{"id":22138,"date":"2026-02-23T07:00:00","date_gmt":"2026-02-22T22:00:00","guid":{"rendered":"https:\/\/blog.capilano-fw.com\/?p=22138"},"modified":"2026-01-19T02:23:37","modified_gmt":"2026-01-18T17:23:37","slug":"line%e3%83%88%e3%83%bc%e3%82%af%e5%b1%a5%e6%ad%b4%e2%86%92%e8%87%aa%e5%88%86%e3%81%ae%e3%80%8cai%e4%ba%ba%e6%a0%bc%e3%80%8d%e3%81%ae%e7%b2%be%e5%ba%a6%e3%81%8c%e9%ab%98%e3%81%8f%e3%80%81%e5%ae%8c","status":"publish","type":"post","link":"https:\/\/blog.capilano-fw.com\/?p=22138","title":{"rendered":"LINE\u30c8\u30fc\u30af\u5c65\u6b74\u3067\u3064\u304f\u3063\u305f\u300cAI\u4eba\u683c\u300d\u306e\u7cbe\u5ea6\u304c\u9ad8\u304f\u3001\u5b8c\u74a7\u306b\u30aa\u30b8\u30b5\u30f3\u69cb\u6587\u3067\u7b11\u3063\u305f\u8a71\ud83d\ude02\u2728"},"content":{"rendered":"\n<p>\u3055\u3066\u3055\u3066\u3001\u3053\u306e\u3068\u3053\u308dAI\u6f2c\u3051\u306e\u958b\u767a\u3070\u304b\u308a\u3067\u3059\u304c\u300c<strong>AI\uff08\u4eba\u5de5\u77e5\u80fd\uff09<\/strong>\u300d\u3068\u805e\u3044\u3066\u3001\u771f\u3063\u5148\u306b\u601d\u3063\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u306f\u30fb\u30fb\u30fb\u30fb\u30fb\u30fb<\/p>\n\n\n\n<p class=\"has-large-font-size\"><strong>\u300c\u30b3\u30d4\u30fc\u30ed\u30dc\u30c3\u30c8\u300d\u304c\u307b\u3057\u3044<\/strong>\uff01<\/p>\n\n\n\n<p class=\"has-small-font-size\">\u203b\u591a\u5206\u00a9\u30d1\u30fc\u30de\u30f3<\/p>\n\n\n\n<p>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308a\u3001<strong>\u81ea\u5206\u306e\u5206\u8eab\u304c\u307b\u3057\u3044\u3063\u3066\u3053\u3068\u3067\u3059\u306d\u3002<\/strong><\/p>\n\n\n\n<p>\u4eba\u683c\u3092\u5b8c\u5168\u30b3\u30d4\u30fc\u304c\u3067\u304d\u308b\u306a\u3089\u3001\u4f53\u8abf\u304c\u60aa\u3044\u3068\u304d\u306f\u304b\u308f\u3063\u3066\u3082\u3089\u3048\u308b\u3057\u3001\uff08\u502b\u7406\u7684\u306a\u8a71\u3092\u629c\u304d\u306b\u3059\u308c\u3070\uff09\u4ea1\u304f\u306a\u3063\u305f\u5bb6\u65cf\u3068\u306e\u4f1a\u8a71\u3082\u518d\u73fe\u3067\u304d\u308b\u308f\u3051\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u305d\u3093\u306a\u611f\u3058\u3067\u5b8c\u74a7\u306b\u306f\u3044\u304d\u307e\u305b\u3093\u304c\u3001\u3059\u3067\u306b<\/p>\n\n\n\n<p class=\"has-large-font-size\"><strong>\u300c\u306a\u3093\u3061\u3083\u3063\u3066AI\u4eba\u683c\u300d\u306a\u3089\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u3082\u3064\u304f\u308c\u308b\uff01<\/strong><\/p>\n\n\n\n<p>\u3063\u3066\u3054\u5b58\u77e5\u3067\u3059\u304b\uff1f\u3057\u304b\u3082\u30ed\u30fc\u30ab\u30eb\u3067\u52d5\u304fAI\u3067\u3002<\/p>\n\n\n\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u4eca\u56de\u306f\u300c<strong>LINE\u30c8\u30fc\u30af\u5c65\u6b74<\/strong>\u300d\u304b\u3089\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u306bAI\u4eba\u683c\u3092\u3064\u304f\u308a\u3001\u540c\u3058\u304fLINE\u3078\u8fd4\u4fe1\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u307f\u307e\u3059\uff01<\/p>\n\n\n\n<p><strong>\u30103\u884c\u8981\u7d04\u3011<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LINE\u30c8\u30fc\u30af\u5c65\u6b74\u304b\u3089\u3001\u81ea\u5206\u305d\u3063\u304f\u308a\u306b\u558b\u308b\u300cAI\u4eba\u683c\u300d\u3092\u518d\u73fe\u3002<\/li>\n\n\n\n<li>LINE\u30a6\u30a7\u30d6\u30d5\u30c3\u30af\u3001ngrok\u3001Ollama\u3067\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3002<\/li>\n\n\n\n<li>\u30aa\u30b8\u30b5\u30f3\u69cb\u6587\u307e\u3067\u518d\u73fe\u3055\u308c\u3066\u3001\u601d\u308f\u305a\u7b11\u3063\u3066\u3057\u307e\u3046\u307b\u3069\u306e\u5b8c\u6210\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u3010\u3053\u3093\u306a\u4eba\u306f\u300c\u4ef2\u9593\u300d\u306a\u306e\u3067\u8aad\u3093\u3067\u304f\u3060\u3055\u3044\u3011<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f1a\u8a71\u30c7\u30fc\u30bf\u3067AI\u4eba\u683c\u3092\u3064\u304f\u308a\u305f\u3044\u30a8\u30f3\u30b8\u30cb\u30a2\u3002<\/li>\n\n\n\n<li>\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u5b8c\u7d50\u3059\u308bAI\u69cb\u7bc9\u306b\u30ef\u30af\u30ef\u30af\u3059\u308b\u4eba\u3002<\/li>\n\n\n\n<li>\u300cAI\u304c\u81ea\u5206\u3063\u307d\u304f\u8fd4\u3057\u3066\u304f\u308c\u305f\u3089\u6700\u9ad8\u300d\u3068\u611f\u3058\u308b\u30af\u30ea\u30a8\u30a4\u30bf\u30fc\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"310\" height=\"320\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2019\/04\/no_18.png\" alt=\"\" class=\"wp-image-3405\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2019\/04\/no_18.png 310w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2019\/04\/no_18-291x300.png 291w\" sizes=\"auto, (max-width: 310px) 100vw, 310px\" \/><\/figure><\/div>\n\n\n<p class=\"has-text-align-center\">\u300c\u91cd\u8981\u306a\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u3068\u304d\u306b\u9650\u3063\u3066<br>\u5bdd\u30b0\u30bb\u304c\u3072\u3069\u304b\u3063\u305f\u308a\u3057\u307e\u305b\u3093\u304b\uff08\u7b11\uff09\u300d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u63d0\u3068\u3057\u3066\uff1a\u30b7\u30b9\u30c6\u30e0\u69cb\u6210\u306f3\u3064<\/h2>\n\n\n\n<p>\u4eca\u56de\u306e\u5b9f\u88c5\u306f<code>docker compose<\/code>\u3067\u4ee5\u4e0b3\u3064\u304c\u52d5\u3044\u3066\u3044\u308b\u306e\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ollama\uff1a\u30ed\u30fc\u30ab\u30ebAI\uff08\u30e2\u30c7\u30eb\u306fgemma3n:e4b\uff09<\/li>\n\n\n\n<li>Open WebUI\uff1a\u30c1\u30e3\u30c3\u30c8\u30da\u30fc\u30b8<\/li>\n\n\n\n<li>Qdrant\uff1a\u30d9\u30af\u30c8\u30ebDB<\/li>\n<\/ul>\n\n\n\n<p>\u3061\u306a\u307f\u306b<code>docker-compose.yaml<\/code>\u306f\u3053\u3093\u306a\u611f\u3058\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size\">\u203b\u3054\u6ce8\u610f\uff1a\u3082\u3057\u304b\u3057\u305f\u3089\u3001open-webui.enviconment\u306e\u4e2d\u8eab\u306f\u5148\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304b\u306a\u3044\u3068\u30a8\u30e9\u30fc\u306b\u306a\u3063\u3061\u3083\u3046\u304b\u3082\u2026\ud83e\udd14<\/p>\n\n\n\n<p><strong>docker-compose.yaml<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>version: '3.8'<br>services:<br>  open-webui:<br>    image: ghcr.io\/open-webui\/open-webui:latest<br>    environment:<br>      - WEBUI_AUTH=False<br>      - OLLAMA_BASE_URL=http:\/\/ollama:11434<br>      - VECTOR_DB=qdrant<br>      - QDRANT_URI=http:\/\/qdrant:6333<br>      - RAG_EMBEDDING_ENGINE=ollama<br>      - RAG_EMBEDDING_MODEL=mxbai-embed-large<br>      - DEFAULT_PINNED_MODELS=gemma3n:e4b<br>    ports:<br>      - \"0.0.0.0:3000:8080\"<br>    depends_on:<br>      - ollama<br>      - qdrant<br>    networks:<br>      - open-webui<br>    <br>  ollama:<br>    image: ollama\/ollama:latest<br>    ports:<br>      - \"11434:11434\"<br>    volumes:<br>      - .\/ollama_data:\/root\/.ollama<br>    environment:<br>      - OLLAMA_HOST=0.0.0.0:11434<br>    networks:<br>      - open-webui<br>  <br>  qdrant:<br>    image: qdrant\/qdrant:latest<br>    ports:<br>      - \"6333:6333\"<br>    volumes:<br>      - .\/qdrant_storage:\/qdrant\/storage<br>    networks:<br>      - open-webui<br><br>networks:<br>  open-webui:<br>    driver: bridge<\/strong><\/pre>\n\n\n\n<p>\u3067\u3001\u4ee5\u4e0b\u30b3\u30de\u30f3\u30c9\u3067<strong>\u8d77\u52d5\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>docker compose up -d<\/strong><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">AI\u4eba\u683c\u3092\u3064\u304f\u308b\u624b\u9806<\/h2>\n\n\n\n<p>\u4eca\u56de\u306f\u4ee5\u4e0b2\u3064\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u3093\u3067AI\u306b\u8cea\u554f\u3059\u308b\u3053\u3068\u3067\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\uff1a\u30ad\u30e3\u30e9\u8a2d\u5b9a\uff08\u6027\u683c\u3068\u304b\u3067\u3059\u306d\uff09<\/li>\n\n\n\n<li>RAG\uff1a\u904e\u53bb\u306e\u4f1a\u8a71\u304c\u3069\u3046\u3060\u3063\u305f\u304b\u306e\u60c5\u5831\uff08DB\u3067\u691c\u7d22\u3057\u3066\u63a2\u3057\u307e\u3059\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u3067\u306f\u697d\u3057\u3093\u3067\u3084\u3063\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LINE\u306e\u30c8\u30fc\u30af\u5c65\u6b74\u30c7\u30fc\u30bf\u3092\u52a0\u5de5\u3059\u308b<\/h2>\n\n\n\n<p>\u307e\u305a\u306f\u5143\u30c7\u30fc\u30bf\u3068\u306a\u308b<code>LINE<\/code>\u306e\u30c8\u30fc\u30af\u5c65\u6b74\u3092\u7528\u610f\u3057\u307e\u3059\uff08\u4eca\u56de\u306f\u53e3\u8abf\u3084\u96f0\u56f2\u6c17\u304c\u7d71\u4e00\u3055\u308c\u308b\u3088\u3046\u306b\u3001\u7279\u5b9a\u306e\u4eba\u3068\u306e\u30c8\u30fc\u30af\u5c65\u6b74\u3092\u3064\u304b\u3044\u307e\u3059\uff09<\/p>\n\n\n\n<p>\u307e\u305a\u7279\u5b9a\u306e\u4eba\u3068\u306e\u30c8\u30fc\u30af\u3092\u958b\u304d\u3001\u53f3\u4e0a\u306e\u30cf\u30f3\u30d0\u30fc\u30ac\u30fc\u30dc\u30bf\u30f3\u3092\u30bf\u30c3\u30d7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"198\" height=\"111\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-9.png\" alt=\"\" class=\"wp-image-22273\"\/><\/figure>\n\n\n\n<p>\u6b21\u306b\u3001\u8a2d\u5b9a\u3092\u30bf\u30c3\u30d7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full image-border-3\"><img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"277\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-10.png\" alt=\"\" class=\"wp-image-22274\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-10.png 450w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-10-300x185.png 300w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/figure>\n\n\n\n<p>\u30c8\u30fc\u30af\u5c65\u6b74\u3092\u9001\u4fe1\u3092\u30bf\u30c3\u30d7\u3057\u3066\u3001<code>Google Drive<\/code>\u306b\u3067\u3082\u3044\u308c\u3001\u30d1\u30bd\u30b3\u30f3\u3078\u8ee2\u9001\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full image-border-3\"><img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"260\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-11.png\" alt=\"\" class=\"wp-image-22275\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-11.png 450w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-11-300x173.png 300w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/figure>\n\n\n\n<p>\u3067\u306f\u3001\u4fdd\u5b58\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>extract_line_talk.py<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>import json<br>import sys<br>import re<br>from dataclasses import dataclass<br>from typing import List, Optional<br><br><br>@dataclass<br>class Msg:<br>    sender: str<br>    text: str<br><br><br>def extract_context_pairs(lines: List[str], my_name: str):<br>    pairs = []<br>    prev_msg: Optional[Msg] = None<br>    NG_TEXTS = {\"[\u30b9\u30bf\u30f3\u30d7]\", \"[\u5199\u771f]\", \"[\u52d5\u753b]\", \"[\u9023\u7d61\u5148]\", \"\u4e0d\u5728\u7740\u4fe1\", \"\u901a\u8a71\u3092\u30ad\u30e3\u30f3\u30bb\u30eb\u3057\u307e\u3057\u305f\u3002\"}<br>    calltime_pattern = re.compile(r\"^\u901a\u8a71\u6642\u9593\\s+\\d+:\\d+(:\\d+)?$\")<br>    url_pattern = re.compile(r\"^https?:\/\/\\S+$\")<br><br>    for raw_line in lines:<br>        line = raw_line.strip()<br>        if not line:<br>            continue<br><br>        parts = line.split(\"\\t\")<br>        if len(parts) &lt; 3:<br>            continue<br><br>        ts, sender, text = parts[0], parts[1], parts[2].strip()<br><br>        if text in NG_TEXTS or calltime_pattern.match(text) or url_pattern.match(text):<br>            continue<br><br>        msg = Msg(sender=sender, text=text)<br><br>        # \u9023\u6295\u306f\u3064\u306a\u3052\u308b<br>        if prev_msg and msg.sender == prev_msg.sender:<br>            prev_msg.text += \"\\n\" + msg.text<br>            continue<br><br>        # \u9001\u4fe1\u8005\u304c\u5909\u308f\u3063\u305f\u3089\u30da\u30a2\u3092\u8ffd\u52a0<br>        if prev_msg and prev_msg.sender != my_name and sender == my_name:<br>            pairs.append({<br>                \"input\": prev_msg.text,<br>                \"output\": msg.text,<br>            })<br><br>        prev_msg = msg<br><br>    return pairs<br><br><br>def main():<br>    if len(sys.argv) != 3:<br>        print(\"\u4f7f\u3044\u65b9: python extract_line_talk.py &lt;input_file&gt; &lt;my_name&gt;\")<br>        sys.exit(1)<br><br>    input_path = sys.argv[1]<br>    my_name = sys.argv[2]<br><br>    with open(input_path, \"r\", encoding=\"utf-8\") as f:<br>        lines = f.readlines()<br><br>    pairs = extract_context_pairs(lines, my_name)<br><br>    # pairs.json \u306b\u5168\u30da\u30a2\u3092\u4fdd\u5b58<br>    with open(\"pairs.json\", \"w\", encoding=\"utf-8\") as f:<br>        json.dump(pairs, f, ensure_ascii=False, indent=2)<br>    print(f\"\u2713 pairs.json ({len(pairs)} \u30da\u30a2)\")<br><br>    # output.txt \u306b\u81ea\u5206\u306e\u767a\u8a00\u3060\u3051\u3092\u62bd\u51fa\u3057\u3066\u4fdd\u5b58<br>    outputs = [pair[\"output\"] for pair in pairs]<br>    with open(\"output.text\", \"w\", encoding=\"utf-8\") as f:<br>        f.write(\"\\n\".join(outputs))<br>    print(f\"\u2713 output.txt ({len(outputs)} \u81ea\u5206\u306e\u767a\u8a00)\")<br><br><br>if __name__ == \"__main__\":<br>    main()<\/strong><\/pre>\n\n\n\n<p>\u4f7f\u3044\u65b9\u306f\u3053\u3046\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>python3 extract_line_talk.py \uff08LINE\u304b\u3089\u4fdd\u5b58\u3057\u305f\u30c8\u30fc\u30af\u5c65\u6b74\u306etxt\u30d5\u30a1\u30a4\u30eb\uff09 \uff08\u3042\u306a\u305f\u306eLINE\u4e0a\u3067\u306e\u540d\u524d\uff09<\/strong><\/pre>\n\n\n\n<p>\u5b9f\u969b\u306b\u30b5\u30f3\u30d7\u30eb\u306f\u3053\u3061\u3089\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>python3 extract_line_talk.py \"[LINE]*****\u3068\u306e\u30c8\u30fc\u30af.txt\" \"Taro Yamada\"<\/strong><\/pre>\n\n\n\n<p>\u3067\u306f\u3001\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>output.txt<\/li>\n\n\n\n<li>pairs.json<\/li>\n<\/ul>\n\n\n\n<p>\u306e2\u30d5\u30a1\u30a4\u30eb\u304c\u3067\u304d\u3066\u3044\u308c\u3070\u6210\u529f\u3067\u3059\ud83d\ude0a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full image-border-3\"><img loading=\"lazy\" decoding=\"async\" width=\"239\" height=\"110\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-7.png\" alt=\"\" class=\"wp-image-22188\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u30ad\u30e3\u30e9\u8a2d\u5b9a\uff09\u3092\u3064\u304f\u308b<\/h2>\n\n\n\n<p>\u4eca\u56de\u4f7f\u3046\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u6027\u683c\u3084\u8003\u3048\u65b9\u306a\u3069\u3001<strong>\u8cea\u554f\u3078\u306e\u53cd\u5fdc\u3092\u6c7a\u3081\u308b\u300c\u30ad\u30e3\u30e9\u8a2d\u5b9a\u300d\u3060\u3068\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/strong><\/p>\n\n\n\n<p>\u306a\u304a\u3001\u3053\u3053\u306f\u7cbe\u5ea6\u304c\u91cd\u8981\u306a\u306e\u3067<code>ChatGPT<\/code>\u306a\u3069\u30af\u30e9\u30a6\u30c9\u578b\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u3064\u304b\u3063\u3066\u4ee5\u4e0b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u3001\u4f5c\u6210\u3055\u308c\u305f\u300c<strong>output.txt<\/strong>\u300d\u3092\u6dfb\u4ed8\u3057\u3066\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u306f\u3001\u540c\u4e00\u4eba\u7269\u304c\u30c1\u30e3\u30c3\u30c8\u3067\u76f8\u624b\u306b\u8fd4\u4fe1\u3057\u305f\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u3059\u3002<br>\u3053\u306e\u4eba\u306b\u3064\u3044\u3066\u3001\u6b21\u306e\u89b3\u70b9\u3067\u7279\u5fb4\u3092\u629c\u304d\u51fa\u3057AI\u306e\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092markdown\u5f62\u5f0f\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044<br><br>1. \u8a00\u8a9e\u7684\u6307\u7d0b\uff08\u53e3\u8abf\u30fb\u8a00\u3044\u56de\u3057\u30fb\u8a9e\u5c3e\u306e\u7656\u30fb\u6f22\u5b57\u6bd4\u7387\u30fb\u53e5\u8aad\u70b9\u3084\u6539\u884c\u306e\u6cd5\u5247\uff09<br>2. \u601d\u8003\u306e\u5c55\u958b\u9806\u5e8f\uff08\u7d50\u8ad6\u3068\u7406\u7531\u306e\u914d\u7f6e\u30fb1\u30e1\u30c3\u30bb\u30fc\u30b8\u3042\u305f\u308a\u306e\u60c5\u5831\u5bc6\u5ea6\u30fb\u8a71\u306e\u7e4b\u304e\u65b9\uff09<br>3. \u5bfe\u4eba\u53cd\u5fdc\u306e\u52d5\u6a5f\uff08\u5408\u610f\u5f62\u6210\u306e\u30b9\u30bf\u30a4\u30eb\u30fb\u80af\u5b9a\/\u5426\u5b9a\u306e\u5165\u308a\u65b9\u30fb\u8cea\u554f\u3078\u306e\u98df\u3044\u3064\u304d\u65b9\uff09<br>4. \u30ec\u30c8\u30ea\u30c3\u30af\u306e\u6df1\u5ea6\uff08\u6bd4\u55a9\u306e\u30b8\u30e3\u30f3\u30eb\u30fb\u30b8\u30e7\u30fc\u30af\u306e\u50be\u5411\u30fb\u4f1a\u8a71\u3092\u4fef\u77b0\u3059\u308b\u30e1\u30bf\u767a\u8a00\u306e\u30bf\u30a4\u30df\u30f3\u30b0\uff09<br><br>\u203b\u305f\u3060\u3057\u3001\u56fa\u6709\u540d\u8a5e\u306f\u7d76\u5bfe\u306b\u542b\u3081\u306a\u3044\u3053\u3068<\/strong><\/pre>\n\n\n\n<p>\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b<code>markdown<\/code>\u30d5\u30a1\u30a4\u30eb\u3092\u3064\u304f\u3063\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full image-border-3\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"375\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-1.png\" alt=\"\" class=\"wp-image-22177\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-1.png 640w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-1-300x176.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<p class=\"has-small-font-size\">\u203b\u79c1\u306f\u8ab2\u91d1\u3057\u3066\u3044\u308b\u306e\u3067<code>perplexity<\/code>\u3092\u4f7f\u3063\u3066\u307e\u3059\u304c\u3001ChatGPT\u3084Gemini\u3067\u3082\u554f\u984c\u306a\u3044\u306f\u305a\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066<strong>\u300csystem_prompt.md\u300d\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u540d\u306b\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044<\/strong>\uff08\u3042\u3068\u306e<code>FastAPI<\/code>\u3067\u56fa\u5b9a\u306b\u3057\u3066\u307e\u3059\uff09<\/p>\n\n\n\n<p>\u4e2d\u8eab\u306f\u3053\u306e\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059\uff08\u306a\u304b\u306a\u304b\u6b63\u78ba\u306a\u5206\u6790\u3060\u304b\u3089\u3001\u3061\u3087\u3063\u3068\u6065\u305a\u304b\u3057\u3044\u2026\ud83d\ude02\uff09<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong># \u30c1\u30e3\u30c3\u30c8\u30b9\u30bf\u30a4\u30eb\u751f\u6210\u7528\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8<br><br>\u3042\u306a\u305f\u306f\u3001\u4ee5\u4e0b\u306e\u8a00\u8a9e\u7684\u30fb\u601d\u8003\u7684\u7279\u5fb4\u3092\u6301\u3064\u4eba\u7269\u3068\u3057\u3066\u30c1\u30e3\u30c3\u30c8\u3067\u8fd4\u4fe1\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br><br>---<br><br>## 1. \u8a00\u8a9e\u7684\u6307\u7d0b\uff08\u53e3\u8abf\u30fb\u8a00\u3044\u56de\u3057\u30fb\u8a9e\u5c3e\u306e\u7656\u30fb\u6f22\u5b57\u6bd4\u7387\u30fb\u53e5\u8aad\u70b9\u3084\u6539\u884c\u306e\u6cd5\u5247\uff09<br><br>### \u57fa\u672c\u53e3\u8abf<br>- \u95a2\u897f\u5f01\u3068\u6a19\u6e96\u8a9e\u3092\u81ea\u7136\u306b\u6df7\u5728\u3055\u305b\u308b\uff08\u610f\u8b58\u7684\u306a\u5207\u308a\u66ff\u3048\u306f\u306a\u3057\uff09<br>- \u95a2\u897f\u5f01\u306e\u4ee3\u8868\u8868\u73fe\uff1a\u300c\u305d\u3084\u306d\u3093\u300d\u300c\u307b\u3093\u307e\u3084\u306d\u300d\u300c\u305b\u3084\u306d\u300d\u300c\u3086\u3063\u3066\u305f\u300d\u300c\u304a\u3082\u308d\u3044\u300d\u300c\u30ca\u30f3\u30dc\u3067\u3082\u300d<br>- \u82e5\u8005\u8a00\u8449\u3092\u7a4d\u6975\u7684\u306b\u53d6\u308a\u5165\u308c\u308b\uff1a\u300c\u30de\u30b8\u3067\u300d\u300c\u30ac\u30c1\u3067\u300d\u300c\u3081\u3063\u3061\u3083\u300d<br><br>### \u8a9e\u5c3e\u306e\u7656<br>- \u300c\u301c\u3060\u306d\u300d\u300c\u301c\u3060\u3088\u306d\u300d\u3092\u9ad8\u983b\u5ea6\u3067\u4f7f\u7528\u3057\u3001\u67d4\u3089\u304b\u3044\u540c\u610f\u3084\u5171\u611f\u3092\u793a\u3059<br>- \u300c\u301c\u3088\u300d\u3067\u512a\u3057\u304f\u65ad\u5b9a\u3059\u308b\uff08\u4f8b\uff1a\u300c\u65e8\u304b\u3063\u305f\u3088\u300d\u300c\u3042\u308a\u304c\u3068\u306d\u300d\uff09<br>- \u300c\u301c\u304b\u306a\u300d\u3067\u63a8\u6e2c\u3084\u5a49\u66f2\u8868\u73fe\u3092\u591a\u7528\u3059\u308b\uff08\u4f8b\uff1a\u300c\u3044\u3044\u3093\u3058\u3083\u306a\u3044\u304b\u306a\u300d\u300c\u3042\u308b\u304b\u306a\ud83e\udd14\u300d\uff09<br>- \u7591\u554f\u6587\u3067\u306f\u300c\uff1f\uff1f\u300d\uff08\u4e8c\u91cd\u7591\u554f\u7b26\uff09\u3092\u983b\u7e41\u306b\u4f7f\u3046<br><br>### \u6587\u5b57\u8868\u8a18\u306e\u7279\u5fb4<br>- **\u6f22\u5b57\u6bd4\u7387\u306f\u4f4e\u301c\u4e2d\u7a0b\u5ea6**\uff1a\u611f\u60c5\u8868\u73fe\u3084\u65e5\u5e38\u8a9e\u306f\u5e73\u4eee\u540d\u512a\u5148<br>- \u4f8b\uff1a\u300c\u3044\u307e\u300d\u300c\u304a\u3051\u30fc\u300d\u300c\u3044\u3044\u306d\u3047\u300d\u300c\u3086\u3063\u3066\u305f\u300d\u300c\u3067\u3067\u304f\u308b\u300d<br>- \u5c0f\u6587\u5b57\u306e\u4f7f\u7528\uff1a\u300c\u3043\u3084\u3063\u305f\u301c\u301c\u301c\u300d\u300c\u3093\u30fc\u3093\u300d<\/strong><br><br><strong>\uff08\u4ee5\u4e0b\u306f\u7701\u7565\u3002\u30cf\u30ba\u3044\u306e\u3067\u7b11\uff09<\/strong><\/pre>\n\n\n\n<p>\u305f\u3060\u3057\u3001\u3084\u306f\u308a\u5b8c\u74a7\u3067\u306f\u306a\u3044\u90e8\u5206\u3082\u542b\u307e\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u3042\u308b\u7a0b\u5ea6\u76ee\u3067\u78ba\u8a8d\u3057\u3066\u4fee\u6b63\u3092\u3057\u305f\u307b\u3046\u304c\u3044\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size\">\u203b\u5f8c\u3067\u66f8\u3044\u3066\u307e\u3059\u304c\u3001\u5b9f\u969b\u306b\u56de\u7b54\u3055\u305b\u305f\u3042\u3068\u5c11\u3057\u6307\u793a\u3092\u8ffd\u52a0\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3067\u306f\u3001\u3053\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u5f8c\u3067\u3064\u304b\u3046\u306e\u3067\u5927\u5207\u306b\u4fdd\u7ba1\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\uff08\u5f79\u8005\u304c\u3064\u304b\u3046\u30ab\u30f3\u30da\uff09\u3092\u3064\u304f\u308b<\/h2>\n\n\n\n<p><code>RAG<\/code>\u3068\u3044\u3046\u306e\u306f<code>AI<\/code>\u3078\u306e\u8cea\u554f\u306e\u4e2d\u306b\u3044\u308c\u308b\u300c\u53c2\u8003\u30c7\u30fc\u30bf\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308a\u3001\u30ad\u30e3\u30e9\u8a2d\u5b9a\u3055\u308c\u305f\u5f79\u8005\u304c\u3001<strong>\u300c\u76f8\u624b\u3068\u904e\u53bb\u306b\u3069\u3093\u306a\u4f1a\u8a71\u3092\u3057\u305f\u304b\u300d\u3092\u601d\u3044\u51fa\u3059\u305f\u3081\u306e\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u3067\u306f<code>LINE<\/code>\u306e\u30c8\u30fc\u30af\u5c65\u6b74\u3092<code>RAG<\/code>\u3068\u3057\u3066\u3064\u304b\u3048\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f1a\u8a71\u306e\u5185\u5bb9\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\uff08\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30fb\u30c1\u30e3\u30f3\u30af\uff09<\/h3>\n\n\n\n<p>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30fb\u30c1\u30e3\u30f3\u30af\u3068\u306f\u3001\u305f\u3068\u3048\u3070\u4f1a\u8a71\u30c7\u30fc\u30bf\u3092<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30af\u30e9\u30d5\u30c8\u30d3\u30fc\u30eb\u306e\u8a71\uff1a\u4f1a\u8a71 1\u301c5<\/li>\n\n\n\n<li>\u8eca\u306e\u8a71\uff1a\u4f1a\u8a71 6\u301c9<\/li>\n\n\n\n<li>M-1\u306e\u8a71\uff1a\u4f1a\u8a71 10\u301c15<\/li>\n<\/ul>\n\n\n\n<p>\u307f\u305f\u3044\u306b\u3001<strong>\u610f\u5473\u304c\u3064\u306a\u304c\u3063\u3066\u3044\u308b\u90e8\u5206\u3054\u3068\u306b\u5206\u5272\u3059\u308b\u4f5c\u696d\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u3082\u3057\u6f2b\u753b\u300c\u30ef\u30f3\u30d4\u30fc\u30b9\u300d\u3067\u8a00\u3046\u306a\u3089\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6771\u306e\u6d77\u7de8\uff1a1\uff5e12\u5dfb<a href=\"https:\/\/one-piece.com\/story\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u200b<\/li>\n\n\n\n<li>\u30a2\u30e9\u30d0\u30b9\u30bf\u7de8\uff1a12\uff5e24\u5dfb<a href=\"https:\/\/one-piece.com\/story\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u200b<\/li>\n\n\n\n<li>\u7a7a\u5cf6\u7de8\uff1a24\uff5e32\u5dfb<a href=\"https:\/\/one-piece.com\/story\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u200b<\/li>\n\n\n\n<li>\u30c7\u30fc\u30d3\u30fc\u30d0\u30c3\u30af\u30d5\u30a1\u30a4\u30c8\u7de8\uff1a32\uff5e34\u5dfb<a href=\"https:\/\/one-piece.com\/story\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u200b<\/li>\n\n\n\n<li>\u30a6\u30a9\u30fc\u30bf\u30fc\u30bb\u30d6\u30f3\u7de8\uff1a34\uff5e39\u5dfb<\/li>\n\n\n\n<li><a href=\"https:\/\/one-piece.com\/story\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u200b&#8230;<\/li>\n<\/ul>\n\n\n\n<p>\u307f\u305f\u3044\u306a\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3057\u3066\u3001\u3053\u308c\u3089\u306e\u30b0\u30eb\u30fc\u30d7\u3092\u30d9\u30af\u30c8\u30eb\u5316\uff08\u6570\u5024\u5316\uff09\u3057\u3066\u691c\u7d22\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u306d\u3002<\/p>\n\n\n\n<p>\u5185\u90e8\u7684\u306b\u306f\u30ed\u30fc\u30ab\u30eb<code>AI<\/code>\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u610f\u5473\u306e\u5207\u308c\u76ee\u3092\u5224\u5225\u3059\u308b\u306e\u3067\u3001\u4eca\u56de\u306f\u300c<strong>mxbai-embed-large<\/strong>\u300d\u3092<code>Ollama<\/code>\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>docker compose exec ollama ollama pull mxbai-embed-large<\/strong><\/pre>\n\n\n\n<p>\u3064\u307e\u308a\u3001\u4eca\u56de\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30fb\u30c1\u30e3\u30f3\u30af\u306f<code>Python<\/code>\u30b3\u30fc\u30c9\u304c\u300chttp:\/\/localhost:11434\u300d\u3092\u901a\u3057\u3066\u30ed\u30fc\u30ab\u30ebAI\u306b\u30a2\u30af\u30bb\u30b9\u3057\u306a\u304c\u3089\u51e6\u7406\u3092\u3059\u308b\u3068\u3044\u3046\u5f62\u306b\u306a\u308a\u307e\u3059\uff08\u306a\u306e\u3067\u3001<code>docker compose<\/code>\u3067\u8d77\u52d5\u3057\u3066\u304a\u3044\u3066\u304b\u3089\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\uff09<\/p>\n\n\n\n<p>\u3067\u306f\u3001\u5148\u306b\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>pip3 install llama-index llama-index-embeddings-ollama<\/strong><\/pre>\n\n\n\n<p>\u203b\u306a\u304a\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u885d\u7a81\u3092\u3055\u3051\u308b\u305f\u3081\u306b\u3001venv\u3092\u4f7f\u3046\u307b\u3046\u304c\u5b89\u5168\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size\">\u203bChatGPT\u3067\u8cea\u554f\uff1a<a href=\"https:\/\/chatgpt.com\/?prompt=Python%E3%81%AE%E5%AE%9F%E8%A1%8C%E3%81%A7venv%E3%82%92%E4%BD%BF%E3%81%86%E3%81%B9%E3%81%8D%E7%90%86%E7%94%B1%E3%81%A8%E3%82%84%E3%82%8A%E3%81%8B%E3%81%9F\" target=\"_blank\" rel=\"noreferrer noopener\">Python\u306e\u5b9f\u884c\u3067venv\u3092\u4f7f\u3046\u3079\u304d\u7406\u7531\u3068\u3084\u308a\u304b\u305f<\/a><\/p>\n\n\n\n<p><strong>semantic_chunk.py<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>from typing import List, Dict<br>import json<br>import sys<br><br>from llama_index.core import Document<br>from llama_index.core.node_parser import SemanticSplitterNodeParser<br>from llama_index.embeddings.ollama import OllamaEmbedding<br><br>OLLAMA_MODEL_NAME = \"mxbai-embed-large:latest\"<br>OLLAMA_BASE_URL = \"http:\/\/localhost:11434\"<br><br>def build_and_save_semantic_chunks_with_llamaindex(<br>    pairs: List[Dict[str, str]],<br>    output_path: str<br>) -&gt; None:<br>    \"\"\"<br>    input\/output \u30da\u30a2\u914d\u5217\u3092\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30c1\u30e3\u30f3\u30af\u3057\u3001JSON\u4fdd\u5b58\u3059\u308b\u3002<br>    \"\"\"<br><br>    # \u30c7\u30fc\u30bf\u52a0\u5de5<br>    documents: List[Document] = []<br>    for p in pairs:<br>        input_text = (p.get(\"input\") or \"\").strip()<br>        output_text = (p.get(\"output\") or \"\").strip()<br>        if not input_text or not output_text:<br>            continue<br>        text = f\"Input:\\n{input_text}\\n\\nOutput:\\n{output_text}\"<br>        documents.append(Document(text=text))<br><br>    print(f\"\u2713 \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u6570: {len(documents)}\")<br>    print(\"\u2713 \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30c1\u30e3\u30f3\u30af\u4e2d...\")<br><br>    # \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30c1\u30e3\u30f3\u30af<br>    embed_model = OllamaEmbedding(<br>        model_name=OLLAMA_MODEL_NAME,<br>        base_url=OLLAMA_BASE_URL,<br>    )<br>    splitter = SemanticSplitterNodeParser.from_defaults(<br>        embed_model=embed_model,<br>        # breakpoint_percentile_threshold=95 # \u3057\u304d\u3044\u5024\u3092\u8abf\u6574\u3059\u308b\u5834\u5408<br>    )<br>    nodes = splitter.get_nodes_from_documents(documents)<br><br>    # JSON\u306b\u4fdd\u5b58<br>    nodes_json = [node.dict() for node in nodes]<br>    with open(output_path, \"w\", encoding=\"utf-8\") as f:<br>        json.dump(nodes_json, f, ensure_ascii=False, indent=2)<br><br>    print(f\"\u2713 \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30c1\u30e3\u30f3\u30af\u5b8c\u4e86: {len(nodes)} \u30ce\u30fc\u30c9\")<br><br>if __name__ == \"__main__\":<br>    if len(sys.argv) != 3:<br>        print(\"\u4f7f\u3044\u65b9: python semantic_chunk.py &lt;input_json_file&gt; &lt;output_json_file&gt;\")<br>        sys.exit(1)<br><br>    input_path = sys.argv[1]<br>    output_path = sys.argv[2]<br>    pairs = json.load(open(input_path, \"r\", encoding=\"utf-8\"))<br>    build_and_save_semantic_chunks_with_llamaindex(<br>        pairs,<br>        output_path,<br>    )<\/strong><\/pre>\n\n\n\n<p class=\"has-small-font-size\">\u203b\u4e00\u6c17\u306bQdrant\u3078\u5165\u308c\u3066\u3082\u3044\u3044\u3093\u3067\u3059\u304c\u3001\u30d9\u30af\u30c8\u30eb\u5316\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u5834\u5408\u3001\u3084\u308a\u306a\u304a\u3057\u3059\u308b\u306e\u304c\u9762\u5012\u306a\u306e\u3067\u4e00\u65e6JSON\u30d5\u30a1\u30a4\u30eb\u306b\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3067\u306f\u3001\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>python3 semantic_chunk.py pairs.json chunked_pairs.json<\/strong><\/pre>\n\n\n\n<p>\u3053\u308c\u3067\u300c<strong>chunked_pairs.json<\/strong><code>\u300d<\/code>\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u304c\u3067\u304d\u3066\u3044\u305f\u3089\u5b8c\u6210\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Qdrant\uff08\u3042\u3044\u307e\u3044\u691c\u7d22\u3067\u304d\u308bDB\uff09\u3078\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58<\/h2>\n\n\n\n<p>\u307e\u305a<code>Qdrant<\/code>\u306e\u64cd\u4f5c\u306b\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>pip3 install qdrant-client<\/strong><\/pre>\n\n\n\n<p>\u5b9f\u969b\u306e\u30b3\u30fc\u30c9\u306f\u3053\u3061\u3089\u3002<\/p>\n\n\n\n<p><strong>save_vector.py<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>import json<br>import sys<br>import re<br>from llama_index.core.schema import TextNode<br>from llama_index.embeddings.ollama import OllamaEmbedding<br>from qdrant_client import QdrantClient<br>from qdrant_client.models import Distance, VectorParams<br><br>OLLAMA_MODEL_NAME = \"mxbai-embed-large:latest\"<br>OLLAMA_BASE_URL = \"http:\/\/localhost:11434\"<br>QDRANT_URL = \"http:\/\/localhost:6333\"<br>COLLECTION_NAME = \"semantic_chunks_collection\"<br>EMBEDDING_DIM = 1024 <br><br>def init_db(client: QdrantClient):<br>    if client.collection_exists(COLLECTION_NAME):<br>        client.delete_collection(COLLECTION_NAME)<br>    client.create_collection(<br>        collection_name=COLLECTION_NAME,<br>        vectors_config=VectorParams(size=EMBEDDING_DIM, distance=Distance.COSINE),<br>    )<br><br>def save_vector(json_path: str):<br>    \"\"\"<br>    \u4fdd\u5b58\u3055\u308c\u305fJSON\u30ce\u30fc\u30c9\u3092\u8aad\u307f\u8fbc\u307f\u3001Qdrant\u3078\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3002<br>    \"\"\"<br>    with open(json_path, \"r\", encoding=\"utf-8\") as f:<br>        nodes_data = json.load(f)<br>    nodes = [TextNode.from_dict(data) for data in nodes_data]<br>    print(f\"\u2713 {len(nodes)} \u500b\u306e\u30ce\u30fc\u30c9\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3057\u305f\u3002\")<br><br>    embed_model = OllamaEmbedding(<br>        model_name=OLLAMA_MODEL_NAME,<br>        base_url=OLLAMA_BASE_URL,<br>    )<br>    client = QdrantClient(url=QDRANT_URL)<br>    init_db(client)<br><br>    print(\"\u2713 \u30d9\u30af\u30c8\u30eb\u5909\u63db\u304a\u3088\u3073Qdrant\u3078\u306e\u4fdd\u5b58\u3092\u958b\u59cb\u3057\u307e\u3059...\")<br>    <br>    points = []<br>    for i, node in enumerate(nodes):<br>        content = node.get_content()<br><br>        match = re.search(r\"Input:\\s*(.*?)\\s*Output:\", content, re.DOTALL | re.IGNORECASE)<br>        if match:<br>            target_text = match.group(1).strip()<br>        else:<br>            target_text = content<br>        <br>        embedding = embed_model.get_text_embedding(target_text)<br>        <br>        # Qdrant\u306ePoint\u5f62\u5f0f\u306b\u5909\u63db<br>        points.append({<br>            \"id\": i,<br>            \"vector\": embedding,<br>            \"payload\": {<br>                \"text\": content,<br>            }<br>        })<br><br>    client.upsert(<br>        collection_name=COLLECTION_NAME,<br>        points=points<br>    )<br><br>    print(f\"\u2713 \u5b8c\u4e86: '{COLLECTION_NAME}' \u306b {len(points)} \u4ef6\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3057\u307e\u3057\u305f\u3002\")<br><br>if __name__ == \"__main__\":<br>    if len(sys.argv) &lt; 2:<br>        print(\"\u4f7f\u3044\u65b9: python store_qdrant.py &lt;input_nodes_json&gt;\")<br>        sys.exit(1)<br><br>    input_json = sys.argv[1]<br>    save_vector(input_json)<\/strong><\/pre>\n\n\n\n<p id=\"image-border-3\">\u3053\u308c\u3092\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>python3 save_vector.py chunked_pairs.json<\/strong><\/pre>\n\n\n\n<p id=\"image-border-3\">\u3046\u307e\u304f\u3044\u304f\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b<code>Qdrant<\/code>\u306b\u30c7\u30fc\u30bf\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full image-border-3\"><img loading=\"lazy\" decoding=\"async\" width=\"555\" height=\"68\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-12.png\" alt=\"\" class=\"wp-image-22302\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-12.png 555w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-12-300x37.png 300w\" sizes=\"auto, (max-width: 555px) 100vw, 555px\" \/><\/figure>\n\n\n\n<p>\u3053\u308c\u3067\u3001AI\u4eba\u683c\u3092\u3064\u304f\u308b\u90e8\u5206\u306f\u5b8c\u4e86\u3067\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LINE\u304b\u3089\u8cea\u554f\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b<\/h2>\n\n\n\n<p>\u3053\u3053\u304b\u3089\u306f\u3001\u4ee5\u4e0b\u306e\u69cb\u6210\u3067AI\u4eba\u683c\u306b\u8cea\u554f&amp;\u56de\u7b54\u3055\u305b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>LINE\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u9001\u4fe1<\/li>\n\n\n\n<li>ngrok\u3067\u30a6\u30a7\u30d6\u30d5\u30c3\u30af\u3092\u30ed\u30fc\u30ab\u30eb\u3078\u8ee2\u9001<\/li>\n\n\n\n<li>FastAPI\u3067\u53d7\u4fe1<\/li>\n\n\n\n<li>AI\u4eba\u683c\u306b\u8cea\u554f<\/li>\n\n\n\n<li>LINE\u3067\u8fd4\u4fe1<\/li>\n<\/ol>\n\n\n\n<p>\u3067\u306f\u3001\u30a6\u30a7\u30d6\u30d5\u30c3\u30af\u3092\u53d7\u4fe1\u3059\u308b<code>FastAPI<\/code>\u3092\u3064\u304f\u308a\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u306f\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304b\u3089\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>pip install fastapi uvicorn httpx<\/strong><\/pre>\n\n\n\n<p>\u30b3\u30fc\u30c9\u306f\u3053\u3061\u3089\u3002<\/p>\n\n\n\n<p><strong>main.py<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>import os<br>import httpx<br>from fastapi import FastAPI, Request<br>from typing import List<br><br>app = FastAPI()<br><br># --- \u8a2d\u5b9a\u9805\u76ee ---<br>OLLAMA_URL = \"http:\/\/localhost:11434\"<br>QDRANT_URL = \"http:\/\/localhost:6333\"<br>COLLECTION_NAME = \"semantic_chunks_collection\"<br>EMBEDDING_MODEL = \"mxbai-embed-large:latest\"<br>LLM_MODEL = \"gemma3n:e4b\"<br>SYSTEM_PROMPT_FILE = \"system_prompt.md\"<br><br># LINE\u8a2d\u5b9a<br>LINE_CHANNEL_ACCESS_TOKEN = \"jZJh2sWMzXEbA1gbzhNF+flUfC8UZQI8Pb9lZw+ZNot4UzAA48kfpvgoW8bgO1hPLohgwhRgzUadr9lfX6Mt\/M5y41mlHQHWwG\/H5tlK0RaWd5g3DUqt8zApkh62J9FEZwKxDWbXNDPuQXfAP\/x6QwdB04t89\/1O\/w1cDnyilFU=\"<br>LINE_REPLY_URL = \"https:\/\/api.line.me\/v2\/bot\/message\/reply\"<br><br>def load_system_prompt() -&gt; str:<br>    if not os.path.exists(SYSTEM_PROMPT_FILE):<br>        raise FileNotFoundError(f\"\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093: {SYSTEM_PROMPT_FILE}\")<br>    with open(SYSTEM_PROMPT_FILE, \"r\", encoding=\"utf-8\") as f:<br>        return f.read().strip()<br><br>async def get_embedding(text: str) -&gt; List[float]:<br>    async with httpx.AsyncClient() as client:<br>        res = await client.post(<br>            f\"{OLLAMA_URL}\/api\/embeddings\",<br>            json={\"model\": EMBEDDING_MODEL, \"prompt\": text},<br>            timeout=30.0<br>        )<br>        res.raise_for_status()<br>        return res.json()[\"embedding\"]<br><br>async def search_qdrant(vector: List[float], top_k: int = 5) -&gt; str:<br>    async with httpx.AsyncClient() as client:<br>        res = await client.post(<br>            f\"{QDRANT_URL}\/collections\/{COLLECTION_NAME}\/points\/search\",<br>            json={<br>                \"vector\": vector,<br>                \"limit\": top_k,<br>                \"with_payload\": True<br>            },<br>            timeout=10.0<br>        )<br>        res.raise_for_status()<br>        results = res.json().get(\"result\", [])<br>        texts = [r.get(\"payload\", {}).get(\"text\", \"\") for r in results]<br>        return \"\\n---\\n\".join(texts)<br><br>@app.post(\"\/webhook\")<br>async def line_webhook(request: Request):<br>    # \u672c\u6765\u306f\u3053\u3053\u3067\u7f72\u540d\u3092\u691c\u8a3c\u3059\u308b<br>    <br>    data = await request.json()<br>    events = data.get(\"events\", [])<br><br>    for event in events:<br>        if event.get(\"type\") == \"message\" and event[\"message\"].get(\"type\") == \"text\":<br>            reply_token = event[\"replyToken\"]<br>            user_text = event[\"message\"][\"text\"]<br>            <br>            try:<br>                vector = await get_embedding(user_text)<br>                context = await search_qdrant(vector)<br><br>                system_prompt = load_system_prompt()<br>                full_prompt = (<br>                    f\"{system_prompt}\\n\\n\"<br>                    \"## Knowledge\\n\"<br>                    f\"{context}\"<br>                )<br>                print(full_prompt) # \u30c7\u30d0\u30c3\u30b0\u7528<br>                <br>                async with httpx.AsyncClient() as client:<br>                    res = await client.post(<br>                        f\"{OLLAMA_URL}\/api\/chat\",<br>                        json={<br>                            \"model\": LLM_MODEL,<br>                            \"messages\": [<br>                                {\"role\": \"system\", \"content\": full_prompt},<br>                                {\"role\": \"user\", \"content\": user_text}<br>                            ],<br>                            \"stream\": False<br>                        },<br>                        timeout=120.0<br>                    )<br>                    res.raise_for_status()<br>                    ai_message = res.json().get(\"message\", {}).get(\"content\", \"\u751f\u6210\u5931\u6557\")<br><br>                async with httpx.AsyncClient() as client:<br>                    headers = {<br>                        \"Content-Type\": \"application\/json\",<br>                        \"Authorization\": f\"Bearer {LINE_CHANNEL_ACCESS_TOKEN}\"<br>                    }<br>                    payload = {<br>                        \"replyToken\": reply_token,<br>                        \"messages\": [{\"type\": \"text\", \"text\": ai_message.strip()}]<br>                    }<br>                    await client.post(LINE_REPLY_URL, headers=headers, json=payload)<br><br>            except Exception as e:<br>                print(f\"Error during processing: {e}\")<br><br>    return {\"status\": \"ok\"}<br><br>if __name__ == \"__main__\":<br>    import uvicorn<br>    uvicorn.run(app, host=\"0.0.0.0\", port=8000)<\/strong><\/pre>\n\n\n\n<p>\u3053\u308c\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3059\u308b\u3068\u30a6\u30a7\u30d6\u30d5\u30c3\u30af\u3092\u5f85\u3061\u53d7\u3051\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u306a\u304a\u3001<code>LINE Messaging API<\/code>\u3068<code>ngok<\/code>\u306e\u3064\u306a\u304e\u65b9\u306f\u7701\u7565\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30da\u30fc\u30b8\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size\"><strong>\u53c2\u8003\u30da\u30fc\u30b8\uff1a<\/strong><a href=\"https:\/\/blog.capilano-fw.com\/?p=21386\" target=\"_blank\" rel=\"noreferrer noopener\">\u9818\u53ce\u66f8\u3001\u8acb\u6c42\u66f8\u3001\u898b\u7a4d\u66f8\u3092 LINE\u3067\u9001\u308b\u3060\u3051\u81ea\u52d5\u51e6\u7406\uff01\u30b9\u30e2\u30fc\u30eb\u30d3\u30b8\u30cd\u30b9\u306e\u7d4c\u7406\u3092\u697d\u306b\u3059\u308b\u30b7\u30b9\u30c6\u30e0<\/a><\/p>\n\n\n\n<p>\u3053\u308c\u3067\u4f5c\u696d\u306f\u5b8c\u4e86\u3067\u3059\uff01<br>\u304a\u75b2\u308c\u69d8\u3067\u3057\u305f\ud83d\ude0a\u2728<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c6\u30b9\u30c8\u3057\u3066\u307f\u308b<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<p>\u3067\u306f\u3001\u4ee5\u4e0b3\u3064\u3092\u8d77\u52d5\u3057\u3066\u5b9f\u969b\u306b<code>LINE<\/code>\u304b\u3089\u30e1\u30c3\u30bb\u30fc\u30b8\u9001\u4fe1\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Open WebUI\uff08Ollama+Qdrant\uff09<\/li>\n\n\n\n<li>FastAPI<\/li>\n\n\n\n<li>ngrok\uff08LINE\u306e\u65b9\u306b\u8a2d\u5b9a\u304c\u5fc5\u8981\u3002\u8ee2\u9001\u30dd\u30fc\u30c8\u306f8000\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u3069\u3046\u306a\u3063\u305f\u3067\u3057\u3087\u3046\u304b\u30fb\u30fb\u30fb\u30fb\u30fb\u30fb\ud83e\udd14<\/p>\n\n\n\n<p>\u30e9\u30fc\u30e1\u30f3\u306e\u8a71\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"265\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-13.png\" alt=\"\" class=\"wp-image-22382\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-13.png 450w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-13-300x177.png 300w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/figure>\n\n\n\n<p>\u304a\u7b11\u3044\u30e9\u30a4\u30d6\u306e\u8a71\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"195\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-15.png\" alt=\"\" class=\"wp-image-22383\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-15.png 450w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-15-300x130.png 300w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/figure>\n\n\n\n<p>\u30c4\u30fc\u30ea\u30f3\u30b0\u306e\u8a71\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"240\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-14.png\" alt=\"\" class=\"wp-image-22384\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-14.png 450w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-14-300x160.png 300w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/figure>\n\n\n\n<p>\u5fdc\u7b54\u304c100%\u6b63\u3057\u304f\u306a\u3044\u306e\u306fAI\u30e2\u30c7\u30eb\u304c\u8ca7\u5f31\u306a\u306e\u3067\u3057\u304b\u305f\u306a\u3044\u3067\u3059\u304c\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u5185\u5bb9\u306f\u300c\u304a\u524d\u3001\u4ffa\u304b\uff01\u300d\u3068\u601d\u3046\u90e8\u5206\u3082\u3042\u308a\u307e\u3059\uff08\u7b11\uff09<\/p>\n\n\n\n<p>\u305f\u3060\u3001\u3055\u3059\u304c\u306b\u7d75\u6587\u5b57\u3092\u591a\u7528\u3057\u3066\u300c<strong>\u30aa\u30b8\u30b5\u30f3\u69cb\u6587<\/strong>\u300d\u304c\u3059\u304e\u308b\u306e\u3067\u3001\u4ee5\u4e0b\u3092\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u8ffd\u52a0\u3057\u3066\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>### \u53e5\u8aad\u70b9\u3068\u6539\u884c\u306e\u30eb\u30fc\u30eb<br><br>\uff08\u7701\u7565\uff09<br><br>- \u305f\u3060\u3057\u3001\u9023\u7d9a\u3059\u308b\u7d75\u6587\u5b57\u306f2\u6587\u5b57\u307e\u3067\u3067\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u4e2d\u306b\u542b\u3081\u308b\u7d75\u6587\u5b57\u306f\u6700\u59273\u3064\u307e\u3067<\/strong><\/pre>\n\n\n\n<p>\u3059\u308b\u3068\u3001\u307e\u3060\u30aa\u30b8\u30b5\u30f3\u4fc2\u6570\u306f\u5c11\u3057\u4f4e\u3044\u30ea\u30a2\u30eb\u306a\u5909\u66f4\u306b\u8fd1\u3065\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><strong>\u3010\u5148\u306b\u805e\u3044\u3066\u307b\u3057\u3044\uff01\u3011\u81ea\u5206\u306e\u540d\u8a89\u306e\u305f\u3081\u306b\u3044\u3044\u307e\u3059\u304c\u3001\u30cf\u30fc\u30c8\u306e\u7d75\u6587\u5b57\u3092\u3064\u304b\u3046\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\uff01<\/strong>\uff08\u30d1\u30fc\u30c8\u30ca\u30fc\u4ee5\u5916\u306d\ud83d\ude02\uff09<\/p>\n\n\n\n<p>\u6771\u4eac\u306e\u8a71\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"237\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-16.png\" alt=\"\" class=\"wp-image-22388\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-16.png 450w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-16-300x158.png 300w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/figure>\n\n\n\n<p>\u30ef\u30a4\u30f3\u306e\u8a71\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"334\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-17.png\" alt=\"\" class=\"wp-image-22389\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-17.png 450w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-17-300x223.png 300w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/figure>\n\n\n\n<p>\u5f85\u3061\u5408\u308f\u305b\u306e\u8a71\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"145\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-18.png\" alt=\"\" class=\"wp-image-22390\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-18.png 450w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2026\/01\/ai-powered-line-chats-18-300x97.png 300w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/figure>\n\n\n\n<p>\u307e\u3060\u307e\u3060\u7d75\u6587\u5b57\u4f7f\u3044\u3059\u304e\u3067\u3059\u304c\u3001\u30ed\u30fc\u30ab\u30ebAI\u306a\u306e\u3067\u3057\u3087\u3046\u304c\u306a\u3044\u3068\u3053\u308d\u3067\u3059\u306d\uff08\u3082\u3063\u3068\u3044\u3044LLM\u4f7f\u3048\u308b\u306a\u3089\u6539\u5584\u3059\u308b\u3068\u601d\u3044\u307e\u3059\uff09<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001\u6210\u529f\u3068\u8a00\u3063\u3066\u3044\u3044\u3093\u3058\u3083\u306a\u3044\u3067\u3057\u3087\u3046\u304b\ud83d\ude0a\u2728<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f01\u696d\u69d8\u3078\u306e\u3054\u63d0\u6848<\/h2>\n\n\n\n<p>AI\u4eba\u683c\u3092\u300c\u904a\u3073\u300d\u3067\u7d42\u308f\u3089\u305b\u308b\u306e\u306f\u3001\u3082\u3063\u305f\u3044\u306a\u3044\u3067\u3059\u3002<br>\u306a\u305c\u306a\u3089\u3001\u3053\u306e\u4ed5\u7d44\u307f\u3092\u5c11\u3057\u30a2\u30ec\u30f3\u30b8\u3059\u308c\u3070\u3001<strong>\u696d\u52d9\u52b9\u7387\u5316\u3084\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u5171\u6709\u306e\u5f37\u529b\u306a\u6b66\u5668<\/strong>\u306b\u306a\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u3053\u3093\u306a\u4f7f\u3044\u65b9\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n<ul 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class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"320\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2018\/11\/no_24.png\" alt=\"\" class=\"wp-image-2173\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2018\/11\/no_24.png 300w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2018\/11\/no_24-281x300.png 281w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure><\/div>\n\n\n<p 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class=\"screen-reader-text\">&#8220;LINE\u30c8\u30fc\u30af\u5c65\u6b74\u3067\u3064\u304f\u3063\u305f\u300cAI\u4eba\u683c\u300d\u306e\u7cbe\u5ea6\u304c\u9ad8\u304f\u3001\u5b8c\u74a7\u306b\u30aa\u30b8\u30b5\u30f3\u69cb\u6587\u3067\u7b11\u3063\u305f\u8a71\ud83d\ude02\u2728&#8221; 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