\u306e\u96e3\u6613\u5ea6\u3068\u6b8b\u308a\u4e88\u7b97\u3092\u898b\u3066\u3001\u305d\u306e\u30bf\u30b9\u30af\u306b\u5272\u308a\u5f53\u3066\u308b\u30e2\u30c7\u30eb\u3092\u81ea\u52d5\u7684\u306b\u5224\u5b9a\u3059\u308b\u4ed5\u7d44\u307f\u306e\u547c\u3073\u540d\u3067\u3059\u3002<\/span>\u4eba\u624b\u3067\u30e2\u30c7\u30eb\u3092\u9078\u3076\u4ee3\u308f\u308a\u306b\u3001\u5224\u5b9a\u30ed\u30b8\u30c3\u30af\u30921\u304b\u6240\u306b\u307e\u3068\u3081\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u30c1\u30fc\u30e0\u5168\u4f53\u306e\u30e2\u30c7\u30eb\u9078\u629e\u306b\u3070\u3089\u3064\u304d\u304c\u51fa\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30bf\u30b9\u30af\u306e\u96e3\u6613\u5ea6\u306b\u5fdc\u3058\u3066\u81ea\u52d5\u7684\u306bHaiku \/ Sonnet \/ Opus\u3092\u5207\u308a\u66ff\u3048\u308b\u3060\u3051\u3067\u3001\u54c1\u8cea\u3092\u843d\u3068\u3055\u305a\u30b3\u30b9\u30c8\u3092\u5927\u304d\u304f\u5727\u7e2e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5224\u5b9a\u57fa\u6e96\u306e\u4e00\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a2\u7d22\u30fb\u30ed\u30b0\u89e3\u6790\u30fb\u8981\u7d04\u30fb\u5b9a\u578b\u5909\u63db \u2192 Haiku<\/li>\n\n\n\n<li>\u901a\u5e38\u306e\u5b9f\u88c5\u30fb\u30ec\u30d3\u30e5\u30fc\u30fb\u4e00\u822c\u30bf\u30b9\u30af \u2192 Sonnet<\/li>\n\n\n\n<li>\u8a2d\u8a08\u5224\u65ad\u30fb\u76e3\u67fb\u30fb\u96e3\u6613\u5ea6\u306e\u9ad8\u3044\u30c7\u30d0\u30c3\u30b0 \u2192 Opus<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u306f\u3001\u6b8b\u308a\u4e88\u7b97\u306b\u5fdc\u3058\u3066\u30bf\u30b9\u30af\u306b\u5272\u308a\u5f53\u3066\u308bClaude\u30e2\u30c7\u30eb\u3092\u81ea\u52d5\u7684\u306b\u5207\u308a\u66ff\u3048\u308b\u7c21\u6613\u30ed\u30b8\u30c3\u30af\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from dataclasses import dataclass\nfrom enum import Enum\n\n\nclass TaskComplexity(Enum):\n    EXPLORE = \"explore\"      # \u30ed\u30b0\u89e3\u6790\u30fb\u8981\u7d04\u30fb\u6574\u5f62\n    STANDARD = \"standard\"    # \u901a\u5e38\u306e\u5b9f\u88c5\u30fb\u30ec\u30d3\u30e5\u30fc\n    CRITICAL = \"critical\"    # \u8a2d\u8a08\u5224\u65ad\u30fb\u76e3\u67fb\u30fb\u96e3\u6613\u5ea6\u306e\u9ad8\u3044\u30c7\u30d0\u30c3\u30b0\n\n\nMODEL_MAP = {\n    TaskComplexity.EXPLORE: \"claude-haiku-4-5-20251001\",\n    TaskComplexity.STANDARD: \"claude-sonnet-5\",\n    TaskComplexity.CRITICAL: \"claude-opus-5-5\",\n}\n\n\n@dataclass\nclass TokenBudgetAdvisor:\n    monthly_budget_usd: float\n    spent_usd: float = 0.0\n\n    def recommend_model(self, complexity: TaskComplexity) -&gt; str:\n        remaining_ratio = 1 - (self.spent_usd \/ self.monthly_budget_usd)\n        # \u4e88\u7b97\u3092\u4f7f\u3044\u5207\u308a\u305d\u3046\u306a\u5834\u5408\u306f\u3001\u91cd\u8981\u30bf\u30b9\u30af\u4ee5\u5916\u3092\u5f37\u5236\u7684\u306b\u683c\u4e0b\u3052\u3059\u308b\n        if remaining_ratio &lt; 0.1 and complexity != TaskComplexity.CRITICAL:\n            return MODEL_MAP&#091;TaskComplexity.EXPLORE]\n        return MODEL_MAP&#091;complexity]\n\n\nadvisor = TokenBudgetAdvisor(monthly_budget_usd=500.0, spent_usd=120.0)\nmodel = advisor.recommend_model(TaskComplexity.STANDARD)<\/code><\/pre>\n\n\n\n<p class=\"is-style-big_icon_point wp-block-paragraph\">\u683c\u4e0b\u3052\u306e\u5224\u5b9a\u306f\u30bf\u30b9\u30af\u7a2e\u5225\u3060\u3051\u3067\u306a\u304f\u3001\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3084\u904e\u53bb\u306e\u5931\u6557\u7387\u3082\u52a0\u5473\u3059\u308b\u3068\u5b89\u5b9a\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u683c\u4e0b\u3052\u5f8c\u306f\u5fc5\u305a\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u51fa\u529b\u3092\u30e1\u30a4\u30f3\u30e2\u30c7\u30eb\u304c\u691c\u8a3c\u3059\u308b\u4e00\u6bb5\u69cb\u3048\u306b\u3057\u3066\u304a\u304f\u3068\u3001\u7cbe\u5ea6\u4f4e\u4e0b\u306b\u6c17\u3065\u304d\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2026\/07\/claude-code_skill_1-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/wordgenerationai\/claude-code-skill6.html\">\u30102026\u5e74\u6700\u65b0\u3011\u7d76\u5bfe\u306b\u5165\u308c\u308b\u3079\u304dClaude Code\u30b9\u30ad\u30eb6\u9078\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Claude Code\u306e\u30b9\u30ad\u30eb\u306f\u516c\u5f0f\u3060\u3051\u306717\u7a2e\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u88fd\u3092\u542b\u3081\u308b\u3068\u6570\u5341\u7a2e\u985e\u306b\u306e\u307c\u308a\u3001\u95c7\u96f2\u306b\u5165\u308c\u8fbc\u3093\u3067\u3057\u307e\u3046\u3068\u751f\u7523\u6027\u3092\u843d\u3068\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002 \u672c\u8a18\u4e8b\u3067\u306f2026\u5e747\u6708\u6642\u70b9\u306e&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<h2 class=\"wp-block-heading\">\u88cf\u62802\uff1a[strategic-compact]\u3067\u4f1a\u8a71\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6226\u7565\u7684\u306b\u5727\u7e2e<\/h2>\n\n\n\n<svg width=\"100%\" viewBox=\"0 0 680 490\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"> <title>strategic-compact\u306b\u3088\u308b\u4f1a\u8a71\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u306e\u30d5\u30ed\u30fc<\/title> <desc>\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u304c\u95be\u5024\u3092\u8d85\u3048\u308b\u3068\u76f4\u8fd1\u306e\u8981\u70b9\u3092\u8981\u7d04\u3057\u3001\u8981\u7d04\u3068\u76f4\u8fd1\u6570\u30bf\u30fc\u30f3\u306e\u307f\u3092\u4fdd\u6301\u3057\u3066\u4f1a\u8a71\u3092\u7d99\u7d9a\u3059\u308b\u4ed5\u7d44\u307f\u3092\u793a\u3059\u30d5\u30ed\u30fc\u30c1\u30e3\u30fc\u30c8<\/desc> <defs> <marker id=\"arrow-compact\" viewBox=\"0 0 10 10\" refX=\"8\" refY=\"5\" markerWidth=\"6\" markerHeight=\"6\" orient=\"auto-start-reverse\"> <path d=\"M2 1L8 5L2 9\" fill=\"none\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/> <\/marker> <\/defs> <rect x=\"250\" y=\"40\" width=\"180\" height=\"44\" rx=\"8\" fill=\"#f1efe8\" stroke=\"#888780\" stroke-width=\"1\"\/> <text x=\"340\" y=\"62\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#2c2c2a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">\u4f1a\u8a71\u30fb\u30bf\u30b9\u30af\u5b9f\u884c<\/text> <line x1=\"340\" y1=\"84\" x2=\"340\" y2=\"144\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-compact)\"\/> <rect x=\"255\" y=\"144\" width=\"170\" height=\"56\" rx=\"8\" fill=\"#f1efe8\" stroke=\"#888780\" stroke-width=\"1\" stroke-dasharray=\"4 3\"\/> <text x=\"340\" y=\"162\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#2c2c2a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf<\/text> <text x=\"340\" y=\"180\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u95be\u5024\u3092\u8d85\u3048\u305f?<\/text> <line x1=\"340\" y1=\"200\" x2=\"340\" y2=\"260\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-compact)\"\/> <text x=\"352\" y=\"230\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u306f\u3044<\/text> <path d=\"M 425 172 L 480 172 L 480 62 L 430 62\" fill=\"none\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-compact)\"\/> <text x=\"490\" y=\"117\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u3044\u3044\u3048<\/text> <rect x=\"250\" y=\"260\" width=\"180\" height=\"44\" rx=\"8\" fill=\"#e1f5ee\" stroke=\"#0f6e56\" stroke-width=\"1\"\/> <text x=\"340\" y=\"282\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#04342c\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">\u76f4\u8fd1\u306e\u8981\u70b9\u3092\u8981\u7d04<\/text> <line x1=\"340\" y1=\"304\" x2=\"340\" y2=\"364\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-compact)\"\/> <rect x=\"240\" y=\"364\" width=\"200\" height=\"56\" rx=\"8\" fill=\"#e1f5ee\" stroke=\"#0f6e56\" stroke-width=\"1\"\/> <text x=\"340\" y=\"382\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#04342c\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">\u8981\u7d04\u3092\u4fdd\u6301<\/text> <text x=\"340\" y=\"400\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#0f6e56\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u76f4\u8fd1\u6570\u30bf\u30fc\u30f3\u306e\u307f<\/text>\n\n\n\n<p class=\"wp-block-paragraph\">\u9577\u3044\u4f1a\u8a71\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30bf\u30b9\u30af\u5b9f\u884c\u3067\u306f\u3001\u5c65\u6b74\u3092\u305d\u306e\u307e\u307e\u6301\u3061\u56de\u308b\u3068\u5165\u529b\u30c8\u30fc\u30af\u30f3\u304c\u7dda\u5f62\u306b\u5897\u3048\u3066\u3044\u304d\u307e\u3059\u3002<span class=\"swl-format-2\">\u4e00\u5b9a\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u8981\u7d04\u30fb\u5727\u7e2e(compact)\u3092\u631f\u3080\u3060\u3051\u3067\u3001\u5f8c\u7d9a\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30b3\u30b9\u30c8\u3092\u5927\u304d\u304f\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3044\u3064\u5727\u7e2e\u3059\u308b\u304b\u306e\u76ee\u5b89\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30bf\u30b9\u30af\u304c1\u3064\u5b8c\u4e86\u3057\u305f\u7bc0\u76ee<\/li>\n\n\n\n<li>\u76f4\u8fd1\u306e\u4f1a\u8a71\u304c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306e50\u301c70%\u7a0b\u5ea6\u306b\u9054\u3057\u305f\u30bf\u30a4\u30df\u30f3\u30b0<\/li>\n\n\n\n<li>\u8a71\u984c\u304c\u5207\u308a\u66ff\u308f\u3063\u305f\u30bf\u30a4\u30df\u30f3\u30b0(1\u30bb\u30c3\u30b7\u30e7\u30f31\u30bf\u30b9\u30af\u306e\u539f\u5247)<\/li>\n<\/ul>\n\n\n\n<p class=\"is-style-big_icon_point wp-block-paragraph\">\u5727\u7e2e\u3057\u3059\u304e\u308b\u3068\u3001\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3084\u5909\u6570\u540d\u3001\u6c7a\u5b9a\u4e8b\u9805\u306e\u7406\u7531\u306a\u3069\u300c\u4e00\u898b\u4e9b\u7d30\u3060\u304c\u5f8c\u3067\u5fc5\u8981\u306b\u306a\u308b\u60c5\u5831\u300d\u304c\u6d88\u3048\u3001\u624b\u623b\u308a\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u8981\u7d04\u6642\u306f\u7d50\u8ad6\u3060\u3051\u3067\u306a\u304f\u3001\u518d\u73fe\u306b\u5fc5\u8981\u306a\u56fa\u6709\u540d\u8a5e(\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u30fb\u95a2\u6570\u540d\u30fbID\u306a\u3069)\u3092\u660e\u793a\u7684\u306b\u6b8b\u3059\u30eb\u30fc\u30eb\u306b\u3057\u3066\u304a\u304f\u3068\u5b89\u5168\u3067\u3059\u3002\u30bf\u30b9\u30af\u5207\u308a\u66ff\u3048\u6642\u306b\u6bce\u56de <code>\/clear<\/code> \u3059\u308b\u904b\u7528\u30eb\u30fc\u30eb\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u3001\u5727\u7e2e\u5224\u65ad\u305d\u306e\u3082\u306e\u304c\u30b7\u30f3\u30d7\u30eb\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langchainrag-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/langchainrag.html\">LangChain\u3067RAG\u3092\u7c21\u5358\u306b\u69cb\u7bc9\uff01\u300e\u546a\u8853\u5efb\u6226\u300f\u306b\u3064\u3044\u3066\u805e\u3044\u3066\u307f\u308b<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">RAG\u306f\u5916\u90e8\u304b\u3089\u53d6\u5f97\u3057\u305f\u60c5\u5831\u3092\u3082\u3068\u306b\u3001LLM\u306e\u77e5\u8b58\u3092\u5f37\u5316\u3057\u3066\u751f\u6210\u3059\u308b\u3057\u304f\u307f\u3067\u3059\u3002 RAG\u3092\u4f7f\u3046\u3068LLM\u304c\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u65b0\u3057\u3044\u60c5\u5831\u3092\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<h2 class=\"wp-block-heading\">\u88cf\u62803\uff1a[regex-vs-llm-structured-text]regex vs LLM\u69cb\u9020\u5316\u30c6\u30ad\u30b9\u30c8\u3001\u9069\u6750\u9069\u6240\u306e\u5224\u65ad\u57fa\u6e96<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><code>regex-vs-llm-structured-text<\/code> \u3068\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u969b\u306b\u3001\u6b63\u898f\u8868\u73fe\u3068LLM\u306e\u3069\u3061\u3089\u3092\u4f7f\u3046\u3079\u304d\u304b\u3092\u898b\u6975\u3081\u308b\u305f\u3081\u306e\u5224\u65ad\u30d1\u30bf\u30fc\u30f3\u306e\u547c\u3073\u540d\u3067\u3059\u3002\u300c\u6c7a\u307e\u3063\u305f\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304b\u300d\u300c\u60c5\u5831\u304c\u81ea\u7136\u6587\u4e2d\u306b\u6563\u3089\u3070\u3063\u3066\u3044\u308b\u304b\u300d\u300c\u4f8b\u5916\u304c\u3069\u308c\u304f\u3089\u3044\u306e\u5272\u5408\u3067\u51fa\u308b\u304b\u300d\u306e3\u70b9\u3092\u57fa\u6e96\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u30b3\u30b9\u30c8\u3068\u7cbe\u5ea6\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<svg width=\"100%\" viewBox=\"0 0 680 640\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"> <title>regex vs LLM\u69cb\u9020\u5316\u30c6\u30ad\u30b9\u30c8\u62bd\u51fa\u306e\u5224\u65ad\u30d5\u30ed\u30fc<\/title> <desc>\u30c7\u30fc\u30bf\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3084\u60c5\u5831\u306e\u6563\u3089\u3070\u308a\u65b9\u306b\u5fdc\u3058\u3066\u3001regex\u62bd\u51fa\u30fbLLM\u62bd\u51fa\u30fb\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u51e6\u7406\u306e\u3069\u308c\u3092\u9078\u3076\u304b\u3092\u793a\u3059\u5224\u65ad\u30d5\u30ed\u30fc\u30c1\u30e3\u30fc\u30c8<\/desc> <defs> <marker id=\"arrow-regex\" viewBox=\"0 0 10 10\" refX=\"8\" refY=\"5\" markerWidth=\"6\" markerHeight=\"6\" orient=\"auto-start-reverse\"> <path d=\"M2 1L8 5L2 9\" fill=\"none\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/> <\/marker> <\/defs> <rect x=\"250\" y=\"40\" width=\"180\" height=\"44\" rx=\"8\" fill=\"#f1efe8\" stroke=\"#888780\" stroke-width=\"1\"\/> <text x=\"340\" y=\"62\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#2c2c2a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">\u62bd\u51fa\u3057\u305f\u3044\u30c7\u30fc\u30bf<\/text> <line x1=\"340\" y1=\"84\" x2=\"340\" y2=\"144\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-regex)\"\/> <rect x=\"245\" y=\"144\" width=\"190\" height=\"56\" rx=\"8\" fill=\"#f1efe8\" stroke=\"#888780\" stroke-width=\"1\" stroke-dasharray=\"4 3\"\/> <text x=\"340\" y=\"162\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#2c2c2a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u5224\u5b9a<\/text> <text x=\"340\" y=\"180\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u56fa\u5b9a\/\u6e96\u56fa\u5b9a?<\/text> <path d=\"M 245 172 L 180 172 L 180 398 L 250 398\" fill=\"none\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-regex)\"\/> <text x=\"210\" y=\"155\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u306f\u3044<\/text> <line x1=\"340\" y1=\"200\" x2=\"340\" y2=\"260\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-regex)\"\/> <text x=\"352\" y=\"230\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u3044\u3044\u3048<\/text> <rect x=\"245\" y=\"260\" width=\"190\" height=\"56\" rx=\"8\" fill=\"#f1efe8\" stroke=\"#888780\" stroke-width=\"1\" stroke-dasharray=\"4 3\"\/> <text x=\"340\" y=\"278\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#2c2c2a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">\u81ea\u7136\u6587\u30c1\u30a7\u30c3\u30af<\/text> <text x=\"340\" y=\"296\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u60c5\u5831\u304c\u6563\u5728?<\/text> <line x1=\"435\" y1=\"288\" x2=\"470\" y2=\"288\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-regex)\"\/> <text x=\"452\" y=\"273\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u306f\u3044<\/text> <line x1=\"340\" y1=\"316\" x2=\"340\" y2=\"376\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-regex)\"\/> <text x=\"352\" y=\"346\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u3044\u3044\u3048<\/text> <rect x=\"250\" y=\"376\" width=\"180\" height=\"44\" rx=\"8\" fill=\"#e1f5ee\" stroke=\"#0f6e56\" stroke-width=\"1\"\/> <text x=\"340\" y=\"398\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#04342c\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">regex\u3067\u62bd\u51fa<\/text> <line x1=\"340\" y1=\"420\" x2=\"340\" y2=\"480\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-regex)\"\/> <rect x=\"245\" y=\"480\" width=\"190\" height=\"56\" rx=\"8\" fill=\"#f1efe8\" stroke=\"#888780\" stroke-width=\"1\" stroke-dasharray=\"4 3\"\/> <text x=\"340\" y=\"498\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#2c2c2a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">\u4f8b\u5916\u7387\u30c1\u30a7\u30c3\u30af<\/text> <text x=\"340\" y=\"516\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u4e00\u5b9a\u5272\u5408\u3042\u308b?<\/text> <line x1=\"435\" y1=\"508\" x2=\"470\" y2=\"508\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-regex)\"\/> <text x=\"452\" y=\"493\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u306f\u3044<\/text> <line x1=\"340\" y1=\"536\" x2=\"340\" y2=\"560\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-regex)\"\/> <text x=\"352\" y=\"548\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u3044\u3044\u3048<\/text> <rect x=\"470\" y=\"266\" width=\"160\" height=\"44\" rx=\"8\" fill=\"#faece7\" stroke=\"#993c1d\" stroke-width=\"1\"\/> <text x=\"550\" y=\"288\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#4a1b0c\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">LLM\u3067\u62bd\u51fa<\/text> <rect x=\"470\" y=\"480\" width=\"160\" height=\"56\" rx=\"8\" fill=\"#eeedfe\" stroke=\"#534ab7\" stroke-width=\"1\"\/> <text x=\"550\" y=\"498\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#26215c\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">regex\uff0bLLM<\/text> <text x=\"550\" y=\"516\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#534ab7\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u4f8b\u5916\u3060\u3051LLM\u3078<\/text>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001regex\u3068LLM\u3092\u4f75\u7528\u3059\u308b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u5b9f\u88c5\u306e\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import re\n\nLOG_PATTERN = re.compile(\n    r\"(?P&lt;timestamp&gt;\\d{4}-\\d{2}-\\d{2}T\\d{2}:\\d{2}:\\d{2})\\s+\"\n    r\"(?P&lt;level&gt;\\w+)\\s+(?P&lt;message&gt;.*)\"\n)\n\n\ndef extract_log_entries(lines: list&#091;str]) -&gt; tuple&#091;list&#091;dict], list&#091;str]]:\n    structured, unmatched = &#091;], &#091;]\n    for line in lines:\n        m = LOG_PATTERN.match(line)\n        if m:\n            structured.append(m.groupdict())\n        else:\n            unmatched.append(line)  # regex\u3067\u62fe\u3048\u306a\u304b\u3063\u305f\u5206\u3060\u3051LLM\u306b\u6e21\u3059\n    return structured, unmatched<\/code><\/pre>\n\n\n\n<p class=\"is-style-big_icon_point wp-block-paragraph\">\u4f8b\u5916\u304c\u4e00\u5b9a\u5272\u5408\u3092\u8d85\u3048\u305f\u3089\u6f54\u304fLLM\u306b\u56de\u3059\u3001\u3068\u3044\u3046\u640d\u76ca\u5206\u5c90\u70b9\u3092\u3042\u3089\u304b\u3058\u3081\u6c7a\u3081\u3066\u304a\u304f\u306e\u304c\u30b3\u30c4\u3067\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2026\/08\/pixlrag_thm-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/pixelrag.html\">Claude Code\u3067PixelRAG\u3092\u4f7f\u3046\u65b9\u6cd5\u30102026\u5e748\u6708\u7248\u3011\u30d3\u30b8\u30e5\u30a2\u30ebRAG\u3067\u8868\u30fb\u56f3\u89e3\u5165\u308a\u6587\u66f8\u3092\u691c\u7d22\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u300cPixelRAG\u300d\u306fWeb\u30da\u30fc\u30b8\u3084PDF\u3001\u753b\u50cf\u3092\u30c6\u30ad\u30b9\u30c8\u3067\u306f\u306a\u304f\u201c\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u201d\u3068\u3057\u3066\u6271\u3044\u3001\u8868\u3084\u30b0\u30e9\u30d5\u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u3092\u4fdd\u3063\u305f\u307e\u307e\u691c\u7d22\u30fb\u53c2\u7167\u3067\u304d\u308b\u30d3\u30b8\u30e5\u30a2\u30ebRAG\u30c4\u30fc\u30eb\u3067\u3059&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<h2 class=\"wp-block-heading\">\u88cf\u62804\uff1a[content-hash-cache-pattern]\u3067\u91cd\u8907\u547c\u3073\u51fa\u3057\u3092\u524a\u6e1b<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/gamer_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9125\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/gamer_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/gamer_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><code>content-hash-cache-pattern<\/code> \u3068\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u5185\u5bb9\u3092\u30cf\u30c3\u30b7\u30e5\u5316\u3057\u3066\u30ad\u30e3\u30c3\u30b7\u30e5\u30ad\u30fc\u306b\u3057\u3001\u540c\u4e00\u5185\u5bb9\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u6765\u305f\u3068\u304d\u306fAPI\u3092\u547c\u3070\u305a\u306b\u4fdd\u5b58\u6e08\u307f\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u8fd4\u3059\u8a2d\u8a08\u30d1\u30bf\u30fc\u30f3\u306e\u547c\u3073\u540d\u3067\u3059\u3002\u5b9f\u88c5\u30b3\u30b9\u30c8\u304c\u4f4e\u304f\u3001\u307e\u305a\u7740\u624b\u3057\u3084\u3059\u3044\u65bd\u7b56\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u306f\u3001\u540c\u3058\u554f\u3044\u5408\u308f\u305b\u5185\u5bb9\u306b\u5bfe\u3057\u3066LLM API\u3092\u91cd\u8907\u3057\u3066\u547c\u3070\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"swl-format-2\">\u5b9f\u904b\u7528\u3067\u306f\u3001\u3053\u308c\u3092Anthropic\u306eprompt caching\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u3001\u81ea\u524d\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u30b5\u30fc\u30d0\u30fc\u5074\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u4e8c\u6bb5\u69cb\u3048\u3067\u3055\u3089\u306b\u52b9\u679c\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/span><br><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import hashlib\nimport json\n\n\ndef make_cache_key(system_prompt: str, messages: list&#091;dict]) -&gt; str:\n    payload = json.dumps({\"system\": system_prompt, \"messages\": messages}, sort_keys=True)\n    return hashlib.sha256(payload.encode()).hexdigest()\n\n\nclass ResponseCache:\n    def __init__(self):\n        self._store: dict&#091;str, str] = {}\n\n    def get_or_call(self, system_prompt, messages, call_fn):\n        key = make_cache_key(system_prompt, messages)\n        if key in self._store:\n            return self._store&#091;key]  # \u30ad\u30e3\u30c3\u30b7\u30e5\u30d2\u30c3\u30c8\u3001API\u547c\u3073\u51fa\u3057\u306a\u3057\n        result = call_fn(system_prompt, messages)\n        self._store&#091;key] = result\n        return result<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u88cf\u62805\uff1a[cost-aware-llm-pipeline]\u3067\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3092\u8a2d\u8a08\u3059\u308b<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/14_midashi_0921.jpg\" alt=\"\" class=\"wp-image-11821\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/14_midashi_0921.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/14_midashi_0921-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><code>cost-aware-llm-pipeline<\/code> \u3068\u306f\u3001\u500b\u3005\u306eAPI\u547c\u3073\u51fa\u3057\u5358\u4f4d\u3067\u306f\u306a\u304f\u3001\u8907\u6570\u306e\u51e6\u7406\u30b9\u30c6\u30c3\u30d7\u304b\u3089\u306a\u308b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3092\u5358\u4f4d\u3068\u3057\u3066\u30b3\u30b9\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u8003\u3048\u65b9\u306e\u547c\u3073\u540d\u3067\u3059\u3002\u5404\u30b9\u30c6\u30c3\u30d7\u306b\u4e00\u5f8b\u3067\u540c\u3058\u30e2\u30c7\u30eb\u3092\u5272\u308a\u5f53\u3066\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u524d\u6bb5\u306e\u51e6\u7406\u7d50\u679c\u3084\u54c1\u8cea\u57fa\u6e96\u306b\u5fdc\u3058\u3066\u5f8c\u6bb5\u306e\u30e2\u30c7\u30eb\u3092\u52d5\u7684\u306b\u6c7a\u3081\u308b\u3053\u3068\u3067\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3068\u3057\u3066\u306e\u7cbe\u5ea6\u3068\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u500b\u3005\u306eAPI\u547c\u3073\u51fa\u3057\u3092\u6700\u9069\u5316\u3057\u3066\u3082\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3067\u898b\u308b\u3068\u7121\u99c4\u304c\u6b8b\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"swl-format-2\">\u300cHaiku\u3067\u4e00\u6b21\u8981\u7d04 \u2192 Sonnet\u3067\u6574\u5f62 \u2192 \u5fc5\u8981\u306a\u5834\u5408\u306e\u307fOpus\u3067\u6700\u7d42\u30ec\u30d3\u30e5\u30fc\u300d\u306e\u3088\u3046\u306b\u3001\u5404\u6bb5\u968e\u3067\u5fc5\u8981\u5341\u5206\u306a\u30e2\u30c7\u30eb\u3092\u5272\u308a\u5f53\u3066\u308b\u8a2d\u8a08\u304c\u6709\u52b9\u3067\u3059\u3002<\/span><br><br>\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u8a2d\u8a08\u306e\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<br><\/p>\n\n\n\n<svg width=\"100%\" viewBox=\"0 0 680 600\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"> <title>cost-aware-llm-pipeline\u306e\u8a2d\u8a08\u30d5\u30ed\u30fc<\/title> <desc>\u751f\u30c7\u30fc\u30bf\u3092Haiku\u3067\u4e00\u6b21\u8981\u7d04\u3057\u3001Sonnet\u3067\u6574\u5f62\u3057\u305f\u5f8c\u3001\u54c1\u8cea\u57fa\u6e96\u3092\u6e80\u305f\u3055\u306a\u3044\u5834\u5408\u306e\u307fOpus\u3067\u7cbe\u67fb\u3057\u3066\u304b\u3089\u51fa\u529b\u3059\u308b\u3001\u6bb5\u968e\u7684\u306b\u30e2\u30c7\u30eb\u3092\u5272\u308a\u5f53\u3066\u308b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u56f3<\/desc> <defs> <marker id=\"arrow-pipeline\" viewBox=\"0 0 10 10\" refX=\"8\" refY=\"5\" markerWidth=\"6\" markerHeight=\"6\" orient=\"auto-start-reverse\"> <path d=\"M2 1L8 5L2 9\" fill=\"none\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/> <\/marker> <\/defs> <rect x=\"265\" y=\"40\" width=\"150\" height=\"44\" rx=\"8\" fill=\"#f1efe8\" stroke=\"#888780\" stroke-width=\"1\"\/> <text x=\"340\" y=\"62\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#2c2c2a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">\u751f\u30c7\u30fc\u30bf<\/text> <line x1=\"340\" y1=\"84\" x2=\"340\" y2=\"144\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-pipeline)\"\/> <rect x=\"240\" y=\"144\" width=\"200\" height=\"56\" rx=\"8\" fill=\"#e1f5ee\" stroke=\"#0f6e56\" stroke-width=\"1\"\/> <text x=\"340\" y=\"162\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#04342c\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">Haiku<\/text> <text x=\"340\" y=\"180\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#0f6e56\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u4e00\u6b21\u8981\u7d04\u30fb\u62bd\u51fa<\/text> <line x1=\"340\" y1=\"200\" x2=\"340\" y2=\"260\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-pipeline)\"\/> <rect x=\"240\" y=\"260\" width=\"200\" height=\"56\" rx=\"8\" fill=\"#e6f1fb\" stroke=\"#185fa5\" stroke-width=\"1\"\/> <text x=\"340\" y=\"278\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#042c53\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">Sonnet<\/text> <text x=\"340\" y=\"296\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#185fa5\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u6574\u5f62\u30fb\u69cb\u9020\u5316<\/text> <line x1=\"340\" y1=\"316\" x2=\"340\" y2=\"376\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-pipeline)\"\/> <rect x=\"240\" y=\"376\" width=\"200\" height=\"56\" rx=\"8\" fill=\"#f1efe8\" stroke=\"#888780\" stroke-width=\"1\" stroke-dasharray=\"4 3\"\/> <text x=\"340\" y=\"394\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#2c2c2a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">\u54c1\u8cea\u30c1\u30a7\u30c3\u30af<\/text> <text x=\"340\" y=\"412\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u57fa\u6e96\u3092\u6e80\u305f\u3059?<\/text> <line x1=\"340\" y1=\"432\" x2=\"340\" y2=\"492\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-pipeline)\"\/> <text x=\"352\" y=\"462\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u306f\u3044<\/text> <line x1=\"440\" y1=\"404\" x2=\"465\" y2=\"404\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-pipeline)\"\/> <text x=\"452\" y=\"360\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#5f5e5a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u3044\u3044\u3048<\/text> <rect x=\"465\" y=\"376\" width=\"170\" height=\"56\" rx=\"8\" fill=\"#faeeda\" stroke=\"#854f0b\" stroke-width=\"1\"\/> <text x=\"550\" y=\"394\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#412402\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">Opus<\/text> <text x=\"550\" y=\"412\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#854f0b\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:12px;font-weight:400\">\u7cbe\u67fb\u30fb\u4fee\u6b63<\/text> <path d=\"M 550 432 L 550 514 L 430 514\" fill=\"none\" stroke=\"#5f5e5a\" stroke-width=\"1.5\" marker-end=\"url(#arrow-pipeline)\"\/> <rect x=\"250\" y=\"492\" width=\"180\" height=\"44\" rx=\"8\" fill=\"#f1efe8\" stroke=\"#888780\" stroke-width=\"1\"\/> <text x=\"340\" y=\"514\" text-anchor=\"middle\" dominant-baseline=\"central\" fill=\"#2c2c2a\" style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI','Hiragino Kaku Gothic ProN','Noto Sans JP',sans-serif;font-size:14px;font-weight:500\">\u51fa\u529b<\/text>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u5225\u30fb\u30bf\u30b9\u30af\u7a2e\u5225\u3054\u3068\u306e\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u3092\u8a18\u9332\u3059\u308b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u5b9a\u3088\u308a\u9ad8\u983b\u5ea6\u3067Opus\u306b\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u3066\u3044\u308b\u30bf\u30b9\u30af\u304c\u306a\u3044\u304b\u5b9a\u671f\u7684\u306b\u78ba\u8a8d\u3059\u308b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30b9\u30c8\u30fb\u904b\u7528\u4e0a\u306e\u6ce8\u610f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0a\u8a185\u3064\u306e\u65bd\u7b56\u306f\u305d\u308c\u305e\u308c\u72ec\u7acb\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u3088\u308a\u52b9\u679c\u7684\u3067\u3059\u3002\u7279\u306b\u300c\u30e2\u30c7\u30eb\u632f\u308a\u5206\u3051(\u88cf\u62801)\u300d\u3068\u300c\u30ad\u30e3\u30c3\u30b7\u30e5(\u88cf\u62804)\u300d\u306f\u4f75\u7528\u3057\u3084\u3059\u304f\u3001\u7740\u624b\u30b3\u30b9\u30c8\u3082\u6bd4\u8f03\u7684\u4f4e\u3081\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u524a\u6e1b\u5e45\u306f\u5229\u7528\u30d1\u30bf\u30fc\u30f3\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3059\u308b\u305f\u3081\u3001\u672c\u8a18\u4e8b\u5185\u306e\u6570\u5024\u306f\u3042\u304f\u307e\u3067\u8003\u3048\u65b9\u306e\u76ee\u5b89\u3067\u3059\u3002\u5c0e\u5165\u524d\u5f8c\u3067\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u30fb\u30b3\u30b9\u30c8\u3092\u5b9f\u6e2c\u3057\u3001\u81ea\u793e\u306e\u5229\u7528\u5b9f\u614b\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Claude Code\u306e\u88cf\u6280\u3092\u4f7f\u3044\u3053\u306a\u3057\u3066\u30c8\u30fc\u30af\u30f3\u5229\u7528\u3092\u52b9\u7387\u5316\u3057\u3088\u3046\uff01<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Claude\u3092\u7d99\u7d9a\u7684\u306b\u4f7f\u3046\u307b\u3069\u3001\u30b3\u30b9\u30c8\u306f\u300c\u7a4d\u307f\u4e0a\u3052\u300d\u3067\u52b9\u3044\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u7d39\u4ecb\u3057\u305f5\u3064\u306e\u88cf\u6280\u3001\u30e2\u30c7\u30eb\u306e\u81ea\u52d5\u632f\u308a\u5206\u3051\u30fb\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u6226\u7565\u7684\u5727\u7e2e\u30fbregex\u3068LLM\u306e\u4f7f\u3044\u5206\u3051\u30fb\u30b3\u30f3\u30c6\u30f3\u30c4\u30cf\u30c3\u30b7\u30e5\u306b\u3088\u308b\u30ad\u30e3\u30c3\u30b7\u30e5\u30fb\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3067\u306e\u30b3\u30b9\u30c8\u8a2d\u8a08\u306f\u3001\u3069\u308c\u3082\u65e2\u5b58\u306e\u5b9f\u88c5\u306b\u5f8c\u304b\u3089\u7d44\u307f\u8fbc\u307f\u3084\u3059\u3044\u3082\u306e\u3070\u304b\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u65b9\u306f\u3001\u4ee5\u4e0b\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u3042\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/prompt-caching\">Prompt caching &#8211; Claude Platform Docs<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/platform.claude.com\/docs\/en\/about-claude\/models\/choosing-a-model\">Choosing the right model &#8211; Claude Platform Docs<\/a><\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">&#x1f4cc; <strong>\u672c\u8a18\u4e8b\u306e\u60c5\u5831\u306f2026\u5e749\u6708\u6642\u70b9\u306e\u3082\u306e\u3067\u3059\u3002<\/strong> Claude Code\u306f\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u304c\u983b\u7e41\u306a\u305f\u3081\u3001\u6700\u65b0\u306e\u4ed5\u69d8\u306f<a href=\"https:\/\/code.claude.com\/docs\/ja\/commands\">\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3092\u3042\u308f\u305b\u3066\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/blockquote>\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"2480\">\n<div class=\"swell-block-capbox cap_box\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>GPUSOROBAN<\/span><\/div><div class=\"cap_box_content\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1108\" height=\"398\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/04\/gpusoroban.jpg\" alt=\"GPUSOROBAN\" class=\"wp-image-2316\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/04\/gpusoroban.jpg 1108w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/04\/gpusoroban-300x108.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/04\/gpusoroban-1024x368.jpg 1024w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/04\/gpusoroban-768x276.jpg 768w\" sizes=\"(max-width: 1108px) 100vw, 1108px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">GPUSOROBAN\u306f\u3001<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">\u9ad8\u6027\u80fd\u306aGPU\u300cNVIDIA A4000 <span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">16GB<\/span><\/span>\u300d\u3092\u696d\u754c\u6700\u5b89\u5024\u306e1\u6642\u959350\u5186\u3067\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001\u30af\u30e9\u30a6\u30c9GPU\u3092\u5229\u7528\u3057\u306a\u3044\u6642\u306f\u505c\u6b62\u306b\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u505c\u6b62\u4e2d\u306e\u6599\u91d1\u306f\u304b\u304b\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30af\u30e9\u30a6\u30c9GPU\u3092\u4f7f\u3048\u3070\u3044\u3064\u3067\u3082Stable Diffusion\u306e\u6027\u80fd\u3092\u30d5\u30eb\u306b\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u7406\u60f3\u306e\u74b0\u5883\u306b\u8fd1\u3065\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center u-mb-ctrl u-mb-5 wp-block-paragraph\">\uff3c\u5feb\u9069\u306b\u751f\u6210AI\uff011\u6642\u959350\u5186\uff5e\uff0f<\/p>\n\n\n\n<div class=\"swell-block-button is-style-btn_shiny\"><a href=\"https:\/\/soroban.highreso.jp?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=boxa&amp;adid=edgehub\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"swell-block-button__link\"><span>GPUSOROBAN\u3078<\/span><\/a><\/div>\n<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Claude\u3092\u4f7f\u3063\u305f\u30b7\u30b9\u30c6\u30e0\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u5897\u3048\u308b\u307b\u3069\u6c17\u306b\u306a\u3063\u3066\u304f\u308b\u306e\u304c\u3001API\u30b3\u30b9\u30c8\u3067\u3059\u3002 \u540c\u3058\u6210\u679c\u3092\u51fa\u3059\u306b\u3082\u3001\u30c8\u30fc\u30af\u30f3\u306e\u4f7f\u3044\u65b9\u6b21\u7b2c\u3067\u6599\u91d1\u306f\u6570\u500d\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002 \u672c\u8a18\u4e8b\u3067\u306f\u3001Claude API\u3084Claude C [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":24950,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[7],"tags":[22],"class_list":["post-24934","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-wordgenerationai","tag-claude"],"_links":{"self":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/24934","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/comments?post=24934"}],"version-history":[{"count":2,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/24934\/revisions"}],"predecessor-version":[{"id":24952,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/24934\/revisions\/24952"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/24950"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=24934"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=24934"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=24934"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}