\u305d\u306e\u305f\u3081\u3001<\/p>\n
- \n
- \u6307\u793a\u304c\u66d6\u6627\u306a\u3089\u51fa\u529b\u3082\u66d6\u6627\u306b\u306a\u308b<\/li>\n
- \u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u6307\u5b9a\u3092\u7834\u308b\u3053\u3068\u304c\u3042\u308b<\/li>\n
- JSON\u306e\u524d\u5f8c\u306b\u8aac\u660e\u6587\u3092\u4ed8\u3051\u308b<\/li>\n<\/ul>\n
\u3068\u3044\u3063\u305f\u6319\u52d5\u306f\u3001\u30d0\u30b0\u3067\u306f\u306a\u304f\u30e2\u30c7\u30eb\u306e\u6027\u8cea\u3067\u3059\u3002
\n\u3057\u304b\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u3067\u306f\u4e8b\u60c5\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n- \n
- \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u4fdd\u5b58<\/li>\n
- API\u30ec\u30b9\u30dd\u30f3\u30b9<\/li>\n
- \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u5236\u5fa1<\/li>\n<\/ul>\n
\u3053\u308c\u3089\u306f\u3059\u3079\u3066\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304c\u524d\u63d0<\/strong>\u3067\u3059\u3002
\nLLM\u306e\u4e0d\u78ba\u5b9f\u6027\u3092\u305d\u306e\u307e\u307e\u6d41\u3057\u8fbc\u3080\u3068\u3001<\/p>\n- \n
- JSONDecodeError<\/span><\/li>\n
- \u578b\u30a8\u30e9\u30fc<\/li>\n
- \u60f3\u5b9a\u5916\u30ad\u30fc\u306e\u6df7\u5165<\/li>\n
- \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u8aa4\u5206\u5c90<\/li>\n<\/ul>\n
\u3068\u3044\u3063\u305f\u554f\u984c\u304c\u767a\u751f\u3057\u307e\u3059\u3002
\n\u69cb\u9020\u5316\u51fa\u529b\u306f\u3001\u3053\u306e\u201c\u6587\u7ae0\u751f\u6210\u30a8\u30f3\u30b8\u30f3\u201d\u3092\u30b7\u30b9\u30c6\u30e0\u90e8\u54c1\u3068\u3057\u3066\u6271\u3048\u308b\u72b6\u614b\u306b\u8fd1\u3065\u3051\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f<\/strong>\u3067\u3059\u3002\u751f\u6210AI\u3092\u5358\u306a\u308b\u30c1\u30e3\u30c3\u30c8\u3067\u306f\u306a\u304f\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u69cb\u7bc9\u3059\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u69cb\u9020\u5316\u51fa\u529b\u306f\u307b\u307c\u4e0d\u53ef\u6b20\u306a\u8981\u7d20\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\nAmazon Bedrock\u3067\u306e\u69cb\u9020\u5316\u51fa\u529b\u5bfe\u5fdc<\/h3>\n
2026\u5e742\u6708\u3001Amazon Bedrock \u306b\u3066\u69cb\u9020\u5316\u51fa\u529b\u304c\u5229\u7528\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001JSON Schema\u3092\u6307\u5b9a\u3057\u3066\u30e2\u30c7\u30eb\u51fa\u529b\u3092\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u3057\u3066\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002
\nAmazon Bedrock \u3067\u69cb\u9020\u5316\u51fa\u529b\u304c\u5229\u7528\u53ef\u80fd\u306b<\/a><\/p>\n\u203b \u3082\u3061\u308d\u3093\u3001OpenAI\u3001Anthropic\u3001Google\u306a\u3069\u306e\u751f\u6210AI\u3067\u3082\u69cb\u9020\u5316\u51fa\u529b\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306f\u51fa\u6765\u307e\u3059\u304c\u3001\u4eca\u56de\u306fBedrock\u304c\u5bfe\u5fdc\u3057\u305f\u3053\u3068\u3082\u3042\u308a\u3001Bedrock\u306e\u7d39\u4ecb\u3092\u3057\u307e\u3059\u3002<\/p>\n
\u5bfe\u5fdc\u72b6\u6cc1\u306b\u3064\u3044\u3066<\/h4>\n
\u73fe\u6642\u70b9\u3067\u306f\u3001\u3059\u3079\u3066\u306e\u30e2\u30c7\u30eb\u304c\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n
- \n
- Anthropic Claude 4.5 \u30e2\u30c7\u30eb\u304a\u3088\u3073\u4e00\u90e8\u306e\u30aa\u30fc\u30d7\u30f3\u30a6\u30a7\u30a4\u30c8\u30e2\u30c7\u30eb\u3067\u4e00\u822c\u516c\u958b\uff08GA\uff09<\/li>\n
- Nova\u306a\u3069\u4e00\u90e8\u30e2\u30c7\u30eb\u306f\u672a\u5bfe\u5fdc<\/li>\n<\/ul>\n
Nova\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u30d9\u30fc\u30b9\u3001\u3082\u3057\u304f\u306f\u30c4\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u69cb\u9020\u5316\u51fa\u529b\u624b\u6cd5\u3092\u63a1\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002
\n\u3064\u307e\u308a\u3001<\/p>\n- \n
- \u5bfe\u5fdc\u30e2\u30c7\u30eb \u2192 JSON Schema\u6307\u5b9a\u3067\u5b89\u5b9a\u53d6\u5f97<\/li>\n
- \u672a\u5bfe\u5fdc\u30e2\u30c7\u30eb \u2192 \u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\uff0b\u30a2\u30d7\u30ea\u5074\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3<\/li>\n<\/ul>\n
\u3068\u3044\u3046\u4f7f\u3044\u5206\u3051\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
\u5b9f\u88c5\u4f8b<\/h3>\n
\u4ee5\u4e0b\u306f\u3001Bedrock\u306eConverse API\u3067Claude\u7cfb\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3057\u305f\u4f8b\u3067\u3059\u3002<\/p>\n
python<\/div>\n\r\nimport json\r\n\r\nimport boto3\r\nfrom dotenv import load_dotenv\r\nfrom pydantic import BaseModel, Field\r\n\r\nload_dotenv()\r\n\r\n\r\nclass UserInfo(BaseModel):\r\n name: str = Field(..., description="\u6c0f\u540d")\r\n age: int = Field(..., description="\u5e74\u9f62")\r\n\r\n\r\ndef main():\r\n session = boto3.Session()\r\n bedrock_runtime_client = session.client(\r\n "bedrock-runtime", region_name="ap-northeast-1"\r\n )\r\n\r\n request_dict = UserInfo.model_json_schema()\r\n request_dict["additionalProperties"] = False # additionalProperties\u9805\u76ee\u306e\u8a2d\u5b9a\u306f\u5fc5\u9808\r\n\r\n res = bedrock_runtime_client.converse(\r\n modelId="jp.anthropic.claude-haiku-4-5-20251001-v1:0",\r\n messages=[\r\n {\r\n "role": "user",\r\n "content": [{"text": "\u30c0\u30df\u30fc\u306e\u30e6\u30fc\u30b6\u30fc\u60c5\u5831\u3092JSON\u3067\u51fa\u529b\u3057\u3066\u3002"}],\r\n }\r\n ],\r\n outputConfig={\r\n "textFormat": {\r\n "type": "json_schema",\r\n "structure": {\r\n "jsonSchema": {\r\n "name": "user_info",\r\n "schema": json.dumps(request_dict),\r\n "description": "\u30e6\u30fc\u30b6\u30fc\u60c5\u5831",\r\n }\r\n },\r\n }\r\n },\r\n )\r\n\r\n output = res["output"]["message"]["content"][0]["text"]\r\n user_info = UserInfo.model_validate_json(output)\r\n\r\n print(user_info)\r\n print(type(user_info))\r\n\r\n\r\nif __name__ == "__main__":\r\n main()\r\n<\/code><\/pre>\n\u5b9f\u884c\u7d50\u679c<\/div>\n\r\nname='\u7530\u4e2d\u592a\u90ce' age=30\r\n<class '__main__.UserInfo'>\r\n<\/code><\/pre>\n\u5b9f\u88c5\u306e\u30dd\u30a4\u30f3\u30c8<\/h4>\n
- \n
- jsonSchema.schema<\/span> \u306f\u624b\u66f8\u304d\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044<\/li>\n
- Pydantic\u306e model_json_schema()<\/span> \u304b\u3089\u751f\u6210\u53ef\u80fd<\/li>\n
- \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u578b\u5b9a\u7fa9\u3068\u5b8c\u5168\u306b\u4e00\u81f4\u3055\u305b\u3089\u308c\u308b<\/li>\n<\/ul>\n
\u3053\u308c\u306b\u3088\u308a\u3001<\/p>\n
\n\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u578b\u5b9a\u7fa9
\n\u2192 JSON Schema
\n\u2192 LLM\u51fa\u529b
\n\u2192 \u578b\u5b89\u5168\u306b\u53d7\u3051\u53d6\u308b\n<\/p><\/blockquote>\n\u3068\u3044\u3046\u6d41\u308c\u304c\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002
\n\u3053\u308c\u306f\u3001\u751f\u6210AI\u3092\u201c\u5b9f\u9a13\u30c4\u30fc\u30eb\u201d\u304b\u3089\u201c\u30b7\u30b9\u30c6\u30e0\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u201d\u3078\u3068\u5f15\u304d\u4e0a\u3052\u308b\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002<\/p>\n\u5b9f\u52d9\u3067\u306e\u6d3b\u7528\u4f8b<\/h3>\n
\u69cb\u9020\u5316\u51fa\u529b\u306e\u4fa1\u5024\u306f\u3001\u300cJSON\u304c\u304d\u308c\u3044\u306b\u8fd4\u308b\u3053\u3068\u300d\u305d\u306e\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5b9f\u52d9\u306b\u304a\u3044\u3066\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u3092\u5b89\u5b9a\u3055\u305b\u308b\u70b9\u306b\u672c\u8cea\u304c\u3042\u308a\u307e\u3059\u3002
\n\u3053\u3053\u3067\u306f\u3001\u5f0a\u793e\u304c\u30b7\u30b9\u30c6\u30e0\u4f5c\u6210\u3067\u5229\u7528\u3057\u305f\u4ee3\u8868\u7684\u306a\u6d3b\u7528\u30d1\u30bf\u30fc\u30f3\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n1. RAG\u56de\u7b54\u306e\u69cb\u9020\u5316<\/h4>\n
RAG\uff08Retrieval-Augmented Generation\uff09\u3067\u306f\u3001\u5358\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001<\/p>\n
- \n
- \u56de\u7b54\u672c\u6587<\/li>\n
- \u53c2\u7167\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8ID<\/li>\n
- \u4fe1\u983c\u5ea6<\/li>\n<\/ul>\n
\u3068\u3044\u3063\u305f\u60c5\u5831\u3082\u6271\u3044\u305f\u304f\u306a\u308a\u307e\u3059\u3002\u69cb\u9020\u5316\u51fa\u529b\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u3053\u308c\u3089\u3092\u660e\u793a\u7684\u306a\u69cb\u9020\u3068\u3057\u3066\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u203b \u3053\u3053\u3067\u306f\u3001\u751f\u6210AI\u306b\u751f\u6210\u3055\u305b\u305f\u4fe1\u983c\u5ea6\u304c\u679c\u305f\u3057\u3066\u4fe1\u983c\u3067\u304d\u308b\u306e\u304b\u3001\u3068\u3044\u3063\u305f\u8b70\u8ad6\u306f\u304a\u3044\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n
\u30b9\u30ad\u30fc\u30de\u4f8b\uff08Pydantic\uff09<\/h5>\n
python<\/div>\n\r\nfrom pydantic import BaseModel, Field\r\n\r\nclass RAGResponse(BaseModel):\r\n answer: str = Field(..., description="\u56de\u7b54")\r\n source_ids: list[str] = Field(..., description="\u53c2\u8003\u306b\u3057\u305f\u51fa\u5178ID")\r\n confidence: float = Field(..., description="\u4fe1\u983c\u5ea6")\r\n<\/code><\/pre>\n\u51fa\u529b\u4f8b<\/h5>\n
json<\/div>\n\r\n{\r\n "answer": "\u793e\u5185\u898f\u7a0b\u3067\u306f\u3007\u3007\u3068\u5b9a\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002",\r\n "source_ids": ["doc_123", "doc_456"],\r\n "confidence": 0.82\r\n}\r\n<\/code><\/pre>\n\u3053\u306e\u3088\u3046\u306b\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u308c\u3070\u3001<\/p>\n
- \n
- source_ids<\/span> \u304b\u3089\u3055\u3089\u306b\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u52a0\u5de5\u3057\u305f\u56de\u7b54\u3092\u4f5c\u6210\u3067\u304d\u308b<\/li>\n
- confidence<\/span> \u304c\u95be\u5024\u672a\u6e80\u306a\u3089\u672a\u56de\u7b54\u30d5\u30a9\u30fc\u30e9\u30e0\u3078\u9001\u308b<\/li>\n
- \u51fa\u5178\u304c\u7a7a\u306a\u3089\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u3059\u308b<\/li>\n<\/ul>\n
\u3068\u3044\u3063\u305f\u5206\u5c90\u51e6\u7406\u3092\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002\u81ea\u7531\u5f62\u5f0f\u3067\u306e\u56de\u7b54\u304b\u3089\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u8a2d\u8a08\u306b\u6bd4\u3079\u3001\u5b9f\u88c5\u3068\u904b\u7528\u306e\u5b89\u5b9a\u6027\u306f\u5927\u304d\u304f\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n
\u5f0a\u793e\u3067\u4f5c\u6210\u3057\u305f\u4e0b\u8a18\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u3053\u306e\u65b9\u5f0f\u3092\u5fdc\u7528\u3057\u3066\u51fa\u5178\u306b\u30ea\u30f3\u30af\u3092\u3064\u3051\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u3092\u884c\u3044\u3084\u3059\u3044\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002
\nRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305fAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u958b\u767a<\/a><\/p>\n2. \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5206\u5c90<\/h4>\n
\u751f\u6210AI\u3092\u696d\u52d9\u30d5\u30ed\u30fc\u306e\u4e00\u90e8\u3068\u3057\u3066\u4f7f\u3046\u5834\u5408\u3001\u5206\u985e\u5668\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u30b1\u30fc\u30b9\u3082\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002
\n\u4f8b\u3048\u3070\u3001\u53d7\u4fe1\u3059\u308b\u30e1\u30fc\u30eb\u306e\u81ea\u52d5\u5206\u985e\u3067\u3059\u3002\u69cb\u9020\u5316\u51fa\u529b\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u5206\u985e\u7d50\u679c\u3092\u660e\u793a\u7684\u306a\u5024\u3068\u3057\u3066\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n\u30b9\u30ad\u30fc\u30de\u4f8b\uff08Pydantic + Literal\uff09<\/h5>\n
python<\/div>\n\r\nfrom pydantic import BaseModel, Field\r\nfrom typing import Literal\r\n\r\nclass ClassificationResult(BaseModel):\r\n category: Literal["\u6848\u4ef6\u7d39\u4ecb\u30e1\u30fc\u30eb", "\u4eba\u6750\u7d39\u4ecb\u30e1\u30fc\u30eb", "\u305d\u306e\u4ed6"] = Field(\r\n ..., description="\u30e1\u30fc\u30eb\u306e\u5206\u985e"\r\n )\r\n<\/code><\/pre>\n\u51fa\u529b\u4f8b<\/h5>\n
json<\/div>\n\r\n{\r\n "category": "\u6848\u4ef6\u7d39\u4ecb\u30e1\u30fc\u30eb"\r\n}\r\n<\/code><\/pre>\nLiteral<\/span> \u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u8a31\u53ef\u3055\u308c\u305f\u5024\u4ee5\u5916\u306f\u578b\u30a8\u30e9\u30fc\u306b\u306a\u308a\u307e\u3059\u3002
\n\u3053\u308c\u306b\u3088\u308a\u3001\u6848\u4ef6\u7d39\u4ecb\u30e1\u30fc\u30eb\u3060\u3063\u305f\u3089\u305d\u306e\u5f8c\u51e6\u7406\u3092\u884c\u3046\u3002\u4eba\u6750\u7d39\u4ecb\u30e1\u30fc\u30eb\u3084\u305d\u306e\u4ed6\u306e\u30e1\u30fc\u30eb\u3060\u3063\u305f\u3089\u51e6\u7406\u3092\u3057\u306a\u3044\u3001\u306a\u3069\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002
\n\u5f0a\u793e\u3067\u4f5c\u6210\u3057\u305f\u4e0b\u8a18\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u3053\u306e\u65b9\u5f0f\u3092\u5fdc\u7528\u3057\u3066\u30e1\u30fc\u30eb\u3092\u5206\u985e\u3057\u3066\u3044\u307e\u3059\u3002
\n\u751f\u6210AI\u306b\u3088\u308b\u69cb\u9020\u5316\u51fa\u529b\u3068\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3067\u3001SES\u6848\u4ef6\u63a2\u7d22\u3092\u52b9\u7387\u5316<\/a><\/p>\n\u305d\u308c\u3067\u3082\u6ce8\u610f\u3059\u3079\u304d\u70b9<\/h3>\n
\u69cb\u9020\u5316\u51fa\u529b\u306f\u975e\u5e38\u306b\u5f37\u529b\u3067\u3059\u304c\u3001<\/p>\n
- \n
- \u5b8c\u5168\u4fdd\u8a3c\u3067\u306f\u306a\u3044<\/li>\n
- \u30e2\u30c7\u30eb\u5bfe\u5fdc\u72b6\u6cc1\u306f\u8981\u78ba\u8a8d<\/li>\n
- \u30a2\u30d7\u30ea\u5074\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u306f\u4f9d\u7136\u3068\u3057\u3066\u3042\u3063\u305f\u307b\u3046\u304c\u5b89\u5fc3<\/li>\n<\/ul>\n
\u3068\u3044\u3063\u305f\u524d\u63d0\u306f\u5909\u308f\u308a\u307e\u305b\u3093\u3002
\n\u3057\u304b\u3057\u3001\u5f93\u6765\u306e\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u7948\u308b\u300d\u65b9\u5f0f\u3068\u6bd4\u3079\u308b\u3068\u3001\u5b89\u5b9a\u6027\u306f\u5927\u304d\u304f\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\u307e\u3068\u3081<\/h3>\n
\u751f\u6210AI\u306f\u672c\u8cea\u7684\u306b\u4e0d\u78ba\u5b9f\u306a\u30e2\u30c7\u30eb\u3067\u3059\u3002\u305d\u308c\u3092\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u3080\u4ee5\u4e0a\u3001\u51fa\u529b\u69cb\u9020\u306e\u5236\u5fa1\u306f\u907f\u3051\u3066\u901a\u308c\u307e\u305b\u3093\u3002<\/strong>
\n\u69cb\u9020\u5316\u51fa\u529b\u306f\u3001<\/p>\n- \n
- \u4e0d\u78ba\u5b9f\u6027\u3092\u6291\u5236\u3057<\/li>\n
- \u578b\u5b89\u5168\u306a\u9023\u643a\u3092\u53ef\u80fd\u306b\u3057<\/li>\n
- \u5b9f\u88c5\u3068\u904b\u7528\u306e\u5b89\u5b9a\u6027\u3092\u9ad8\u3081\u308b<\/li>\n<\/ul>\n
\u305f\u3081\u306e\u91cd\u8981\u306a\u4ed5\u7d44\u307f\u3067\u3059\u3002\u751f\u6210AI\u3092\u201c\u30c1\u30e3\u30c3\u30c8\u30c4\u30fc\u30eb\u201d\u3068\u3057\u3066\u4f7f\u3046\u6bb5\u968e\u3067\u3042\u308c\u3070\u5fc5\u9808\u3067\u306f\u306a\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002
\n\u3057\u304b\u3057\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u4e00\u90e8\u3068\u3057\u3066\u8a2d\u8a08\u3059\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u69cb\u9020\u5316\u51fa\u529b\u306f\u3059\u3067\u306b\u6a19\u6e96\u7684\u306a\u69cb\u6210\u8981\u7d20\u306e\u3072\u3068\u3064\u3068\u8a00\u3063\u3066\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\u3082\u306f\u3084\u300c\u3042\u308b\u3068\u4fbf\u5229\u306a\u6a5f\u80fd\u300d\u3067\u306f\u306a\u304f\u3001\u751f\u6210AI\u3092\u5b89\u5168\u306b\u7d44\u307f\u8fbc\u3080\u305f\u3081\u306e\u524d\u63d0\u6761\u4ef6\u306b\u8fd1\u3044\u5b58\u5728\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u751f\u6210AI\u6d3b\u7528\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u306e\u3054\u7d39\u4ecb<\/h3>\n
Tech Fun\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u5408\u308f\u305b\u3001\u751f\u6210AI\u6d3b\u7528\u306b\u5411\u3051\u305f\u652f\u63f4\u30923\u3064\u306e\u30d1\u30c3\u30af\u3067\u3054\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
- \n
- \n \u7121\u6599\u8a3a\u65ad\u30d1\u30c3\u30af<\/a>\uff1a\u696d\u52d9\u30fb\u30d7\u30ed\u30bb\u30b9\u306e\u73fe\u72b6\u3092\u7121\u6599\u3067\u8a3a\u65ad\u3057\u3001\u751f\u6210AI\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u3092\u30ec\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\n <\/li>\n
- \n \u691c\u8a3c\uff08PoC\uff09\u30d1\u30c3\u30af<\/a>\uff1a\u8a3a\u65ad\u3067\u6709\u52b9\u6027\u304c\u78ba\u8a8d\u3055\u308c\u305f\u696d\u52d9\u3092\u5bfe\u8c61\u306b\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u69cb\u7bc9\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\n <\/li>\n
- \n \u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/a>\uff1a\u751f\u6210AI\u5c0e\u5165\u6226\u7565\u306e\u7b56\u5b9a\u304b\u3089\u904b\u7528\u4f53\u5236\u69cb\u7bc9\u307e\u3067\u3092\u5305\u62ec\u7684\u306b\u652f\u63f4\u3057\u307e\u3059\u3002\n <\/li>\n<\/ol>\n
\u751f\u6210AI\u306b\u9650\u3089\u305a\u3001Web\u30fb\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3084\u30a4\u30f3\u30d5\u30e9\u8a2d\u8a08\u306a\u3069\u3001\u6280\u8853\u9818\u57df\u3092\u554f\u308f\u305a\u3054\u76f8\u8ac7\u3092\u627f\u3063\u3066\u3044\u307e\u3059\u3002\u300c\u4f55\u304b\u3089\u59cb\u3081\u308c\u3070\u826f\u3044\u304b\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u6bb5\u968e\u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u306e\u3067\u3001\u305c\u3072\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u306f\u3058\u3081\u306b \u751f\u6210AI\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u6587\u7ae0\u751f\u6210\u30c4\u30fc\u30eb\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u4e2d\u6838\u306b\u7d44\u307f\u8fbc\u307e\u308c\u308b\u30b1\u30fc\u30b9\u304c\u6025\u901f\u306b\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u751f\u6210AI\u3092\u300c\u30b7\u30b9\u30c6\u30e0\u306e\u90e8\u54c1\u300d\u3068\u3057\u3066\u5229\u7528\u3057\u3088\u3046\u3068\u3057\u305f\u77ac\u9593\u306b\u76f4\u9762\u3059\u308b\u306e\u304c\u3001\u51fa\u529b\u306e\u4e0d\u5b89\u5b9a\u3055\u3067\u2026<\/p>\n","protected":false},"author":7,"featured_media":6853,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[91],"class_list":["post-6851","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-generative-ai"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts\/6851","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/comments?post=6851"}],"version-history":[{"count":1,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts\/6851\/revisions"}],"predecessor-version":[{"id":6852,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts\/6851\/revisions\/6852"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/media\/6853"}],"wp:attachment":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/media?parent=6851"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/categories?post=6851"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
- \n \u691c\u8a3c\uff08PoC\uff09\u30d1\u30c3\u30af<\/a>\uff1a\u8a3a\u65ad\u3067\u6709\u52b9\u6027\u304c\u78ba\u8a8d\u3055\u308c\u305f\u696d\u52d9\u3092\u5bfe\u8c61\u306b\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u69cb\u7bc9\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\n <\/li>\n
- \n \u7121\u6599\u8a3a\u65ad\u30d1\u30c3\u30af<\/a>\uff1a\u696d\u52d9\u30fb\u30d7\u30ed\u30bb\u30b9\u306e\u73fe\u72b6\u3092\u7121\u6599\u3067\u8a3a\u65ad\u3057\u3001\u751f\u6210AI\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u3092\u30ec\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\n <\/li>\n
- confidence<\/span> \u304c\u95be\u5024\u672a\u6e80\u306a\u3089\u672a\u56de\u7b54\u30d5\u30a9\u30fc\u30e9\u30e0\u3078\u9001\u308b<\/li>\n
- source_ids<\/span> \u304b\u3089\u3055\u3089\u306b\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u52a0\u5de5\u3057\u305f\u56de\u7b54\u3092\u4f5c\u6210\u3067\u304d\u308b<\/li>\n
- Pydantic\u306e model_json_schema()<\/span> \u304b\u3089\u751f\u6210\u53ef\u80fd<\/li>\n
- jsonSchema.schema<\/span> \u306f\u624b\u66f8\u304d\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044<\/li>\n
- JSONDecodeError<\/span><\/li>\n