{"id":82345,"date":"2026-02-02T08:00:00","date_gmt":"2026-02-01T23:00:00","guid":{"rendered":"https:\/\/www.creationline.com\/tech-blog\/?p=82345"},"modified":"2026-01-30T16:52:55","modified_gmt":"2026-01-30T07:52:55","slug":"%e6%97%a5%e5%a0%b1%e3%82%92gemini%e3%81%a7%e6%9c%88%e5%a0%b1%e3%81%ab%e3%81%be%e3%81%a8%e3%82%81%e3%81%a6%e3%81%bf%e3%81%9f-ai-llm-gemini","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/chatgpt-ai\/llm\/82345","title":{"rendered":"\u65e5\u5831\u3092Gemini\u3067\u6708\u5831\u306b\u307e\u3068\u3081\u3066\u307f\u305f #ai #llm #gemini"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u7b46\u8005\u306f\u81ea\u4e3b\u7684\u306b\u4f5c\u696d\u65e5\u5831\u3092Markdown\u5f62\u5f0f\u3067\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306b\u8a18\u8f09\u3057\u3066\u3044\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30eb\u306f\u6708\u3054\u3068\u306b\u5206\u5272\u3057\u3066\u304a\u308a\u3001\u7fcc\u6708\u521d\u306b\u300e\u6708\u5831\u300f\u306b\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u3002\u5f53\u521d\u306f\u624b\u4f5c\u696d\u3067\u307e\u3068\u3081\u3066\u3044\u305f\u306e\u3067\u3001\u304b\u306a\u308a\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u5f8c\u3001<a href=\"https:\/\/chatgpt.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">ChatGPT<\/a>\u306e\u767b\u5834\u306b\u3088\u308a\u3001\u65e5\u5831\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u300c\u3053\u308c\u3092\u307e\u3068\u3081\u3066\u300d\u3068\u6307\u793a\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u5e45\u306a\u6642\u9593\u77ed\u7e2e\u304c\u3067\u304d\u307e\u3057\u305f\uff08\u203b\u306a\u304a\u3001\u65e5\u5831\u30d5\u30a1\u30a4\u30eb\u306b\u6a5f\u5bc6\u60c5\u5831\u306f\u542b\u3081\u3066\u3044\u307e\u305b\u3093\uff09\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u65e5\u5831\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3001\u6307\u793a\u3001\u7d50\u679c\u3092\u30b3\u30d4\u30fc\u3001\u6708\u5831\u30d5\u30a1\u30a4\u30eb\u306b\u30da\u30fc\u30b9\u30c8\u3001\u3068\u3044\u3046\u624b\u9806\u304c\u7169\u96d1\u3067\u3059\u3057\u3001ChatGPT\u306e\u30a6\u30a7\u30d6UI\u306e\u51fa\u529b\u7d50\u679c\u3092\u30b3\u30d4\u30fc\uff06\u30da\u30fc\u30b9\u30c8\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u898b\u51fa\u3057\u3084\u7b87\u6761\u66f8\u304d\u304c\u5d29\u308c\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u3001\u65e5\u5831\u30d5\u30a1\u30a4\u30eb\u3092\u4e0e\u3048\u308b\u3060\u3051\u3067\u3001<a href=\"https:\/\/gemini.google.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Google Gemini<\/a>\u3067\u307e\u3068\u3081\u3066\u6708\u5831\u30d5\u30a1\u30a4\u30eb\u306b\u51fa\u529b\u3059\u308b<a href=\"https:\/\/www.python.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Python<\/a> \u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\u306a\u304a\u3001\u672c\u7a3f\u3067\u306fAPI\u30ad\u30fc\u306e\u53d6\u5f97\u306a\u3069\u306e\u4e8b\u524d\u6e96\u5099\u306b\u3064\u3044\u3066\u306f\u5272\u611b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u65e5\u5831\u306e\u4f8b<\/h2>\n\n\n\n<p>\u7b46\u8005\u306f\u6b21\u306e\u3088\u3046\u306a\u4f5c\u696d\u65e5\u5831\u3092\u3064\u3051\u3066\u3044\u307e\u3059\uff08\u203b\u4e00\u90e8\u6539\u5909\u3057\u3066\u3044\u307e\u3059\uff09\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"md\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">## 1\/29\n\n10:00-12:00 13:00-19:00 \u696d\u52d9\u52b9\u7387\u5316\n\n* genmaicha \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\n    * MCP\u30b5\u30fc\u30d0\u304c\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u3059\u308b\u3002\n        * \u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u3092\u30c7\u30d5\u30a9\u30eb\u30c8\u306e45\u79d2\u304b\u308960\u79d2\u306b\u5ef6\u9577\u3002\n        * openssl \u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u5bfe\u5fdc\u3002\n        * \u672c\u756a\u306b\u30c7\u30d7\u30ed\u30a4\u3002\n    * MCP\u30b5\u30fc\u30d0\u9023\u643a\n        * \u30b9\u30c6\u30fc\u30b8\u30f3\u30b0\u306fterraform\u3092\u8a2d\u5b9a\u3057\u3066\u5909\u66f4\u6e08\u307f\u3002\n    * \u30a4\u30b7\u30e5\u30fc\u30dc\u30fc\u30c9\u68da\u5378\u3057\u3002\n\n12:00-13:00 \u663c\u4f11\u307f<\/pre>\n\n\n\n<p>\u6708\u5831\u30d5\u30a1\u30a4\u30eb\u306b\u3059\u308b\u969b\u3001\u3053\u308c\u304b\u3089\u6642\u9593\u3092\u629c\u3044\u305f\u308a\u3001\u5206\u91ce\u3054\u3068\u306b\u307e\u3068\u3081\u308b\u624b\u4f5c\u696d\u306b\u624b\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6708\u5831\u307e\u3068\u3081\u30b9\u30af\u30ea\u30d7\u30c8<\/h2>\n\n\n\n<p><a href=\"https:\/\/claude.com\/product\/claude-code\" target=\"_blank\" rel=\"noreferrer noopener\">Claude Code<\/a>\u3067\u4f5c\u6210\u3055\u305b\u305f\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u6708\u5831\u307e\u3068\u3081\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">#!\/usr\/bin\/env python3\nimport argparse\nimport os\nfrom pathlib import Path\n\nfrom dotenv import load_dotenv\nfrom google import genai\n\ndef load_prompt(content: str) -> str:\n    prompt_path = Path(__file__).parent.parent \/ \"prompts\" \/ \"summary.txt\"\n    template = prompt_path.read_text()\n    return template.format(content=content)\n\nMIN_LINES = 5\nMAX_RETRIES = 3\n\ndef summarize(file_path: Path) -> str:\n    content = file_path.read_text()\n    prompt = load_prompt(content)\n\n    client = genai.Client(api_key=os.environ[\"GEMINI_API_KEY\"])\n    model_name = os.environ.get(\"GEMINI_MODEL\", \"gemini-3-flash-preview\")\n    response = client.models.generate_content(model=model_name, contents=prompt)\n    return response.text or \"\"\n\ndef summarize_with_retry(file_path: Path) -> str:\n    \"\"\"\u307e\u3068\u3081\u3092\u751f\u6210\u3057\u3001\u5185\u5bb9\u304c\u5c11\u306a\u3059\u304e\u308b\u5834\u5408\u306f\u30ea\u30c8\u30e9\u30a4\u3059\u308b\"\"\"\n    for attempt in range(MAX_RETRIES):\n        result = summarize(file_path)\n        line_count = len(result.strip().split(\"\\n\"))\n\n        if line_count >= MIN_LINES:\n            return result\n\n        print(f\"\u751f\u6210\u7d50\u679c\u304c\u77ed\u3059\u304e\u307e\u3059\uff08{line_count}\u884c\uff09\u3002\u30ea\u30c8\u30e9\u30a4\u4e2d... ({attempt + 1}\/{MAX_RETRIES})\")\n\n    print(f\"\u8b66\u544a: {MAX_RETRIES}\u56de\u30ea\u30c8\u30e9\u30a4\u3057\u307e\u3057\u305f\u304c\u3001\u5341\u5206\u306a\u5185\u5bb9\u304c\u751f\u6210\u3055\u308c\u307e\u305b\u3093\u3067\u3057\u305f\")\n    return result\n\ndef main():\n    load_dotenv()\n\n    parser = argparse.ArgumentParser(description=\"\u65e5\u5831\u307e\u3068\u3081\u751f\u6210\u30c4\u30fc\u30eb\")\n    parser.add_argument(\"file\", type=Path, help=\"\u65e5\u5831\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\")\n    args = parser.parse_args()\n\n    result = summarize_with_retry(args.file)\n\n    output_dir = Path(__file__).parent.parent \/ \"monthly\"\n    output_dir.mkdir(exist_ok=True)\n    output_path = output_dir \/ args.file.name\n    output_path.write_text(result)\n    print(f\"\u4fdd\u5b58\u3057\u307e\u3057\u305f: {output_path}\")\n\nif __name__ == \"__main__\":  # pragma: no cover\n    main()<\/pre>\n\n\n\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u6b21\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"md\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\u4ee5\u4e0b\u306f\u6708\u9593\u306e\u696d\u52d9\u65e5\u5831\u3067\u3059\u3002\u4f5c\u696d\u30ab\u30c6\u30b4\u30ea\u3054\u3068\u306b\u5185\u5bb9\u3092\u307e\u3068\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n# \u51fa\u529b\u5f62\u5f0f\n- Markdown\u5f62\u5f0f\u3067\u51fa\u529b\u3059\u308b\n- \u30ab\u30c6\u30b4\u30ea\u540d\u3054\u3068\u306bH2\u898b\u51fa\u3057\u3067\u533a\u5207\u308b\n- \u5404\u30ab\u30c6\u30b4\u30ea\u5185\u306e\u4f5c\u696d\u5185\u5bb9\u3092\u7b87\u6761\u66f8\u304d\u3067\u307e\u3068\u3081\u308b\n- \u91cd\u8907\u3059\u308b\u5185\u5bb9\u306f\u7d71\u5408\u3059\u308b\n- \u6642\u9593\u60c5\u5831\u306f\u542b\u3081\u306a\u3044\n- \u4f11\u61a9\u3084\u5916\u51fa\uff08\u663c\u4f11\u307f\u3001\u901a\u9662\u306a\u3069\uff09\u306f\u542b\u3081\u306a\u3044\n\n# \u65e5\u5831\u30c7\u30fc\u30bf\n{content}<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u6708\u5831\u306e\u4f8b<\/h2>\n\n\n\n<p>\u307e\u3068\u3081\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u751f\u6210\u3057\u305f\u6708\u5831\u3067\u3059\uff08\u203b\u4e00\u90e8\u6539\u5909\u3057\u3066\u3044\u307e\u3059\uff09\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"md\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">## \u696d\u52d9\u52b9\u7387\u5316\uff08genmaicha \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff09\n\n### \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fb\u30a4\u30f3\u30d5\u30e9\u69cb\u7bc9\n- Docker\u30a4\u30e1\u30fc\u30b8\u306e\u30de\u30eb\u30c1\u30b9\u30c6\u30fc\u30b8\u30d3\u30eb\u30c9\u5c0e\u5165\u306b\u3088\u308b\u30b5\u30a4\u30ba\u534a\u6e1b\n- OpenTofu\uff08Terraform\uff09\u306b\u3088\u308b\u30a4\u30f3\u30d5\u30e9\u69cb\u6210\u7ba1\u7406\u304a\u3088\u3073\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u6210\u306e\u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0\n\n### \u30e2\u30c7\u30eb\u79fb\u884c\u30fbAI\u6a5f\u80fd\u5b9f\u88c5\n- \u5229\u7528\u30e2\u30c7\u30eb\u3092Azure OpenAI\u304b\u3089Gemini\u3078\u5b8c\u5168\u306b\u79fb\u884c\n- Gemini\u5bfe\u5fdc\u306b\u4f34\u3046\u578b\u30a8\u30e9\u30fc\uff08mypy\uff09\u306e\u4fee\u6b63\u304a\u3088\u3073\u52d5\u4f5c\u78ba\u8a8d\n\n### \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u4fdd\u5b88\u30fb\u904b\u7528\n- \u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u5bfe\u5fdc\uff08openssl\uff09\n- MCP\u30b5\u30fc\u30d0\u306b\u304a\u3051\u308b\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u6642\u9593\u306e\u5ef6\u9577\u5bfe\u5fdc\n- \u4e0d\u8981\u306a\u74b0\u5883\u5909\u6570\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u6574\u7406\n- MCP Inspector\u3092\u7528\u3044\u305fMCP\u30b5\u30fc\u30d0\u306e\u52d5\u4f5c\u78ba\u8a8d\n- \u30a4\u30b7\u30e5\u30fc\u30dc\u30fc\u30c9\u306e\u68da\u5378\u3057\n\n## \u4f1a\u8b70\u30fb\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u30fb\u30a4\u30d9\u30f3\u30c8\n- \u30c1\u30fc\u30e0\u5b9a\u4f8bMTG\u3078\u306e\u53c2\u52a0\n- \u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u306e\u904b\u55b6\u30b5\u30dd\u30fc\u30c8<\/pre>\n\n\n\n<p>\u5148\u306e 1\/29 \u4ee5\u524d\u306e\u5206\u3082\u4e0e\u3048\u3066\u304a\u308a\u3001\u30ab\u30c6\u30b4\u30ea\u3054\u3068\u306b\u304d\u3061\u3093\u3068\u5206\u985e\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3055\u3089\u306a\u308b\u6539\u5584<\/h2>\n\n\n\n<p>\u6307\u5b9a\u65e5\u306e\u65e5\u5831\u3092\u3001\u6307\u5b9a\u306e<a href=\"https:\/\/slack.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Slack<\/a>\u30c1\u30e3\u30f3\u30cd\u30eb\u306b\u6295\u7a3f\u3059\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u3082Claude Code\u306b\u4f5c\u3089\u305b\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">#!\/usr\/bin\/env python3\nimport argparse\nimport os\nimport re\nfrom datetime import date\nfrom pathlib import Path\n\nfrom dotenv import load_dotenv\nfrom slack_sdk import WebClient\nfrom slack_sdk.errors import SlackApiError\n\ndef extract_daily_section(content: str, target_date: date) -> str | None:\n    \"\"\"\u65e5\u5831\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u6307\u5b9a\u65e5\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3092\u62bd\u51fa\"\"\"\n    # ## 1\/5 \u307e\u305f\u306f ## 01\/05 \u5f62\u5f0f\u306b\u5bfe\u5fdc\n    month = target_date.month\n    day = target_date.day\n    pattern = rf\"^## {month}\/{day}\\b\"\n\n    lines = content.split(\"\\n\")\n    start_idx = None\n\n    for i, line in enumerate(lines):\n        if re.match(pattern, line):\n            start_idx = i\n            break\n\n    if start_idx is None:\n        return None\n\n    # \u6b21\u306e ## \u304c\u73fe\u308c\u308b\u307e\u3067\u3001\u307e\u305f\u306f\u672b\u5c3e\u307e\u3067\n    end_idx = len(lines)\n    for i in range(start_idx + 1, len(lines)):\n        if lines[i].startswith(\"## \"):\n            end_idx = i\n            break\n\n    section = \"\\n\".join(lines[start_idx:end_idx]).rstrip()\n    return section if section else None\n\ndef post_to_slack(content: str, channel: str, token: str) -> str:\n    \"\"\"Slack\u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u6295\u7a3f\u3057\u3001\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u3092\u8fd4\u3059\"\"\"\n    client = WebClient(token=token)\n    response = client.chat_postMessage(channel=channel, text=content)\n    return response[\"ts\"]\n\ndef post_daily_report(file_path: Path, target_date: date | None = None) -> str | None:\n    \"\"\"\u65e5\u5831\u30d5\u30a1\u30a4\u30eb\u306e\u6307\u5b9a\u65e5\u5206\u3092Slack\u306b\u6295\u7a3f\"\"\"\n    token = os.environ.get(\"SLACK_USER_TOKEN\")\n    channel = os.environ.get(\"SLACK_CHANNEL\")\n\n    if not token or not channel:\n        print(\"SLACK_USER_TOKEN \u307e\u305f\u306f SLACK_CHANNEL \u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u307e\u305b\u3093\")\n        return None\n\n    if target_date is None:\n        target_date = date.today()\n\n    content = file_path.read_text()\n    section = extract_daily_section(content, target_date)\n\n    if not section:\n        print(f\"{target_date} \u306e\u65e5\u5831\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\")\n        return None\n\n    message = f\"&#x1f916; _\u3053\u306e\u6295\u7a3f\u306f\u81ea\u52d5\u751f\u6210\u3055\u308c\u307e\u3057\u305f_\\n\\n{section}\"\n\n    try:\n        ts = post_to_slack(message, channel, token)\n        print(f\"Slack\u306b\u6295\u7a3f\u3057\u307e\u3057\u305f: {target_date}\")\n        return ts\n    except SlackApiError as e:\n        print(f\"Slack\u6295\u7a3f\u30a8\u30e9\u30fc: {e.response['error']}\")\n        return None\n\ndef main():\n    load_dotenv()\n\n    parser = argparse.ArgumentParser(description=\"\u65e5\u5831\u3092Slack\u306b\u6295\u7a3f\")\n    parser.add_argument(\"file\", type=Path, help=\"\u65e5\u5831\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\")\n    parser.add_argument(\n        \"--date\",\n        type=lambda s: date.fromisoformat(s),\n        default=None,\n        help=\"\u6295\u7a3f\u3059\u308b\u65e5\u4ed8 (YYYY-MM-DD\u5f62\u5f0f\u3001\u30c7\u30d5\u30a9\u30eb\u30c8: \u4eca\u65e5)\",\n    )\n    args = parser.parse_args()\n\n    post_daily_report(args.file, args.date)\n\nif __name__ == \"__main__\":  # pragma: no cover\n    main()<\/pre>\n\n\n\n<p>\u3055\u3089\u306b\u30012\u3064\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u305d\u308c\u305e\u308c\u5b9f\u884c\u3059\u308b\u306e\u3082\u9762\u5012\u306a\u306e\u3067\u30011\u3064\u306b\u307e\u3068\u3081\u305f\u30b7\u30a7\u30eb\u30b9\u30af\u30ea\u30d7\u30c8\u3082Claude Code\u306b\u4f5c\u3089\u305b\u307e\u3057\u305f\u3002\u3055\u3089\u306b<a href=\"https:\/\/git-scm.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Git<\/a> \u30b3\u30df\u30c3\u30c8\uff06\u30d7\u30c3\u30b7\u30e5\u3082\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"bash\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">#!\/bin\/bash\nset -euo pipefail\n\ncd \"$(dirname \"$0\")\/..\"\n\nfor file in daily\/*.md; do\n  monthly_file=\"monthly\/$(basename \"$file\")\"\n  if [[ ! -f \"$monthly_file\" ]] || [[ \"$file\" -nt \"$monthly_file\" ]]; then\n    echo \"Generating: $monthly_file\"\n    uv run python src\/summarize.py \"$file\"\n\n    # Slack\u306b\u65e5\u5831\u3092\u6295\u7a3f\uff08\u74b0\u5883\u5909\u6570\u672a\u8a2d\u5b9a\u306e\u5834\u5408\u306fslack.py\u5074\u3067\u30b9\u30ad\u30c3\u30d7\uff09\n    uv run python src\/slack.py \"$file\"\n  fi\ndone\n\n# daily\/ \u306e\u5909\u66f4\u3092\u30b3\u30df\u30c3\u30c8\ngit add daily\/\nif ! git diff --cached --quiet; then\n  git commit -m \"Update daily report\"\nfi\n\n# monthly\/ \u306e\u5909\u66f4\u3092\u30b3\u30df\u30c3\u30c8\ngit add monthly\/\nif ! git diff --cached --quiet; then\n  git commit -m \"Generate monthly summary\"\nfi\n\n# \u307e\u3068\u3081\u3066\u30d7\u30c3\u30b7\u30e5\ngit push<\/pre>\n\n\n\n<p>\u3053\u308c\u3067\u696d\u52d9\u7d42\u4e86\u6642\u306b\u65e5\u5831\u3092\u66f8\u3044\u3066\u3001\u3053\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c\u3057\u305f\u3089\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u305d\u306e\u6708\u306e\u65e5\u5831\u3092\u307e\u3068\u3081\u305f\u6708\u5831\u3092Gemini\u3067\u751f\u6210\u3002<\/li>\n\n\n\n<li>\u305d\u306e\u65e5\u306e\u65e5\u5831\u3092Slack\u306b\u6295\u7a3f\u3002<\/li>\n\n\n\n<li>\u305d\u306e\u65e5\u306e\u65e5\u5831\u3068\u3001\u751f\u6210\u3057\u305f\u6708\u5831\u3092Git\u30b3\u30df\u30c3\u30c8\uff06\u30d7\u30c3\u30b7\u30e5\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3092\u884c\u3063\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"668\" height=\"455\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2026\/01\/nippo-gemini-slack.png\" alt=\"\" class=\"wp-image-82346\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2026\/01\/nippo-gemini-slack.png 668w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2026\/01\/nippo-gemini-slack-360x245.png 360w\" sizes=\"auto, (max-width: 668px) 100vw, 668px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u672c\u7a3f\u3067\u306f\u3001\u7b46\u8005\u304cMarkdown\u5f62\u5f0f\u3067\u81ea\u4e3b\u7684\u306b\u3064\u3051\u3066\u3044\u308b\u4f5c\u696d\u65e5\u5831\u3092Google Gemini\u306b\u6708\u5831\u306b\u307e\u3068\u3081\u3001Git\u306b\u30d7\u30c3\u30b7\u30e5\u30fbSlack\u306b\u6295\u7a3f\u3059\u308b\u30b7\u30f3\u30d7\u30eb\u306a\u30b9\u30af\u30ea\u30d7\u30c8\u3092Claude Code\u306b\u66f8\u304b\u305b\u305f\u3082\u306e\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u6bce\u65e5\u306e\u65e5\u5831\u4f5c\u6210\u3068\u6bce\u6708\u306e\u6708\u5831\u4f5c\u6210\u306b\u304b\u304b\u308b\u6642\u9593\u304c\u5927\u5e45\u306b\u77ed\u7e2e\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u30b7\u30f3\u30d7\u30eb\u306a\u5185\u5bb9\u3067\u3059\u306e\u3067\u3001Google Gemini\u4ee5\u5916\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308b\u3088\u3046\u306b\u66f8\u304d\u63db\u3048\u308b\u306e\u3082\u7c21\u5358\u3060\u3068\u601d\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u305d\u3082\u305d\u3082\u5165\u529b\u306e\u65e5\u5831\u304cMarkdown\u306e\u624b\u66f8\u304d\u30d5\u30a1\u30a4\u30eb\u306a\u306e\u3067\u3001\u4f8b\u3048\u3070Google\u30ab\u30ec\u30f3\u30c0\u30fc\u306e\u5185\u5bb9\u3092\u53d6\u5f97\u3057\u3066\u65e5\u5831\u3092\u751f\u6210\u3059\u308b\u306a\u3069\u3001\u3055\u3089\u306a\u308b\u5fdc\u7528\u30fb\u6539\u5584\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u751f\u6210AI\u304a\u3088\u3073\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u652f\u63f4\u30c4\u30fc\u30eb\u306e\u304a\u304b\u3052\u3067\u3001\u65e5\u3005\u306e\u7e70\u308a\u8fd4\u3057\u4f5c\u696d\u306e\u81ea\u52d5\u5316\u30fb\u77ed\u7e2e\u304c\u304b\u306a\u308a\u624b\u8efd\u306b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u5f15\u304d\u7d9a\u304d\u3001\u4f55\u304b\u4efb\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u304b\u8003\u3048\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u7b46\u8005\u306f\u81ea\u4e3b\u7684\u306b\u4f5c\u696d\u65e5\u5831\u3092Markdown\u5f62\u5f0f\u3067\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306b\u8a18\u8f09\u3057\u3066\u3044\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30eb\u306f\u6708\u3054\u3068\u306b\u5206\u5272\u3057\u3066\u304a\u308a\u3001\u7fcc\u6708\u521d\u306b\u300e\u6708\u5831\u300f\u306b\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u3002\u5f53\u521d\u306f\u624b\u4f5c\u696d\u3067\u307e\u3068\u3081\u3066\u3044\u305f\u306e\u3067\u3001\u304b\u306a\u308a\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u307e\u3057\u305f\u3002  [&#8230;]<\/p>\n","protected":false},"author":2,"featured_media":82346,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[779,985,817,31,208,1004,323],"tags":[],"class_list":["post-82345","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-ai-driven-dev","category-chatgpt-ai","category-higuchi","category-gcp","category-llm","category-python"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u65e5\u5831\u3092Gemini\u3067\u6708\u5831\u306b\u307e\u3068\u3081\u3066\u307f\u305f #ai #llm #gemini - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3<\/title>\n<meta name=\"description\" content=\"AI, AI\u99c6\u52d5\u958b\u767a(AIDD), ChatGPT\uff06AI, d-higuchi, GCP, LLM, Python |\u306f\u3058\u3081\u306b\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.creationline.com\/tech-blog\/chatgpt-ai\/llm\/82345\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u65e5\u5831\u3092Gemini\u3067\u6708\u5831\u306b\u307e\u3068\u3081\u3066\u307f\u305f #ai #llm #gemini - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\" \/>\n<meta property=\"og:description\" content=\"AI, AI\u99c6\u52d5\u958b\u767a(AIDD), ChatGPT\uff06AI, d-higuchi, GCP, LLM, Python |\u306f\u3058\u3081\u306b\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.creationline.com\/tech-blog\/chatgpt-ai\/llm\/82345\" \/>\n<meta property=\"og:site_name\" content=\"Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/creationline\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-01T23:00:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2026\/01\/nippo-gemini-slack.png\" \/>\n\t<meta property=\"og:image:width\" content=\"668\" \/>\n\t<meta property=\"og:image:height\" content=\"455\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Daisuke Higuchi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@creationline\" \/>\n<meta name=\"twitter:site\" content=\"@creationline\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Daisuke Higuchi\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"3\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.creationline.com\\\/tech-blog\\\/chatgpt-ai\\\/llm\\\/82345#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.creationline.com\\\/tech-blog\\\/chatgpt-ai\\\/llm\\\/82345\"},\"author\":{\"name\":\"Daisuke Higuchi\",\"@id\":\"https:\\\/\\\/www.creationline.com\\\/tech-blog\\\/#\\\/schema\\\/person\\\/16f1373831fb6fd17387f16ae1195206\"},\"headline\":\"\u65e5\u5831\u3092Gemini\u3067\u6708\u5831\u306b\u307e\u3068\u3081\u3066\u307f\u305f #ai #llm 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