{"id":3769,"date":"2026-11-08T13:24:19","date_gmt":"2026-11-08T04:24:19","guid":{"rendered":"https:\/\/qol-kk.com\/wp2\/?p=3769"},"modified":"2026-11-08T13:24:19","modified_gmt":"2026-11-08T04:24:19","slug":"20261108-plan105","status":"publish","type":"post","link":"https:\/\/qol-kk.com\/wp2\/blog\/2026\/11\/08\/20261108-plan105\/","title":{"rendered":"AI \u3092\u4f7f\u3063\u305f\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9\u81ea\u52d5\u751f\u6210\u30cf\u30f3\u30ba\u30aa\u30f3\uff1a\u65e2\u5b58\u30b3\u30fc\u30c9\u306b\u5f8c\u304b\u3089\u30c6\u30b9\u30c8\u3092\u8db3\u3059"},"content":{"rendered":"<h2>\u6982\u8981<\/h2>\n<p>\u300c\u30c6\u30b9\u30c8\u3092\u66f8\u304d\u305f\u3044\u304c\u6642\u9593\u304c\u306a\u3044\u300d\u300c\u30ec\u30ac\u30b7\u30fc\u30b3\u30fc\u30c9\u306b\u30c6\u30b9\u30c8\u304c\u4e00\u672c\u3082\u306a\u3044\u300d\u3068\u3044\u3046\u72b6\u614b\u3092\u3001AI \u3067\u5d29\u3059\u305f\u3081\u306e\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u3059\u3002LLM \u306b\u30c6\u30b9\u30c8\u3092\u4e38\u6295\u3052\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001<strong>\u4eba\u9593\u304c\u4ed5\u69d8\u306e\u756a\u4eba\u3092\u3084\u308a\u3001AI \u306b\u53cd\u5fa9\u4f5c\u696d\u3092\u80a9\u4ee3\u308f\u308a\u3055\u305b\u308b<\/strong>\u3068\u3044\u3046\u5206\u62c5\u3067\u9032\u3081\u307e\u3059\u3002<\/p>\n<p>\u6271\u3046\u6d41\u308c\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u30c6\u30b9\u30c8\u5bfe\u8c61\u306e\u8aad\u307f\u8fbc\u307e\u305b\u65b9\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u6e21\u3057\u65b9\uff09<\/li>\n<li>\u30b1\u30fc\u30b9\u8a2d\u8a08\u3092\u5148\u306b\u51fa\u3055\u305b\u3066\u4eba\u9593\u304c\u30ec\u30d3\u30e5\u30fc\u3059\u308b<\/li>\n<li>\u5b9f\u969b\u306e\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3055\u305b\u308b<\/li>\n<li>\u751f\u6210\u30c6\u30b9\u30c8\u3092\u4fe1\u7528\u3057\u306a\u3044\u305f\u3081\u306e\u691c\u8a3c\uff08\u30ab\u30d0\u30ec\u30c3\u30b8\u30fb\u30df\u30e5\u30fc\u30c6\u30fc\u30b7\u30e7\u30f3\uff09<\/li>\n<li>CI \u3078\u306e\u7d44\u307f\u8fbc\u307f<\/li>\n<\/ol>\n<p>\u8a00\u8a9e\u306f Python\uff08pytest\uff09\u3092\u4e3b\u306b\u3001TypeScript\uff08Vitest\uff09\u306e\u4f8b\u3082\u6dfb\u3048\u307e\u3059\u3002<\/p>\n<h2>\u74b0\u5883<\/h2>\n<ul>\n<li>Python 3.11 \/ pytest 8.x \/ pytest-cov \/ mutmut<\/li>\n<li>Node.js 20 \/ Vitest 1.x<\/li>\n<li>\u4efb\u610f\u306e LLM\uff08\u30b3\u30fc\u30c9\u751f\u6210\u304c\u53ef\u80fd\u306a\u30e2\u30c7\u30eb\u3002API\/CLI \u3044\u305a\u308c\u3067\u3082\u53ef\uff09<\/li>\n<\/ul>\n<p>\u63b2\u8f09\u30b3\u30fc\u30c9\u306f\u624b\u5143\u306e <code>pytest<\/code> \/ <code>vitest<\/code> \u3067\u5b9f\u884c\u3057\u3066\u901a\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u305f\u6700\u5c0f\u4f8b\u3067\u3059\u3002<\/p>\n<h2>\u767a\u751f\u3057\u305f\u554f\u984c\uff1aAI \u4efb\u305b\u306e\u30c6\u30b9\u30c8\u306f\u300c\u901a\u308b\u3060\u3051\u300d\u306b\u306a\u308a\u304c\u3061<\/h2>\n<p>AI \u306b\u300c\u3053\u306e\u30b3\u30fc\u30c9\u306e\u30c6\u30b9\u30c8\u3092\u66f8\u3044\u3066\u300d\u3068\u3060\u3051\u983c\u3080\u3068\u3001\u3088\u304f\u3053\u3046\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u5b9f\u88c5\u3092\u305d\u306e\u307e\u307e\u306a\u305e\u3063\u305f\u30c8\u30fc\u30c8\u30ed\u30b8\u30fc\u306a\u30c6\u30b9\u30c8\uff08\u5b9f\u88c5\u306e\u30d0\u30b0\u3054\u3068\u8ffd\u8a8d\u3059\u308b\uff09<\/li>\n<li>\u30cf\u30c3\u30d4\u30fc\u30d1\u30b9\u3060\u3051\u3067\u3001\u5883\u754c\u5024\u30fb\u7570\u5e38\u7cfb\u304c\u629c\u3051\u308b<\/li>\n<li>\u30e2\u30c3\u30af\u3092\u904e\u5270\u306b\u7a4d\u3093\u3067\u3001\u7d50\u5c40\u4f55\u3082\u691c\u8a3c\u3057\u3066\u3044\u306a\u3044<\/li>\n<li>\u5b58\u5728\u3057\u306a\u3044\u95a2\u6570\u3084\u30d5\u30a3\u30af\u30b9\u30c1\u30e3\u3092\u547c\u3076\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09<\/li>\n<\/ul>\n<p>\u300c\u30ab\u30d0\u30ec\u30c3\u30b8\u306f\u4e0a\u304c\u308b\u306e\u306b\u30d0\u30b0\u306f\u843d\u3061\u308b\u300d\u3068\u3044\u3046\u6700\u60aa\u306e\u72b6\u614b\u3067\u3059\u3002\u539f\u56e0\u306f\u3001AI \u304c<strong>\u5b9f\u88c5\u3092\u6b63\u89e3\u3068\u307f\u306a\u3057\u3066\u3057\u307e\u3046<\/strong>\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2>\u539f\u56e0<\/h2>\n<p>\u30c6\u30b9\u30c8\u306e\u4fa1\u5024\u306f\u300c\u5b9f\u88c5\u3068\u306f\u72ec\u7acb\u3057\u305f\u4ed5\u69d8\u306e\u8868\u660e\u300d\u306b\u3042\u308a\u307e\u3059\u3002\u3068\u3053\u308d\u304c\u5b9f\u88c5\u30b3\u30fc\u30c9\u3060\u3051\u3092\u6e21\u3059\u3068\u3001AI \u306f\u305d\u306e\u5b9f\u88c5\u306e\u632f\u308b\u821e\u3044\u3092\u6b63\u3068\u3057\u3066\u30a2\u30b5\u30fc\u30b7\u30e7\u30f3\u3092\u66f8\u304f\u3002\u5b9f\u88c5\u304c\u9593\u9055\u3063\u3066\u3044\u3066\u3082\u30c6\u30b9\u30c8\u306f\u7dd1\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u9375\u306f <strong>\u5b9f\u88c5\u3067\u306f\u306a\u304f\u4ed5\u69d8\u3092\u6e21\u3059\u3053\u3068<\/strong>\u3001\u305d\u3057\u3066 <strong>\u30b1\u30fc\u30b9\u8a2d\u8a08\u3092\u5b9f\u88c5\u751f\u6210\u304b\u3089\u5206\u96e2\u3059\u308b\u3053\u3068<\/strong>\u3067\u3059\u3002<\/p>\n<h2>\u5bfe\u5fdc\u65b9\u6cd5<\/h2>\n<h3>\u30b9\u30c6\u30c3\u30d71\uff1a\u5bfe\u8c61\u3092\u6c7a\u3081\u3001\u4ed5\u69d8\u3092\u8a00\u8a9e\u5316\u3059\u308b<\/h3>\n<p>\u5272\u5f15\u8a08\u7b97\u3068\u3044\u3046\u3042\u308a\u304c\u3061\u306a\u30c9\u30e1\u30a4\u30f3\u30ed\u30b8\u30c3\u30af\u3092\u4f8b\u306b\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"lang:default decode:true\"># pricing.py\ndef apply_discount(price: int, rate: float) -&gt; int:\n    \"\"\"\u4fa1\u683c\u306b\u5272\u5f15\u7387\u3092\u9069\u7528\u3057\u3066\u6574\u6570\u5186\u3067\u8fd4\u3059\u3002\n\n    - price \u306f 0 \u4ee5\u4e0a\u306e\u6574\u6570\uff08\u5186\uff09\n    - rate \u306f 0.0\u301c1.0\u3002\u7bc4\u56f2\u5916\u306f ValueError\n    - \u7aef\u6570\u306f\u5207\u308a\u6368\u3066\uff08floor\uff09\n    \"\"\"\n    if not (0.0 &lt;= rate &lt;= 1.0):\n        raise ValueError(\"rate must be between 0.0 and 1.0\")\n    return int(price * (1 - rate))<\/pre>\n<p>docstring \u306b<strong>\u4ed5\u69d8<\/strong>\u3092\u66f8\u3044\u3066\u304a\u304d\u3001AI \u306b\u306f\u3053\u306e docstring \u3092\u300c\u6b63\u300d\u3068\u3057\u3066\u6e21\u3057\u307e\u3059\u3002<\/p>\n<h3>\u30b9\u30c6\u30c3\u30d72\uff1a\u307e\u305a\u30b1\u30fc\u30b9\u8868\u3060\u3051\u3092\u51fa\u3055\u305b\u308b<\/h3>\n<p>\u3044\u304d\u306a\u308a\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3055\u305b\u305a\u3001\u300c\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306e\u4e00\u89a7\u8868\u300d\u3060\u3051\u3092\u51fa\u3055\u305b\u307e\u3059\u3002<\/p>\n<pre class=\"lang:default decode:true\">\u6b21\u306e\u95a2\u6570\u306e docstring \u3092\u4ed5\u69d8\u306e\u6b63\u3068\u307f\u306a\u3057\u3001pytest \u7528\u306e\n\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3092\u8868\u3067\u5217\u6319\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30b3\u30fc\u30c9\u306f\u307e\u3060\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\u5404\u30b1\u30fc\u30b9\u306b\u300c\u533a\u5206\uff08\u6b63\u5e38\/\u5883\u754c\/\u7570\u5e38\uff09\u300d\u300c\u5165\u529b\u300d\u300c\u671f\u5f85\u7d50\u679c\u300d\u300c\u72d9\u3044\u300d\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\u5883\u754c\u5024\u3068\u7570\u5e38\u7cfb\u3092\u512a\u5148\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/pre>\n<p>\u51fa\u3066\u304d\u305f\u8868\u3092<strong>\u4eba\u9593\u304c\u30ec\u30d3\u30e5\u30fc<\/strong>\u3057\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u533a\u5206<\/th>\n<th>\u5165\u529b<\/th>\n<th>\u671f\u5f85\u7d50\u679c<\/th>\n<th>\u72d9\u3044<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6b63\u5e38<\/td>\n<td>price=1000, rate=0.1<\/td>\n<td>900<\/td>\n<td>\u57fa\u672c\u52d5\u4f5c<\/td>\n<\/tr>\n<tr>\n<td>\u5883\u754c<\/td>\n<td>rate=0.0<\/td>\n<td>price \u3068\u540c\u5024<\/td>\n<td>\u4e0b\u9650<\/td>\n<\/tr>\n<tr>\n<td>\u5883\u754c<\/td>\n<td>rate=1.0<\/td>\n<td>0<\/td>\n<td>\u4e0a\u9650<\/td>\n<\/tr>\n<tr>\n<td>\u5883\u754c<\/td>\n<td>price=0<\/td>\n<td>0<\/td>\n<td>\u4fa1\u683c\u30bc\u30ed<\/td>\n<\/tr>\n<tr>\n<td>\u5883\u754c<\/td>\n<td>price=999, rate=0.1<\/td>\n<td>899<\/td>\n<td>\u7aef\u6570 floor<\/td>\n<\/tr>\n<tr>\n<td>\u7570\u5e38<\/td>\n<td>rate=-0.1<\/td>\n<td>ValueError<\/td>\n<td>\u4e0b\u9650\u5916<\/td>\n<\/tr>\n<tr>\n<td>\u7570\u5e38<\/td>\n<td>rate=1.5<\/td>\n<td>ValueError<\/td>\n<td>\u4e0a\u9650\u5916<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><code>999 * 0.9 = 899.1 \u2192 899<\/code> \u306f\u7aef\u6570\u5207\u308a\u6368\u3066\u3092\u7a81\u304f\u826f\u3044\u30b1\u30fc\u30b9\u3067\u3059\u3002\u629c\u3051\u3066\u3044\u308c\u3070\u4eba\u9593\u304c\u8db3\u3057\u307e\u3059\u3002<strong>\u4ed5\u69d8\u306e\u629c\u3051\u3092\u57cb\u3081\u308b\u306e\u306f\u4eba\u9593\u306e\u4ed5\u4e8b<\/strong>\u3067\u3059\u3002<\/p>\n<h3>\u30b9\u30c6\u30c3\u30d73\uff1a\u627f\u8a8d\u3057\u305f\u30b1\u30fc\u30b9\u8868\u304b\u3089\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3055\u305b\u308b<\/h3>\n<pre class=\"lang:default decode:true\"># test_pricing.py\nimport pytest\nfrom pricing import apply_discount\n\n\n@pytest.mark.parametrize(\n    \"price, rate, expected\",\n    [\n        (1000, 0.1, 900),\n        (1000, 0.0, 1000),\n        (1000, 1.0, 0),\n        (0, 0.5, 0),\n        (999, 0.1, 899),\n    ],\n)\ndef test_apply_discount_normal(price, rate, expected):\n    assert apply_discount(price, rate) == expected\n\n\n@pytest.mark.parametrize(\"rate\", [-0.1, 1.5])\ndef test_apply_discount_invalid_rate(rate):\n    with pytest.raises(ValueError):\n        apply_discount(1000, rate)<\/pre>\n<h3>\u30b9\u30c6\u30c3\u30d74\uff1aTypeScript \u7248\uff08Vitest\uff09\u3082\u540c\u3058\u5206\u62c5\u3067<\/h3>\n<pre class=\"lang:default decode:true\">\/\/ pricing.ts\nexport function applyDiscount(price: number, rate: number): number {\n  if (rate &lt; 0 || rate &gt; 1) {\n    throw new Error(\"rate must be between 0 and 1\");\n  }\n  return Math.floor(price * (1 - rate));\n}<\/pre>\n<pre class=\"lang:default decode:true\">\/\/ pricing.test.ts\nimport { describe, it, expect } from \"vitest\";\nimport { applyDiscount } from \".\/pricing\";\n\ndescribe(\"applyDiscount\", () =&gt; {\n  it.each([\n    [1000, 0.1, 900],\n    [1000, 0, 1000],\n    [1000, 1, 0],\n    [0, 0.5, 0],\n    [999, 0.1, 899],\n  ])(\"applyDiscount(%i, %f) === %i\", (price, rate, expected) =&gt; {\n    expect(applyDiscount(price, rate)).toBe(expected);\n  });\n\n  it.each([-0.1, 1.5])(\"throws on invalid rate %f\", (rate) =&gt; {\n    expect(() =&gt; applyDiscount(1000, rate)).toThrow();\n  });\n});<\/pre>\n<h2>\u78ba\u8a8d\u65b9\u6cd5<\/h2>\n<h3>\u30ab\u30d0\u30ec\u30c3\u30b8\u3092\u6e2c\u308b<\/h3>\n<pre class=\"lang:default decode:true\">pytest --cov=pricing --cov-report=term-missing<\/pre>\n<p><code>Missing<\/code> \u306b\u672a\u5230\u9054\u884c\u304c\u51fa\u307e\u3059\u3002\u3053\u308c\u3092 AI \u306b\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3057\u3066\u300c\u3053\u306e\u884c\u3092\u8e0f\u3080\u30b1\u30fc\u30b9\u3092\u8db3\u3057\u3066\u300d\u3068\u983c\u3080\u30eb\u30fc\u30d7\u304c\u6709\u52b9\u3067\u3059\u3002\u305f\u3060\u3057\u30ab\u30d0\u30ec\u30c3\u30b8 100% \u306f\u300c\u5168\u884c\u304c\u5b9f\u884c\u3055\u308c\u305f\u300d\u3060\u3051\u3067\u300c\u6b63\u3057\u304f\u691c\u8a3c\u3055\u308c\u305f\u300d\u306e\u4fdd\u8a3c\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h3>\u30df\u30e5\u30fc\u30c6\u30fc\u30b7\u30e7\u30f3\u30c6\u30b9\u30c8\u3067\u300c\u30c6\u30b9\u30c8\u306e\u624b\u629c\u304d\u300d\u3092\u66b4\u304f<\/h3>\n<p>\u5b9f\u88c5\u3092\u308f\u3056\u3068\u58ca\u3057\u3066\uff08<code>-<\/code> \u3092 <code>+<\/code> \u306b\u3059\u308b\u7b49\uff09\u3001\u30c6\u30b9\u30c8\u304c\u5931\u6557\u3059\u308b\u304b\u3092\u898b\u307e\u3059\u3002\u5931\u6557\u3057\u306a\u3051\u308c\u3070\u3001\u305d\u306e\u30c6\u30b9\u30c8\u306f\u610f\u5473\u3092\u306a\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<pre class=\"lang:default decode:true\">pip install mutmut\nmutmut run --paths-to-mutate=pricing.py\nmutmut results<\/pre>\n<p><code>survived<\/code>\uff08\u751f\u304d\u6b8b\u3063\u305f\u5909\u7570\uff09\u304c\u51fa\u305f\u3089\u3001\u305d\u308c\u3092\u6bba\u3059\u30b1\u30fc\u30b9\u3092 AI \u306b\u751f\u6210\u3055\u305b\u307e\u3059\u3002<strong>AI \u304c\u66f8\u3044\u305f\u30c6\u30b9\u30c8\u3092 AI \u4ee5\u5916\u306e\u6307\u6a19\u3067\u691c\u54c1\u3059\u308b<\/strong>\u2014\u2014\u3053\u308c\u304c\u30c8\u30fc\u30c8\u30ed\u30b8\u30fc\u554f\u984c\u3078\u306e\u5b9f\u52d9\u7684\u306a\u5bfe\u7b56\u3067\u3059\u3002<\/p>\n<h2>\u6ce8\u610f\u70b9<\/h2>\n<ul>\n<li><strong>\u5b9f\u88c5\u3067\u306f\u306a\u304f\u4ed5\u69d8\u3092\u6e21\u3059\u3002<\/strong> \u4ed5\u69d8\u304c\u7121\u3044\u306a\u3089\u3001\u307e\u305a docstring \u3084\u30b3\u30e1\u30f3\u30c8\u306b\u8a00\u8a9e\u5316\u3059\u308b\u3002\u3053\u308c\u81ea\u4f53\u304c\u8a2d\u8a08\u306e\u68da\u5378\u3057\u306b\u306a\u308b\u3002<\/li>\n<li><strong>\u30b1\u30fc\u30b9\u8a2d\u8a08\u3068\u5b9f\u88c5\u3092\u5206\u3051\u308b\u3002<\/strong> \u8868\u3092\u4eba\u9593\u304c\u627f\u8a8d\u3057\u3066\u304b\u3089\u30b3\u30fc\u30c9\u3092\u66f8\u304b\u305b\u308b\u3068\u3001\u629c\u3051\u3068\u5197\u9577\u304c\u6fc0\u6e1b\u3059\u308b\u3002<\/li>\n<li><strong>\u751f\u6210\u3055\u308c\u305f\u30d5\u30a3\u30af\u30b9\u30c1\u30e3\u540d\u30fbimport \u3092\u9d5c\u5451\u307f\u306b\u3057\u306a\u3044\u3002<\/strong> \u5b58\u5728\u3057\u306a\u3044\u3082\u306e\u3092\u547c\u3076\u3053\u3068\u304c\u3042\u308b\u3002\u5fc5\u305a\u5b9f\u884c\u3057\u3066\u78ba\u8a8d\u3059\u308b\u3002<\/li>\n<li><strong>\u6a5f\u5bc6\u3092\u6e21\u3055\u306a\u3044\u3002<\/strong> \u672c\u756a\u306e\u63a5\u7d9a\u60c5\u5831\u30fb\u9867\u5ba2\u30c7\u30fc\u30bf\u30fb\u74b0\u5883\u5909\u6570\u3092\u542b\u3080\u30b3\u30fc\u30c9\u3092\u305d\u306e\u307e\u307e\u8cbc\u3089\u306a\u3044\u3002\u5bfe\u8c61\u3092\u6700\u5c0f\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u5207\u308a\u51fa\u3057\u3066\u6e21\u3059\u3002<\/li>\n<li><strong>\u30ab\u30d0\u30ec\u30c3\u30b8\u3092\u76ee\u7684\u5316\u3057\u306a\u3044\u3002<\/strong> \u30df\u30e5\u30fc\u30c6\u30fc\u30b7\u30e7\u30f3\u751f\u5b58\u7387\u3084\u30ec\u30d3\u30e5\u30fc\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u521d\u3081\u3066\u610f\u5473\u304c\u3042\u308b\u3002<\/li>\n<\/ul>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>AI \u306b\u3088\u308b\u30c6\u30b9\u30c8\u81ea\u52d5\u751f\u6210\u306f\u300c\u66f8\u304b\u305b\u308b\u300d\u3088\u308a\u300c\u8a2d\u8a08\u3092\u627f\u8a8d\u3057\u3001\u691c\u54c1\u3059\u308b\u300d\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u3059\u308b\u3068\u5b9f\u7528\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u4ed5\u69d8\u3092\u8a00\u8a9e\u5316\u3057\u3066\u6e21\u3059<\/li>\n<li>\u30b1\u30fc\u30b9\u8868\u3092\u5148\u306b\u51fa\u3055\u305b\u3066\u4eba\u9593\u304c\u30ec\u30d3\u30e5\u30fc<\/li>\n<li>\u627f\u8a8d\u5f8c\u306b\u30b3\u30fc\u30c9\u751f\u6210<\/li>\n<li>\u30ab\u30d0\u30ec\u30c3\u30b8\uff0b\u30df\u30e5\u30fc\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u691c\u54c1<\/li>\n<li>\u8db3\u308a\u306a\u3044\u30b1\u30fc\u30b9\u3092\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3057\u3066\u30eb\u30fc\u30d7<\/li>\n<\/ol>\n<p>AI 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