{"id":2534,"date":"2026-03-30T05:00:00","date_gmt":"2026-03-29T20:00:00","guid":{"rendered":"https:\/\/team-y5.com\/fukugyo-sensei\/?p=2534"},"modified":"2026-04-05T12:02:01","modified_gmt":"2026-04-05T03:02:01","slug":"ai-codewhisperer-intro","status":"publish","type":"post","link":"https:\/\/team-y5.com\/fukugyo-sensei\/ai-codewhisperer-intro\/","title":{"rendered":"\u3010AI\u624b\u5e33 No.83\u3011CodeWhisperer\u2500\u2500AWS\u958b\u767a\u8005\u304c\u7121\u6599\u3067\u4f7f\u3048\u308b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u5fdcAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8"},"content":{"rendered":"
\n
AI HANDBOOK — AI\u624b\u5e33 — No.83<\/span><\/p>\n

CodeWhisperer<\/span><\/h1>\n

AWS\u30cd\u30a4\u30c6\u30a3\u30d6\u958b\u767a\u8005\u306e\u305f\u3081\u306e\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u5fdcAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/span><\/p>\n

AI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/span>
\n2022\u5e74\u30ea\u30ea\u30fc\u30b9<\/span>
\n\u7121\u6599\u30d7\u30e9\u30f3\u3042\u308a<\/span><\/div>\n<\/div>\n\n\n\n\n\n\n\n
DEVELOPER<\/th>\nAmazon Web Services\uff08AWS\uff09\/ Amazon<\/td>\n<\/tr>\n
CATEGORY<\/th>\nAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\uff0fIDE\u30d7\u30e9\u30b0\u30a4\u30f3\uff0f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b9\u30ad\u30e3\u30f3<\/td>\n<\/tr>\n
PRICING<\/th>\nIndividual\uff08\u500b\u4eba\uff09\uff1a\u7121\u6599\uff0fProfessional\uff08\u6cd5\u4eba\uff09\uff1a$19\/\u30e6\u30fc\u30b6\u30fc\/\u6708\uff08Amazon Q Developer \u3068\u3057\u3066\u63d0\u4f9b\uff09<\/td>\n<\/tr>\n
PLATFORM<\/th>\nVS Code \/ JetBrains\u7cfbIDE \/ AWS Cloud9 \/ AWS Lambda Console \/ Visual Studio \/ CLI<\/td>\n<\/tr>\n
BEST FOR<\/th>\nAWS\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3063\u305f\u958b\u767a\u8005\u30fb\u30af\u30e9\u30a6\u30c9\u7cfb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b5\u30fc\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u91cd\u8996\u306e\u4f01\u696d\u958b\u767a\u30c1\u30fc\u30e0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\ud83d\udce1<\/span>
\nCodeWhisperer<\/span> \u3068\u306f\u4f55\u304b<\/span><\/div>\n

Amazon CodeWhisperer \u306f\u3001AWS\u304c2022\u5e74\u306b\u4e00\u822c\u516c\u958b\u3057\u305fAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3060\u30022024\u5e74\u306b\u306f\u3088\u308a\u5e83\u7bc4\u306aAI\u958b\u767a\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u300cAmazon Q Developer\u300d\u3078\u3068\u7d71\u5408\u30fb\u9032\u5316\u3057\u3066\u304a\u308a\u3001\u73fe\u5728\u306f\u305d\u306e\u4e2d\u6838\u6a5f\u80fd\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u3066\u3044\u308b\u3002<\/p>\n

\u6700\u5927\u306e\u7279\u5fb4\u306f\u3001AWS\u72ec\u81ea\u306e\u30b5\u30fc\u30d3\u30b9\u7fa4\uff08Lambda\u30fbS3\u30fbDynamoDB\u30fbCDK\u306a\u3069\uff09\u306b\u5bfe\u3059\u308b\u6df1\u3044\u7406\u89e3\u3002GitHub Copilot\u304c\u6c4e\u7528\u7684\u306a\u30b3\u30fc\u30c9\u88dc\u5b8c\u3092\u5f97\u610f\u3068\u3059\u308b\u306e\u306b\u5bfe\u3057\u3001CodeWhisperer\u306fAWS\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u4e2d\u3067\u306e\u958b\u767a\u306b\u7279\u5316\u3057\u305f\u63d0\u6848\u7cbe\u5ea6\u3092\u8a87\u308b\u3002\u3055\u3089\u306b\u3001\u30b3\u30fc\u30c9\u751f\u6210\u3068\u540c\u6642\u306b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u30b9\u30ad\u30e3\u30f3\uff08SAST\uff09\u3092\u5b9f\u884c\u3067\u304d\u308b\u70b9\u304c\u3001\u4f01\u696d\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u554f\u308f\u305a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u91cd\u8996\u3059\u308b\u958b\u767a\u8005\u304b\u3089\u652f\u6301\u3055\u308c\u308b\u7406\u7531\u3060\u3002<\/p>\n

\u500b\u4eba\u30d7\u30e9\u30f3\u306f\u5b8c\u5168\u7121\u6599\u3067\u4f7f\u3048\u308b\u305f\u3081\u3001\u526f\u696d\u3067AWS\u30d9\u30fc\u30b9\u306eWeb\u30a2\u30d7\u30ea\u3084API\u3092\u958b\u767a\u3059\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u306f\u3001\u307e\u305a\u8a66\u3059\u3079\u304d\u30c4\u30fc\u30eb\u3068\u3057\u3066\u5f37\u304f\u63a8\u5968\u3067\u304d\u308b\u3002<\/p>\n

\u26a1<\/span>
\n\u4e3b\u8981\u6a5f\u80fd 3\u3064<\/span><\/div>\n
FEATURE_01<\/span>
\n\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0AI\u30b3\u30fc\u30c9\u88dc\u5b8c\u30fb\u751f\u6210<\/span>
\n\u30b3\u30e1\u30f3\u30c8\u3084\u95a2\u6570\u540d\u3092\u66f8\u304f\u3060\u3051\u3067\u3001\u884c\u88dc\u5b8c\u304b\u3089\u95a2\u6570\u4e38\u3054\u3068\u306e\u751f\u6210\u307e\u3067\u5bfe\u5fdc\u3002Python\u30fbJava\u30fbJavaScript\u30fbTypeScript\u30fbC#\u30fbGo\u30fbRust\u306a\u306915\u4ee5\u4e0a\u306e\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3002\u7279\u306bAWS SDK\u30fbBoto3\u30fbAWS CDK\u306e\u30b3\u30fc\u30c9\u306f\u63d0\u6848\u7cbe\u5ea6\u304c\u7fa4\u3092\u629c\u3044\u3066\u304a\u308a\u3001Lambda\u95a2\u6570\u3084API Gateway\u306e\u30dc\u30a4\u30e9\u30fc\u30d7\u30ec\u30fc\u30c8\u3092\u6570\u79d2\u3067\u751f\u6210\u3067\u304d\u308b\u3002\u526f\u696d\u6848\u4ef6\u3067AWS\u69cb\u6210\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u7206\u901f\u3067\u4f5c\u308a\u305f\u3044\u5834\u9762\u3067\u5373\u6226\u529b\u306b\u306a\u308b\u3002<\/span><\/div>\n
FEATURE_02<\/span>
\n\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u30b9\u30ad\u30e3\u30f3\uff08Security Scan\uff09<\/span>
\n\u751f\u6210\u30fb\u8a18\u8ff0\u3057\u305f\u30b3\u30fc\u30c9\u306b\u5bfe\u3057\u3066\u3001OWASP Top 10\u3092\u306f\u3058\u3081\u3068\u3057\u305f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30b9\u30ad\u30e3\u30f3\u3059\u308b\u6a5f\u80fd\u3002SQL\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u30fbXSS\u30fb\u30cf\u30fc\u30c9\u30b3\u30fc\u30c9\u3055\u308c\u305f\u30af\u30ec\u30c7\u30f3\u30b7\u30e3\u30eb\u306a\u3069\u3092\u691c\u51fa\u3057\u3001\u4fee\u6b63\u63d0\u6848\u307e\u3067\u884c\u3046\u3002\u500b\u4eba\u30d7\u30e9\u30f3\u3067\u3082\u67082,000\u56de\u30b9\u30ad\u30e3\u30f3\u304c\u7121\u6599\u3002\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306b\u7d0d\u54c1\u3059\u308b\u30b3\u30fc\u30c9\u306e\u54c1\u8cea\u62c5\u4fdd\u3068\u3057\u3066\u4f7f\u3048\u3070\u3001\u5358\u4fa1\u4ea4\u6e09\u306e\u6750\u6599\u306b\u3082\u306a\u308b\u5f37\u529b\u306a\u5dee\u5225\u5316\u30dd\u30a4\u30f3\u30c8\u3060\u3002<\/span><\/div>\n
FEATURE_03<\/span>
\n\u53c2\u7167\u5143\u30e9\u30a4\u30bb\u30f3\u30b9\u8ffd\u8de1\uff08Reference Tracker\uff09<\/span>
\n\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u304c\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30b3\u30fc\u30c9\u3068\u985e\u4f3c\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u305d\u306e\u53c2\u7167\u5143\uff08\u30ea\u30dd\u30b8\u30c8\u30ea\u30fb\u30e9\u30a4\u30bb\u30f3\u30b9\u7a2e\u5225\uff09\u3092\u660e\u793a\u3059\u308b\u6a5f\u80fd\u3002\u5546\u7528\u5229\u7528\u30fb\u526f\u696d\u6848\u4ef6\u3067\u306f\u8457\u4f5c\u6a29\u30fb\u30e9\u30a4\u30bb\u30f3\u30b9\u554f\u984c\u306f\u81f4\u547d\u7684\u306a\u30ea\u30b9\u30af\u3002CodeWhisperer\u306fGitHub Copilot\u306b\u5148\u99c6\u3051\u3066\u3053\u306e\u6a5f\u80fd\u3092\u5b9f\u88c5\u3057\u3066\u304a\u308a\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u30ef\u30fc\u30af\u3084\u81ea\u793e\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u6642\u306b\u6cd5\u7684\u30af\u30ea\u30a2\u30e9\u30f3\u30b9\u3092\u78ba\u4fdd\u3057\u3084\u3059\u3044\u70b9\u304c\u5927\u304d\u306a\u30a2\u30c9\u30d0\u30f3\u30c6\u30fc\u30b8\u3060\u3002<\/span><\/div>\n
\u2696\ufe0f<\/span>
\n\u4f3c\u305fAI\u3068\u306e\u9055\u3044<\/span><\/div>\n\n\n\n\n\n\n\n
<\/th>\nCodeWhisperer<\/th>\nGitHub Copilot<\/th>\nTabnine<\/th>\n<\/tr>\n
\u500b\u4eba\u7121\u6599\u67a0<\/td>\n\u2705 \u5b8c\u5168\u7121\u6599<\/td>\n\u5b66\u751f\u30fbOSS\u306e\u307f\u7121\u6599<\/td>\n\u6a5f\u80fd\u5236\u9650\u3042\u308a\u7121\u6599<\/td>\n<\/tr>\n
AWS\u7279\u5316\u7cbe\u5ea6<\/td>\n\u25ce \u6700\u9ad8\u30ec\u30d9\u30eb<\/td>\n\u25b3 \u6c4e\u7528\u7684<\/td>\n\u25b3 \u6c4e\u7528\u7684<\/td>\n<\/tr>\n
\u6c4e\u7528\u30b3\u30fc\u30c9\u88dc\u5b8c<\/td>\n\u25cb \u826f\u597d<\/td>\n\u25ce \u696d\u754c\u6700\u9ad8\u6c34\u6e96<\/td>\n\u25cb \u826f\u597d<\/td>\n<\/tr>\n
\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b9\u30ad\u30e3\u30f3<\/td>\n\u2705 \u6a19\u6e96\u642d\u8f09<\/td>\n\u25b3 \u9650\u5b9a\u7684<\/td>\n\u2705 \u642d\u8f09\uff08\u6709\u6599\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\ud83c\udfaf<\/span>
\n\u3053\u3093\u306a\u4f7f\u3044\u65b9\u304c\u5f37\u3044<\/span><\/div>\n
\n
\u2601\ufe0f<\/span>
\nAWS\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u958b\u767a\u306e\u7206\u901f\u5316<\/span>
\nLambda\u95a2\u6570\u30fbAPI Gateway\u30fbDynamoDB\u9023\u643a\u306e\u30dc\u30a4\u30e9\u30fc\u30d7\u30ec\u30fc\u30c8\u3092\u30b3\u30e1\u30f3\u30c8\u4e00\u884c\u3067\u751f\u6210\u3002\u526f\u696d\u3067AWS\u69cb\u6210\u306e\u6848\u4ef6\u3092\u53d7\u3051\u308b\u969b\u3001\u74b0\u5883\u69cb\u7bc9\u304b\u3089\u5b9f\u88c5\u307e\u3067\u306e\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3067\u304d\u308b\u3002<\/span><\/div>\n
\ud83d\udd12<\/span>
\n\u7d0d\u54c1\u30b3\u30fc\u30c9\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u54c1\u8cea\u4fdd\u8a3c<\/span>
\n\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3078\u306e\u7d0d\u54c1\u524d\u306b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b9\u30ad\u30e3\u30f3\u3092\u304b\u3051\u3001\u8106\u5f31\u6027\u30bc\u30ed\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u63d0\u51fa\u3002\u300c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30c1\u30a7\u30c3\u30af\u6e08\u307f\u300d\u3092\u4ed8\u52a0\u4fa1\u5024\u306b\u3057\u3066\u5358\u4fa1\u3092\u5f15\u304d\u4e0a\u3052\u308b\u6226\u7565\u306b\u4f7f\u3048\u308b\u3002<\/span><\/div>\n
\ud83d\udce6<\/span>
\nIaC\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\uff08CDK\/CloudFormation\uff09\u81ea\u52d5\u751f\u6210<\/span>
\nAWS CDK\u3084CloudFormation\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306e\u8a18\u8ff0\u3092AI\u304c\u88dc\u5b8c\u3002\u30a4\u30f3\u30d5\u30e9\u69cb\u6210\u306e\u81ea\u52d5\u5316\u30b3\u30fc\u30c9\u3092\u526f\u696d\u6210\u679c\u7269\u3068\u3057\u3066\u63d0\u4f9b\u3059\u308b\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9SRE\u3084DevOps\u7cfb\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u7279\u306b\u6709\u52b9\u3002<\/span><\/div>\n
\ud83e\uddea<\/span>
\n\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\u81ea\u52d5\u751f\u6210<\/span>
\n\u65e2\u5b58\u95a2\u6570\u306b\u5bfe\u3057\u3066\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9\u3092\u81ea\u52d5\u751f\u6210\u3059\u308b\u6a5f\u80fd\uff08Amazon Q Developer\u7d71\u5408\u5f8c\u306b\u5f37\u5316\uff09\u3002\u30c6\u30b9\u30c8\u30ab\u30d0\u30ec\u30c3\u30b8\u3092\u4e0a\u3052\u305f\u6210\u679c\u7269\u3092\u63d0\u51fa\u3059\u308b\u3053\u3068\u3067\u3001\u6280\u8853\u529b\u3092\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306b\u793a\u305b\u308b\u3002<\/span><\/div>\n<\/div>\n
\ud83d\udcbb<\/span>
\n\u52b9\u679c\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u4f8b<\/span><\/div>\n
PROMPT_EXAMPLE<\/span>
\n
\n# AWS Lambda function that receives an S3 event,
\n# reads the uploaded JSON file from the bucket,
\n# validates the schema, and stores data to DynamoDB.
\n# Include error handling and CloudWatch logging.<\/span><\/span>—<\/p>\n

# Create a REST API endpoint using API Gateway + Lambda
\n# with JWT authentication via AWS Cognito.
\n# Return paginated results from DynamoDB with GSI.<\/p>\n

—<\/p>\n

# Generate unit tests for the following function using pytest.
\n# Mock all AWS SDK (boto3) calls with moto library.
\n# Cover normal cases, edge cases, and exception handling.<\/p>\n<\/div>\n

\ud83d\ude80<\/span>
\n\u526f\u696d\u30fb\u30d3\u30b8\u30cd\u30b9\u3078\u306e\u6d3b\u7528\u6cd5<\/span><\/div>\n
\u25b7 \u5b9f\u88c5\u30a2\u30a4\u30c7\u30a24\u9078<\/span><\/p>\n