{"id":104252,"date":"2026-09-12T08:49:06","date_gmt":"2026-09-12T00:49:06","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/104252.html"},"modified":"2026-09-12T08:49:06","modified_gmt":"2026-09-12T00:49:06","slug":"chatgpt%e7%bc%96%e7%a8%8b%e8%bd%af%e4%bb%b6%e6%80%8e%e4%b9%88%e7%90%86%e8%a7%a3%ef%bc%9f%e4%bb%8e%e4%bb%a3%e7%a0%81%e7%94%9f%e6%88%90%e5%88%b0codex%e3%80%81ide%e4%b8%8eai-coding%e5%b7%a5%e4%bd%9c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/104252.html","title":{"rendered":"ChatGPT\u7f16\u7a0b\u8f6f\u4ef6\u600e\u4e48\u7406\u89e3\uff1f\u4ece\u4ee3\u7801\u751f\u6210\u5230Codex\u3001IDE\u4e0eAI Coding\u5de5\u4f5c\u6d41\u8be6\u89e3"},"content":{"rendered":"

\u6458\u8981：<\/p>\n

\u641c\u7d22\u201cChatGPT\u7f16\u7a0b\u8f6f\u4ef6\u201d\u65f6，\u5f88\u591a\u4eba\u771f\u6b63\u60f3\u77e5\u9053\u7684\u662f：ChatGPT\u7a76\u7adf\u7b97\u4e0d\u7b97\u7f16\u7a0b\u8f6f\u4ef6？\u5b83\u548c\u4f20\u7edfIDE\u6709\u4ec0\u4e48\u533a\u522b？\u80fd\u4e0d\u80fd\u76f4\u63a5\u5199Python\u3001Java\u3001C++\u4ee3\u7801？\u80fd\u4e0d\u80fd\u5206\u6790\u9879\u76ee\u3001\u4fee\u6539\u4ee3\u7801\u3001\u8fd0\u884c\u6d4b\u8bd5？<\/p>\n

\u4ece\u8f6f\u4ef6\u5de5\u7a0b\u89d2\u5ea6\u770b，ChatGPT\u5e76\u4e0d\u662f\u4f20\u7edf\u610f\u4e49\u4e0a\u7684IDE，\u800c\u66f4\u9002\u5408\u88ab\u7406\u89e3\u4e3a\u4e00\u4e2a\u5177\u5907\u4ee3\u7801\u7406\u89e3\u3001\u4ee3\u7801\u751f\u6210\u3001\u8c03\u8bd5\u5206\u6790\u548c\u8f6f\u4ef6\u5de5\u7a0b\u8f85\u52a9\u80fd\u529b\u7684AI\u5de5\u4f5c\u73af\u5883\u3002\u8fdb\u4e00\u6b65\u7ed3\u5408Codex\u540e，AI\u7f16\u7a0b\u53c8\u4ece\u201c\u804a\u5929\u751f\u6210\u4ee3\u7801\u201d\u53d1\u5c55\u5230Repository\u5206\u6790\u3001\u6587\u4ef6\u4fee\u6539\u3001\u6d4b\u8bd5\u6267\u884c\u548cAgentic Coding\u3002<\/p>\n

\u672c\u6587\u4ece\u5f00\u53d1\u8005\u89d2\u5ea6\u7cfb\u7edf\u62c6\u89e3ChatGPT\u7f16\u7a0b\u80fd\u529b\u3001\u4f20\u7edfIDE\u4e0eAI Coding\u7684\u533a\u522b\u3001Prompt\u8bbe\u8ba1\u65b9\u6cd5\u3001\u4ee3\u7801\u6d4b\u8bd5\u3001Code Review\u4ee5\u53ca\u66f4\u5b8c\u6574\u7684\u8f6f\u4ef6\u5f00\u53d1\u5de5\u4f5c\u6d41\u3002<\/p>\n

\n

\u4e00\u3001ChatGPT\u662f\u4e0d\u662f\u7f16\u7a0b\u8f6f\u4ef6？<\/h3>\n

\u5148\u56de\u7b54\u4e00\u4e2a\u6700\u57fa\u7840\u7684\u95ee\u9898：<\/p>\n

ChatGPT\u662f\u4e0d\u662f\u7f16\u7a0b\u8f6f\u4ef6？<\/p>\n

\u4e25\u683c\u6765\u8bf4：<\/p>\n

ChatGPT
\n\u2260
\n\u4f20\u7edfIDE<\/p>\n

\u4f46\u5b83\u5df2\u7ecf\u5177\u5907\u5927\u91cf：<\/p>\n

Programming Assistance<\/p>\n

\u80fd\u529b\u3002<\/p>\n

\u4f20\u7edf\u7f16\u7a0b\u8f6f\u4ef6\u901a\u5e38\u5305\u62ec：<\/p>\n

Visual Studio Code
\nVisual Studio
\nIntelliJ IDEA
\nPyCharm
\nEclipse
\nXcode<\/p>\n

\u8fd9\u7c7b\u5de5\u5177\u4e3b\u8981\u627f\u62c5：<\/p>\n

\u4ee3\u7801\u7f16\u8f91
\n\u9879\u76ee\u7ba1\u7406
\n\u7f16\u8bd1
\n\u8c03\u8bd5
\n\u8fd0\u884c
\n\u63d2\u4ef6\u7ba1\u7406
\n\u7248\u672c\u63a7\u5236<\/p>\n

\u800cChatGPT\u66f4\u5f3a\u8c03：<\/p>\n

Natural Language
\n \u2193
\n\u7406\u89e3\u5f00\u53d1\u9700\u6c42
\n \u2193
\n\u5206\u6790\u4ee3\u7801
\n \u2193
\n\u751f\u6210\u65b9\u6848
\n \u2193
\n\u8f85\u52a9\u5b9e\u73b0<\/p>\n

\u56e0\u6b64\u66f4\u51c6\u786e\u7684\u5206\u7c7b\u5e94\u8be5\u662f：<\/p>\n

IDE
\n+
\nAI Coding Assistant
\n+
\nCoding Agent<\/p>\n

\u5171\u540c\u6784\u6210\u73b0\u4ee3AI\u5f00\u53d1\u73af\u5883\u3002<\/p>\n

\n

\u4e8c\u3001\u4f20\u7edfIDE\u548cChatGPT\u6709\u4ec0\u4e48\u533a\u522b？<\/h2>\n

\u53ef\u4ee5\u505a\u4e00\u4e2a\u7b80\u5355\u5bf9\u6bd4：<\/p>\n\n\u80fd\u529b\u4f20\u7edfIDEChatGPT<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n
\u7f16\u8f91\u6e90\u7801<\/td>\n\u5f3a<\/td>\n\u53ef\u4ee5\u8f85\u52a9\u751f\u6210<\/td>\n<\/tr>\n
\u8bed\u6cd5\u9ad8\u4eae<\/td>\n\u5f3a<\/td>\n\u4e0d\u662f\u6838\u5fc3<\/td>\n<\/tr>\n
\u7f16\u8bd1\u4ee3\u7801<\/td>\n\u5f3a<\/td>\n\u53d6\u51b3\u4e8e\u5de5\u4f5c\u73af\u5883<\/td>\n<\/tr>\n
Debugger<\/td>\n\u5f3a<\/td>\n\u66f4\u64c5\u957f\u5206\u6790\u9519\u8bef<\/td>\n<\/tr>\n
\u81ea\u7136\u8bed\u8a00\u7406\u89e3<\/td>\n\u5f31<\/td>\n\u5f3a<\/td>\n<\/tr>\n
\u89e3\u91ca\u4ee3\u7801<\/td>\n\u4e00\u822c<\/td>\n\u5f3a<\/td>\n<\/tr>\n
\u9700\u6c42\u8f6c\u4ee3\u7801<\/td>\n\u4e00\u822c<\/td>\n\u5f3a<\/td>\n<\/tr>\n
Code Review<\/td>\n\u4f9d\u8d56\u5de5\u5177<\/td>\n\u53ef\u4ee5\u8f85\u52a9<\/td>\n<\/tr>\n
\u6280\u672f\u65b9\u6848\u8bbe\u8ba1<\/td>\n\u8f83\u5f31<\/td>\n\u5f3a<\/td>\n<\/tr>\n
\u591a\u8f6e\u9700\u6c42\u8ba8\u8bba<\/td>\n\u5f31<\/td>\n\u5f3a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u56e0\u6b64\u4e24\u8005\u5b9e\u9645\u4e0a\u4e0d\u662f\u7b80\u5355\u7ade\u4e89\u5173\u7cfb\u3002<\/p>\n

\u66f4\u5408\u7406\u7684\u5de5\u4f5c\u65b9\u5f0f\u662f：<\/p>\n

Developer
\n \u2502
\n \u251c\u2500\u2500 IDE
\n \u2502
\n \u2514\u2500\u2500 AI Coding<\/p>\n

IDE\u8d1f\u8d23：<\/p>\n

\u786e\u5b9a\u6027\u5de5\u7a0b\u64cd\u4f5c<\/p>\n

AI\u8d1f\u8d23：<\/p>\n

\u7406\u89e3
\n\u63a8\u7406
\n\u751f\u6210
\n\u5ba1\u67e5<\/p>\n

\n

\u4e09\u3001\u4ec0\u4e48\u662fAI Coding？<\/h2>\n

AI Coding\u53ef\u4ee5\u7406\u89e3\u4e3a：<\/p>\n

\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u4ee5\u53caAI Agent\u8f85\u52a9\u5b8c\u6210\u8f6f\u4ef6\u5f00\u53d1\u4efb\u52a1\u3002<\/p>\n

\u65e9\u671f\u4ee3\u7801\u8f85\u52a9\u4e3b\u8981\u662f：<\/p>\n

Autocomplete<\/p>\n

\u4f8b\u5982：<\/p>\n

def<\/span> calculate_total<\/span>(<\/span><\/p>\n

IDE\u6839\u636e\u5f53\u524d\u4ee3\u7801\u9884\u6d4b：<\/p>\n

def<\/span> calculate_total<\/span>(<\/span>items)<\/span>:<\/span><\/p>\n

\u8fd9\u79cd\u6a21\u5f0f\u4e3b\u8981\u4f9d\u8d56：<\/p>\n

Local Context
\n\u2193
\nNext Token Prediction<\/p>\n

\u800c\u73b0\u5728\u7684AI Coding\u5df2\u7ecf\u6269\u5c55\u4e3a：<\/p>\n

Natural Language Requirement
\n \u2193
\nCode Context
\n \u2193
\nReasoning
\n \u2193
\nImplementation
\n \u2193
\nTest
\n \u2193
\nReview<\/p>\n

\u8fd9\u5c31\u662fAI\u7f16\u7a0b\u548c\u4f20\u7edf\u81ea\u52a8\u8865\u5168\u6700\u5927\u7684\u533a\u522b\u4e4b\u4e00\u3002<\/p>\n

\n

\u56db\u3001ChatGPT\u7f16\u7a0b\u6700\u9002\u5408\u505a\u4ec0\u4e48？<\/h2>\n

\u4ece\u5b9e\u9645\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b\u770b，\u53ef\u4ee5\u62c6\u6210\u4ee5\u4e0b\u51e0\u4e2a\u5178\u578b\u4efb\u52a1\u3002<\/p>\n

\u9700\u6c42\u5206\u6790<\/p>\n

\u4ee3\u7801\u751f\u6210<\/p>\n

\u4ee3\u7801\u89e3\u91ca<\/p>\n

Bug\u5b9a\u4f4d<\/p>\n

SQL\u751f\u6210<\/p>\n

\u5355\u5143\u6d4b\u8bd5<\/p>\n

Code Review<\/p>\n

Refactoring<\/p>\n

\u63a5\u53e3\u8bbe\u8ba1<\/p>\n

\u6280\u672f\u6587\u6863<\/p>\n

\u67b6\u6784\u5206\u6790<\/p>\n

\u8fd9\u610f\u5473\u7740ChatGPT\u7684\u4ef7\u503c\u5e76\u4e0d\u662f：<\/p>\n

\u66ff\u5f00\u53d1\u8005\u5199\u51e0\u884c\u4ee3\u7801<\/p>\n

\u800c\u662f\u9010\u6b65\u53c2\u4e0e：<\/p>\n

Software Development Lifecycle<\/p>\n

\u5373\u8f6f\u4ef6\u5f00\u53d1\u751f\u547d\u5468\u671f\u3002<\/p>\n

\n

\u4e94\u3001ChatGPT\u5199Python\u4ee3\u7801\u600e\u4e48\u6837？<\/h2>\n

Python\u662f\u975e\u5e38\u9002\u5408AI\u8f85\u52a9\u5f00\u53d1\u7684\u8bed\u8a00\u4e4b\u4e00\u3002<\/p>\n

\u4f8b\u5982\u9700\u6c42：<\/p>\n

\u8bfb\u53d6CSV\u6587\u4ef6，
\n\u7edf\u8ba1\u6bcf\u4e2a\u4ea7\u54c1\u9500\u552e\u989d，
\n\u5e76\u6309\u7167\u9500\u552e\u989d\u964d\u5e8f\u6392\u5217\u3002<\/p>\n

\u53ef\u4ee5\u660e\u786e\u63cf\u8ff0：<\/p>\n

\u4f7f\u7528Python 3.12\u548cpandas\u3002<\/p>\n

\u6587\u4ef6：<\/p>\n

sales.csv<\/p>\n

\u5b57\u6bb5：<\/p>\n

date
\nproduct
\nquantity
\nprice<\/p>\n

\u8981\u6c42：<\/p>\n

1. \u8ba1\u7b97amount = quantity * price
\n2. \u6309product\u6c47\u603b
\n3. \u6309\u9500\u552e\u989d\u964d\u5e8f
\n4. \u8f93\u51faresult.csv
\n5. \u5bf9\u7f3a\u5931\u503c\u8fdb\u884c\u68c0\u67e5<\/p>\n

\u4ee3\u7801\u53ef\u80fd\u7c7b\u4f3c：<\/p>\n

import<\/span> pandas as<\/span> pd<\/p>\n

def<\/span> analyze_sales<\/span>(<\/span>
\n input_file:<\/span> str<\/span>,<\/span>
\n output_file:<\/span> str<\/span>
\n)<\/span> –<\/span>><\/span> pd.<\/span>DataFrame:<\/span><\/p>\n

df =<\/span> pd.<\/span>read_csv(<\/span>input_file)<\/span><\/p>\n

required_columns =<\/span> {<\/span>
\n "date"<\/span>,<\/span>
\n "product"<\/span>,<\/span>
\n "quantity"<\/span>,<\/span>
\n "price"<\/span>
\n }<\/span><\/p>\n

missing_columns =<\/span> required_columns –<\/span> set<\/span>(<\/span>df.<\/span>columns)<\/span><\/p>\n

if<\/span> missing_columns:<\/span>
\n raise<\/span> ValueError(<\/span>
\n f"Missing columns: <\/span>{<\/span>missing_columns}<\/span><\/span>"<\/span><\/span>
\n )<\/span><\/p>\n

df[<\/span>"amount"<\/span>]<\/span> =<\/span> (<\/span>
\n df[<\/span>"quantity"<\/span>]<\/span> *<\/span> df[<\/span>"price"<\/span>]<\/span>
\n )<\/span><\/p>\n

result =<\/span> (<\/span>
\n df.<\/span>groupby(<\/span>"product"<\/span>,<\/span> as_index=<\/span>False<\/span>)<\/span>
\n [<\/span>"amount"<\/span>]<\/span>
\n .<\/span>sum<\/span>(<\/span>)<\/span>
\n .<\/span>sort_values(<\/span>
\n "amount"<\/span>,<\/span>
\n ascending=<\/span>False<\/span>
\n )<\/span>
\n )<\/span><\/p>\n

result.<\/span>to_csv(<\/span>
\n output_file,<\/span>
\n index=<\/span>False<\/span>
\n )<\/span><\/p>\n

return<\/span> result<\/p>\n

\u8fd9\u91cc\u771f\u6b63\u91cd\u8981\u7684\u5e76\u4e0d\u662f：<\/p>\n

ChatGPT\u5199\u51fa\u4e86\u4ee3\u7801<\/p>\n

\u800c\u662f\u8f93\u5165\u4e2d\u5305\u542b\u4e86：<\/p>\n

Language
\nLibrary
\nInput Schema
\nBusiness Rule
\nOutput
\nValidation<\/p>\n

\n

\u516d\u3001\u4e3a\u4ec0\u4e48\u5f88\u591a\u4eba\u7528ChatGPT\u5199\u4ee3\u7801\u6548\u679c\u4e0d\u597d？<\/h2>\n

\u6700\u5e38\u89c1\u7684\u539f\u56e0\u662f：<\/p>\n

Prompt\u8fc7\u4e8e\u6a21\u7cca<\/p>\n

\u4f8b\u5982：<\/p>\n

\u5e2e\u6211\u5199\u4e00\u4e2a\u540e\u53f0\u3002<\/p>\n

\u8fd9\u91cc\u6ca1\u6709\u8bf4\u660e：<\/p>\n

\u8bed\u8a00
\n\u6846\u67b6
\n\u6570\u636e\u5e93
\n\u63a5\u53e3
\n\u4e1a\u52a1\u89c4\u5219
\n\u5e76\u53d1\u8981\u6c42
\n\u9519\u8bef\u5904\u7406
\n\u6d4b\u8bd5
\n\u90e8\u7f72\u73af\u5883<\/p>\n

\u6a21\u578b\u53ea\u80fd\u81ea\u5df1\u8865\u5145\u5927\u91cf\u5047\u8bbe\u3002<\/p>\n

\u800c\u5047\u8bbe\u8d8a\u591a：<\/p>\n

Uncertainty<\/p>\n

\u8d8a\u9ad8\u3002<\/p>\n

\u6240\u4ee5AI Coding\u4e2d\u975e\u5e38\u91cd\u8981\u7684\u539f\u5219\u662f：<\/p>\n

\u51cf\u5c11\u9690\u542b\u9700\u6c42<\/p>\n

\n

\u4e03\u3001\u7f16\u7a0bPrompt\u5e94\u8be5\u600e\u4e48\u5199？<\/h2>\n

\u53ef\u4ee5\u91c7\u7528\u4e00\u4e2a\u901a\u7528\u7ed3\u6784：<\/p>\n

Task
\n+
\nEnvironment
\n+
\nInput
\n+
\nRequirement
\n+
\nConstraint
\n+
\nOutput
\n+
\nTest<\/p>\n

\u4f8b\u5982：<\/p>\n

\u3010\u4efb\u52a1\u3011<\/p>\n

\u5b9e\u73b0\u7528\u6237\u67e5\u8be2API\u3002<\/p>\n

\u3010\u73af\u5883\u3011<\/p>\n

Python 3.12
\nFastAPI
\nPostgreSQL
\nSQLAlchemy 2.x<\/p>\n

\u3010\u63a5\u53e3\u3011<\/p>\n

GET \/api\/users\/{user_id}<\/p>\n

\u3010\u8fd4\u56de\u3011<\/p>\n

{
\n "id": 1,
\n "name": "Alice",
\n "email": "alice@example.com"
\n}<\/p>\n

\u3010\u8981\u6c42\u3011<\/p>\n

1. user_id\u5fc5\u987b\u5927\u4e8e0
\n2. \u7528\u6237\u4e0d\u5b58\u5728\u8fd4\u56de404
\n3. \u6570\u636e\u5e93\u9519\u8bef\u8fd4\u56de\u7edf\u4e00\u5f02\u5e38
\n4. \u4f7f\u7528async
\n5. \u4f7f\u7528\u7c7b\u578b\u6ce8\u89e3<\/p>\n

\u3010\u9650\u5236\u3011<\/p>\n

\u4e0d\u4fee\u6539\u6570\u636e\u5e93Schema\u3002<\/p>\n

\u3010\u6d4b\u8bd5\u3011<\/p>\n

\u4f7f\u7528pytest\u8986\u76d6：<\/p>\n

\u6b63\u5e38\u7528\u6237
\n\u4e0d\u5b58\u5728\u7528\u6237
\n\u975e\u6cd5user_id
\n\u6570\u636e\u5e93\u5f02\u5e38<\/p>\n

\u8fd9\u79cdPrompt\u672c\u8d28\u4e0a\u5df2\u7ecf\u63a5\u8fd1：<\/p>\n

Technical Specification<\/p>\n

\n

\u516b\u3001Prompt\u4e3a\u4ec0\u4e48\u53ef\u4ee5\u7406\u89e3\u6210\u51fd\u6570\u8c03\u7528？<\/h2>\n

\u4ece\u7a0b\u5e8f\u5458\u89d2\u5ea6，\u53ef\u4ee5\u628a\u666e\u901aPrompt：<\/p>\n

\u5199\u4e2a\u63a5\u53e3<\/p>\n

\u7406\u89e3\u6210：<\/p>\n

create_api(<\/span>)<\/span><\/p>\n

\u5b8c\u5168\u6ca1\u6709\u53c2\u6570\u3002<\/p>\n

\u800c\u7ed3\u6784\u5316Prompt：<\/p>\n

Framework = FastAPI
\nMethod = GET
\nPath = \/users\/{id}
\nDatabase = PostgreSQL
\nAsync = True<\/p>\n

\u66f4\u63a5\u8fd1：<\/p>\n

create_api(<\/span>
\n framework=<\/span>"FastAPI"<\/span>,<\/span>
\n method=<\/span>"GET"<\/span>,<\/span>
\n path=<\/span>"\/users\/{id}"<\/span>,<\/span>
\n database=<\/span>"PostgreSQL"<\/span>,<\/span>
\n async_mode=<\/span>True<\/span>
\n)<\/span><\/p>\n

\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48：<\/p>\n

\u7ed3\u6784\u5316Prompt<\/p>\n

\u901a\u5e38\u6bd4：<\/p>\n

\u4e00\u53e5\u81ea\u7136\u8bed\u8a00<\/p>\n

\u7a33\u5b9a\u3002<\/p>\n

\n

\u4e5d\u3001ChatGPT\u9002\u5408Debug\u7a0b\u5e8f\u5417？<\/h2>\n

\u975e\u5e38\u9002\u5408\u3002<\/p>\n

\u4f46Debug\u4efb\u52a1\u5fc5\u987b\u63d0\u4f9b\u5b8c\u6574\u4e0a\u4e0b\u6587\u3002<\/p>\n

\u4f4e\u8d28\u91cf\u63d0\u95ee：<\/p>\n

\u4e3a\u4ec0\u4e48\u8fd0\u884c\u4e0d\u4e86？<\/p>\n

\u9ad8\u8d28\u91cf\u63d0\u95ee：<\/p>\n

Python\u7248\u672c：<\/p>\n

3.12<\/p>\n

\u6846\u67b6：<\/p>\n

FastAPI<\/p>\n

\u8fd0\u884c\u547d\u4ee4：<\/p>\n

uvicorn main:app<\/p>\n

\u9519\u8bef\u4fe1\u606f：<\/p>\n

\u5b8c\u6574Traceback<\/p>\n

\u76f8\u5173\u4ee3\u7801：<\/p>\n

main.py
\ndatabase.py<\/p>\n

\u671f\u671b\u884c\u4e3a：<\/p>\n

\u542f\u52a8HTTP\u670d\u52a1\u3002<\/p>\n

\u5b9e\u9645\u884c\u4e3a：<\/p>\n

\u7a0b\u5e8f\u542f\u52a8\u65f6\u62a5\u9519\u3002<\/p>\n

\u8bf7：<\/p>\n

1. \u5b9a\u4f4dRoot Cause
\n2. \u6307\u51fa\u8bc1\u636e
\n3. \u7ed9\u51fa\u6700\u5c0f\u4fee\u6539\u65b9\u6848
\n4. \u4e0d\u4fee\u6539\u65e0\u5173\u4ee3\u7801<\/p>\n

\u8fd9\u91cc\u63d0\u4f9b\u7684\u662f：<\/p>\n

Debug Context<\/p>\n

\n

\u5341\u3001\u4e3a\u4ec0\u4e48\u5b8c\u6574Traceback\u975e\u5e38\u91cd\u8981？<\/h2>\n

\u5047\u8bbePython\u62a5\u9519：<\/p>\n

ModuleNotFoundError<\/p>\n

\u4ec5\u544a\u8bc9AI：<\/p>\n

Python\u62a5\u9519\u4e86<\/p>\n

\u51e0\u4e4e\u6ca1\u6709\u8bca\u65ad\u4ef7\u503c\u3002<\/p>\n

\u771f\u6b63\u6709\u7528\u7684\u662f：<\/p>\n

Traceback (most recent call last):<\/p>\n

File "…", line 10
\n…<\/p>\n

ModuleNotFoundError:
\nNo module named 'xxx'<\/p>\n

Traceback\u63d0\u4f9b：<\/p>\n

Exception Type
\nFile
\nLine
\nCall Stack<\/p>\n

AI\u624d\u80fd\u7f29\u5c0f：<\/p>\n

Search Space<\/p>\n

\n

\u5341\u4e00\u3001\u63a8\u8350\u4f7f\u7528\u201c\u5148\u8bca\u65ad\u3001\u540e\u4fee\u6539\u201d<\/h2>\n

AI\u7f16\u7a0b\u4e2d\u975e\u5e38\u5b9e\u7528\u7684\u5de5\u4f5c\u6a21\u5f0f\u662f：<\/p>\n

Diagnose
\n\u2193
\nFix<\/p>\n

\u7b2c\u4e00\u8f6e：<\/p>\n

\u53ea\u5206\u6790Bug\u3002<\/p>\n

\u4e0d\u8981\u4fee\u6539\u4ee3\u7801\u3002<\/p>\n

\u8f93\u51fa：<\/p>\n

1. Root Cause
\n2. Evidence
\n3. Affected File
\n4. Minimal Fix<\/p>\n

\u7b2c\u4e8c\u8f6e\u786e\u8ba4\u540e\u518d：<\/p>\n

\u6839\u636e\u4e0a\u9762\u7684Root Cause\u4fee\u6539\u4ee3\u7801\u3002<\/p>\n

\u8981\u6c42：<\/p>\n

\u53ea\u4fee\u6539\u5fc5\u8981\u4ee3\u7801\u3002<\/p>\n

\u76f8\u6bd4：<\/p>\n

\u76f4\u63a5\u628a\u6240\u6709\u4ee3\u7801\u91cd\u5199<\/p>\n

\u8fd9\u79cd\u65b9\u6cd5\u66f4\u5bb9\u6613\u63a7\u5236：<\/p>\n

Change Scope<\/p>\n

\n

\u5341\u4e8c\u3001\u4ec0\u4e48\u662fChange Scope？<\/h2>\n

Change Scope\u5c31\u662f：<\/p>\n

\u4fee\u6539\u8303\u56f4<\/p>\n

\u4f8b\u5982\u4efb\u52a1\u53ea\u662f：<\/p>\n

\u4fee\u590d\u8ba2\u5355\u65e5\u671f\u89e3\u6790Bug<\/p>\n

\u7406\u60f3\u4fee\u6539：<\/p>\n

order_parser.py
\n+
\n\u5bf9\u5e94\u6d4b\u8bd5<\/p>\n

\u4e0d\u5e94\u8be5\u540c\u65f6：<\/p>\n

\u6539\u6570\u636e\u5e93
\n\u5347\u7ea7\u6846\u67b6
\n\u4fee\u6539API
\n\u91cd\u6784\u6574\u4e2a\u9879\u76ee<\/p>\n

\u5426\u5219：<\/p>\n

Regression Risk<\/p>\n

\u4f1a\u5feb\u901f\u589e\u52a0\u3002<\/p>\n

\u56e0\u6b64Prompt\u4e2d\u53ef\u4ee5\u660e\u786e：<\/p>\n

\u4e0d\u8981\u4fee\u6539\u516c\u5171API\u3002<\/p>\n

\u4e0d\u8981\u5347\u7ea7\u4f9d\u8d56\u3002<\/p>\n

\u4e0d\u8981\u4fee\u6539\u65e0\u5173\u6a21\u5757\u3002<\/p>\n

\u53ea\u4fee\u6539\u89e3\u51b3\u8be5\u95ee\u9898\u6240\u9700\u6587\u4ef6\u3002<\/p>\n

\n

\u5341\u4e09\u3001ChatGPT\u53ef\u4ee5\u505aCode Review\u5417？<\/h2>\n

Code Review\u662fAI\u7f16\u7a0b\u4e2d\u975e\u5e38\u6709\u4ef7\u503c\u7684\u4f7f\u7528\u65b9\u5f0f\u3002<\/p>\n

\u4f8b\u5982\u4ee3\u7801：<\/p>\n

def<\/span> get_user<\/span>(<\/span>users,<\/span> user_id)<\/span>:<\/span>
\n for<\/span> user in<\/span> users:<\/span>
\n if<\/span> user[<\/span>"id"<\/span>]<\/span> ==<\/span> user_id:<\/span>
\n return<\/span> user<\/p>\n

return<\/span> None<\/span><\/p>\n

\u4e0d\u8981\u53ea\u95ee：<\/p>\n

\u4ee3\u7801\u6709\u6ca1\u6709\u95ee\u9898？<\/p>\n

\u53ef\u4ee5\u89c4\u5b9aReview\u7ef4\u5ea6：<\/p>\n

\u6309\u7167\u4ee5\u4e0b\u7ef4\u5ea6Review：<\/p>\n

1. Correctness
\n2. Performance
\n3. Error Handling
\n4. Type Safety
\n5. Readability
\n6. Maintainability<\/p>\n

\u8f93\u51fa：<\/p>\n

| \u95ee\u9898 | \u4e25\u91cd\u7a0b\u5ea6 | \u539f\u56e0 | \u5efa\u8bae |<\/p>\n

\u5148Review，\u4e0d\u8981\u4fee\u6539\u3002<\/p>\n

\u8fd9\u6837\u6a21\u578b\u4f1a\u6309\u7167：<\/p>\n

Evaluation Criteria<\/p>\n

\u8fdb\u884c\u5ba1\u67e5\u3002<\/p>\n

\n

\u5341\u56db\u3001\u4e13\u4e1aCode Review\u5e94\u8be5\u68c0\u67e5\u4ec0\u4e48？<\/h2>\n

\u53ef\u4ee5\u5efa\u7acb\u901a\u7528Checklist：<\/p>\n

Correctness
\nSecurity
\nPerformance
\nConcurrency
\nInput Validation
\nError Handling
\nLogging
\nResource Management
\nReadability
\nMaintainability
\nTestability<\/p>\n

Web\u5f00\u53d1\u8fd8\u5e94\u8be5\u68c0\u67e5：<\/p>\n

Authentication
\nAuthorization
\nSQL Injection
\nXSS
\nCSRF
\nRate Limit
\nSecret Handling<\/p>\n

\u6570\u636e\u5e93\u4ee3\u7801\u91cd\u70b9\u68c0\u67e5：<\/p>\n

Index
\nN+1 Query
\nTransaction
\nLock
\nConnection Pool<\/p>\n

\n

\u5341\u4e94\u3001ChatGPT\u751f\u6210\u5355\u5143\u6d4b\u8bd5\u6709\u4ec0\u4e48\u4ef7\u503c？<\/h2>\n

\u8f6f\u4ef6\u5de5\u7a0b\u4e2d：<\/p>\n

\u751f\u6210\u4ee3\u7801<\/p>\n

\u5e76\u4e0d\u662f\u6700\u7ec8\u76ee\u6807\u3002<\/p>\n

\u771f\u6b63\u91cd\u8981\u7684\u662f：<\/p>\n

\u9a8c\u8bc1\u4ee3\u7801<\/p>\n

\u4f8b\u5982：<\/p>\n

def<\/span> divide<\/span>(<\/span>a:<\/span> float<\/span>,<\/span> b:<\/span> float<\/span>)<\/span> –<\/span>><\/span> float<\/span>:<\/span>
\n if<\/span> b ==<\/span> 0<\/span>:<\/span>
\n raise<\/span> ValueError(<\/span>"b cannot be zero"<\/span>)<\/span><\/p>\n

return<\/span> a \/<\/span> b<\/p>\n

\u53ef\u4ee5\u8981\u6c42：<\/p>\n

\u4f7f\u7528pytest\u8bbe\u8ba1\u6d4b\u8bd5\u3002<\/p>\n

\u8986\u76d6：<\/p>\n

\u6b63\u5e38\u503c
\n\u8d1f\u6570
\n\u5c0f\u6570
\nb=0
\n\u6781\u5927\u503c<\/p>\n

\u4f8b\u5982：<\/p>\n

import<\/span> pytest<\/p>\n

def<\/span> test_divide_normal<\/span>(<\/span>)<\/span>:<\/span>
\n assert<\/span> divide(<\/span>10<\/span>,<\/span> 2<\/span>)<\/span> ==<\/span> 5<\/span><\/p>\n

def<\/span> test_divide_negative<\/span>(<\/span>)<\/span>:<\/span>
\n assert<\/span> divide(<\/span>–<\/span>10<\/span>,<\/span> 2<\/span>)<\/span> ==<\/span> –<\/span>5<\/span><\/p>\n

def<\/span> test_divide_float<\/span>(<\/span>)<\/span>:<\/span>
\n assert<\/span> divide(<\/span>1<\/span>,<\/span> 4<\/span>)<\/span> ==<\/span> 0.25<\/span><\/p>\n

def<\/span> test_divide_zero<\/span>(<\/span>)<\/span>:<\/span>
\n with<\/span> pytest.<\/span>raises(<\/span>ValueError)<\/span>:<\/span>
\n divide(<\/span>10<\/span>,<\/span> 0<\/span>)<\/span><\/p>\n

\n

\u5341\u516d\u3001\u4e3a\u4ec0\u4e48\u6d4b\u8bd5\u6bd4\u4ee3\u7801\u751f\u6210\u66f4\u91cd\u8981？<\/h2>\n

\u56e0\u4e3a：<\/p>\n

Syntax Correct
\n\u2260
\nLogic Correct<\/p>\n

\u4f8b\u5982：<\/p>\n

def<\/span> add<\/span>(<\/span>a,<\/span> b)<\/span>:<\/span>
\n return<\/span> a –<\/span> b<\/p>\n

\u4ee3\u7801：<\/p>\n

\u53ef\u4ee5\u8fd0\u884c<\/p>\n

\u4f46：<\/p>\n

\u903b\u8f91\u9519\u8bef<\/p>\n

\u56e0\u6b64AI Coding\u5b8c\u6574\u94fe\u8def\u5e94\u8be5\u662f：<\/p>\n

Generate
\n\u2193
\nRun
\n\u2193
\nTest
\n\u2193
\nReview
\n\u2193
\nFix<\/p>\n

\u800c\u4e0d\u662f：<\/p>\n

Generate
\n\u2193
\nCopy
\n\u2193
\nFinish<\/p>\n

\n

\u5341\u4e03\u3001ChatGPT\u53ef\u4ee5\u5199SQL\u5417？<\/h2>\n

\u975e\u5e38\u9002\u5408\u8f85\u52a9SQL\u5f00\u53d1\u3002<\/p>\n

\u5047\u8bbe：<\/p>\n

orders<\/p>\n

\u8868\u5305\u542b：<\/p>\n

id
\nuser_id
\namount
\nstatus
\ncreated_at<\/p>\n

\u9700\u6c42：<\/p>\n

\u7edf\u8ba1\u6bcf\u4e2a\u6708\u5b8c\u6210\u8ba2\u5355\u6570\u548c\u9500\u552e\u989d\u3002<\/p>\n

\u53ef\u4ee5\u751f\u6210：<\/p>\n

SELECT<\/span>
\n DATE_TRUNC(<\/span>
\n 'month'<\/span>,<\/span>
\n created_at
\n )<\/span> AS<\/span> month<\/span>,<\/span>
\n COUNT<\/span>(<\/span>*<\/span>)<\/span> AS<\/span> order_count,<\/span>
\n SUM<\/span>(<\/span>amount)<\/span> AS<\/span> total_amount
\nFROM<\/span> orders
\nWHERE<\/span> status<\/span> =<\/span> 'completed'<\/span>
\nGROUP<\/span> BY<\/span>
\n DATE_TRUNC(<\/span>
\n 'month'<\/span>,<\/span>
\n created_at
\n )<\/span>
\nORDER<\/span> BY<\/span> month<\/span>;<\/span><\/p>\n

\u4f46SQL\u751f\u6210\u540e\u5fc5\u987b\u7ee7\u7eed\u68c0\u67e5：<\/p>\n

JOIN Cardinality
\nNULL
\nTime Zone
\nDate Range
\nIndex
\nAggregation<\/p>\n

\n

\u5341\u516b\u3001\u4e3a\u4ec0\u4e48JOIN\u662fAI\u751f\u6210SQL\u7684\u91cd\u70b9\u98ce\u9669？<\/h2>\n

\u4f8b\u5982：<\/p>\n

orders<\/p>\n

\u4e00\u6761\u8ba2\u5355：<\/p>\n

1 row<\/p>\n

\u800c：<\/p>\n

order_items<\/p>\n

\u4e00\u6761\u8ba2\u5355\u53ef\u80fd：<\/p>\n

5 rows<\/p>\n

\u5982\u679cJOIN：<\/p>\n

orders
\nJOIN<\/span> order_items<\/p>\n

\u4e4b\u540e\u76f4\u63a5：<\/p>\n

SUM<\/span>(<\/span>orders.<\/span>amount)<\/span><\/p>\n

\u4e00\u4e2a\u8ba2\u5355\u91d1\u989d\u53ef\u80fd\u88ab\u7d2f\u8ba1：<\/p>\n

5\u6b21<\/p>\n

\u8fd9\u4e0d\u662f\u8bed\u6cd5\u9519\u8bef\u3002<\/p>\n

\u800c\u662f：<\/p>\n

Data Semantics Error<\/p>\n

\u8fd9\u79cd\u9519\u8bef\u6bd4\u8bed\u6cd5\u9519\u8bef\u66f4\u5371\u9669\u3002<\/p>\n

\n

\u5341\u4e5d\u3001ChatGPT\u53ef\u4ee5\u5206\u6790\u6574\u4e2a\u9879\u76ee\u5417？<\/h2>\n

\u666e\u901a\u4ee3\u7801\u5bf9\u8bdd\u901a\u5e38\u5904\u7406：<\/p>\n

\u4e00\u4e2a\u51fd\u6570
\n\u4e00\u4e2a\u6587\u4ef6
\n\u5c11\u91cf\u4ee3\u7801<\/p>\n

\u4f46\u771f\u5b9e\u9879\u76ee\u53ef\u80fd\u5305\u542b：<\/p>\n

1000 Files<\/p>\n

\u56e0\u6b64\u9700\u8981：<\/p>\n

Repository Context<\/p>\n

\u4f8b\u5982：<\/p>\n

src\/
\ntests\/
\nconfig\/
\ndatabase\/
\ndocs\/<\/p>\n

AI\u9700\u8981\u7406\u89e3：<\/p>\n

\u6a21\u5757\u5173\u7cfb
\n\u4f9d\u8d56
\n\u63a5\u53e3
\n\u4ee3\u7801\u89c4\u8303
\n\u6d4b\u8bd5<\/p>\n

\u8fd9\u5c31\u662f：<\/p>\n

Repository-Level Coding<\/p>\n

\n

\u4e8c\u5341\u3001Codex\u662f\u4ec0\u4e48？<\/h2>\n

OpenAI\u5f53\u524d\u63d0\u4f9b\u4e13\u95e8\u9762\u5411\u8f6f\u4ef6\u5de5\u7a0b\u7684：<\/p>\n

Codex<\/p>\n

\u5b83\u66f4\u9002\u5408\u88ab\u7406\u89e3\u6210：<\/p>\n

Coding Agent<\/p>\n

\u4e0e\u666e\u901a\u804a\u5929：<\/p>\n

Question
\n\u2193
\nAnswer<\/p>\n

\u4e0d\u540c，Coding Agent\u7684\u5de5\u4f5c\u6a21\u5f0f\u66f4\u63a5\u8fd1：<\/p>\n

Task
\n\u2193
\nInspect
\n\u2193
\nPlan
\n\u2193
\nEdit
\n\u2193
\nRun
\n\u2193
\nTest
\n\u2193
\nObserve
\n\u2193
\nFix<\/p>\n

\u56e0\u6b64\u5b83\u66f4\u9002\u5408：<\/p>\n

\u591a\u6587\u4ef6\u4fee\u6539
\nRepository\u4efb\u52a1
\nBug\u4fee\u590d
\n\u91cd\u6784
\n\u4ee3\u7801\u5ba1\u67e5
\n\u6d4b\u8bd5<\/p>\n

\u7b49\u8f6f\u4ef6\u5de5\u7a0b\u5de5\u4f5c\u3002<\/p>\n

\n

\u4e8c\u5341\u4e00\u3001ChatGPT\u548cCodex\u662f\u4ec0\u4e48\u5173\u7cfb？<\/h2>\n

\u53ef\u4ee5\u7b80\u5355\u7406\u89e3：<\/p>\n

ChatGPT
\n \u2502
\n \u251c\u2500\u2500 Chat
\n \u2502
\n \u251c\u2500\u2500 Work
\n \u2502
\n \u2514\u2500\u2500 Codex<\/p>\n

\u5176\u4e2dChat\u66f4\u9002\u5408：<\/p>\n

\u6280\u672f\u95ee\u7b54
\n\u4ee3\u7801\u89e3\u91ca
\n\u65b9\u6848\u8ba8\u8bba
\n\u77ed\u4ee3\u7801<\/p>\n

\u800cCodex\u91cd\u70b9\u9762\u5411：<\/p>\n

Software Engineering<\/p>\n

\u5305\u62ec：<\/p>\n

Write
\nReview
\nTest
\nShip<\/p>\n

\u8fd9\u610f\u5473\u7740：<\/p>\n

ChatGPT\u7f16\u7a0b<\/p>\n

\u5df2\u7ecf\u4e0d\u4ec5\u662f：<\/p>\n

\u804a\u5929\u7a97\u53e3\u751f\u6210\u4ee3\u7801<\/p>\n

\u8fd8\u9010\u6e10\u8fdb\u5165：<\/p>\n

Agentic Software Development<\/p>\n

\n

\u4e8c\u5341\u4e8c\u3001\u4ec0\u4e48\u662fAgentic Coding？<\/h2>\n

Agentic Coding\u53ef\u4ee5\u7ffb\u8bd1\u4e3a：<\/p>\n

\u667a\u80fd\u4f53\u5f0f\u7f16\u7a0b<\/p>\n

\u4f20\u7edfChat：<\/p>\n

Developer
\n\u2193
\nQuestion
\n\u2193
\nAI
\n\u2193
\nAnswer<\/p>\n

Agent\u6a21\u5f0f：<\/p>\n

Developer
\n\u2193
\nGoal
\n\u2193
\nAgent
\n\u2193
\nInspect Project
\n\u2193
\nChoose Action
\n\u2193
\nModify Code
\n\u2193
\nRun Test
\n\u2193
\nObserve
\n\u2193
\nNext Action<\/p>\n

\u6838\u5fc3\u533a\u522b\u5728\u4e8e：<\/p>\n

AI\u4e0d\u53ea\u662f\u751f\u6210\u6587\u672c<\/p>\n

\u800c\u662f\u80fd\u591f\u56f4\u7ed5\u76ee\u6807\u8fdb\u884c：<\/p>\n

\u591a\u6b65\u9aa4\u6267\u884c<\/p>\n

\n

\u4e8c\u5341\u4e09\u3001Agent Loop\u662f\u4ec0\u4e48？<\/h2>\n

\u4e00\u4e2a\u5178\u578bAgent Loop\u53ef\u4ee5\u62bd\u8c61\u6210：<\/p>\n

while<\/span> not<\/span> task_finished:<\/span><\/p>\n

context =<\/span> observe(<\/span>)<\/span><\/p>\n

plan =<\/span> reason(<\/span>context)<\/span><\/p>\n

action =<\/span> choose_action(<\/span>plan)<\/span><\/p>\n

result =<\/span> execute(<\/span>action)<\/span><\/p>\n

evaluate(<\/span>result)<\/span><\/p>\n

\u4e5f\u5c31\u662f：<\/p>\n

Observe
\n\u2193
\nReason
\n\u2193
\nAct
\n\u2193
\nEvaluate
\n\u2193
\nRepeat<\/p>\n

\u8fd9\u5957\u6a21\u578b\u4e0d\u4ec5\u9002\u7528\u4e8e Coding Agent\u3002<\/p>\n

\u540c\u6837\u662f\u5f88\u591a：<\/p>\n

AI Agent<\/p>\n

\u7cfb\u7edf\u7684\u57fa\u7840\u7ed3\u6784\u3002<\/p>\n

\n

\u4e8c\u5341\u56db\u3001ChatGPT\u3001IDE\u3001Codex\u5e94\u8be5\u600e\u4e48\u7ec4\u5408？<\/h2>\n

\u4e00\u4e2a\u6bd4\u8f83\u5408\u7406\u7684\u73b0\u4ee3\u5f00\u53d1\u67b6\u6784：<\/p>\n

Developer
\n \u2502
\n \u251c\u2500\u2500 ChatGPT
\n \u2502 \u2514\u2500\u2500 Requirement \/ Design
\n \u2502
\n \u251c\u2500\u2500 IDE
\n \u2502 \u2514\u2500\u2500 Coding \/ Debug
\n \u2502
\n \u2514\u2500\u2500 Codex
\n \u2514\u2500\u2500 Agentic Task<\/p>\n

\u4f8b\u5982：<\/p>\n

ChatGPT<\/h4>\n

\u7528\u4e8e：<\/p>\n

\u9700\u6c42\u6f84\u6e05
\n\u67b6\u6784\u8ba8\u8bba
\n\u4ee3\u7801\u89e3\u91ca
\n\u6280\u672f\u5b66\u4e60<\/p>\n

IDE<\/h4>\n

\u7528\u4e8e：<\/p>\n

\u4ee3\u7801\u7f16\u8f91
\n\u65ad\u70b9\u8c03\u8bd5
\n\u9879\u76ee\u6d4f\u89c8
\n\u7248\u672c\u63a7\u5236<\/p>\n

Coding Agent<\/h4>\n

\u7528\u4e8e：<\/p>\n

\u8de8\u6587\u4ef6\u4fee\u6539
\n\u6d4b\u8bd5\u6267\u884c
\n\u91cd\u6784
\nRepository\u4efb\u52a1<\/p>\n

\u8fd9\u4e09\u8005\u4e0d\u662f\u4e92\u76f8\u66ff\u4ee3\u3002<\/p>\n

\u800c\u662f：<\/p>\n

Complementary Tools<\/p>\n

\n

\u4e8c\u5341\u4e94\u3001\u4ec0\u4e48\u4efb\u52a1\u9002\u5408\u76f4\u63a5\u5728ChatGPT\u4e2d\u5b8c\u6210？<\/h2>\n

\u4f8b\u5982：<\/p>\n

\u89e3\u91ca\u4e00\u4e2a\u7b97\u6cd5<\/p>\n

\u5206\u6790\u4e00\u6bb5\u9519\u8bef\u65e5\u5fd7<\/p>\n

\u751f\u6210\u4e00\u4e2aPython\u51fd\u6570<\/p>\n

\u8bbe\u8ba1\u6570\u636e\u5e93Schema<\/p>\n

\u5199\u4e00\u6761SQL<\/p>\n

\u8bbe\u8ba1REST API<\/p>\n

Review\u4e00\u4e2a\u51fd\u6570<\/p>\n

\u89e3\u91ca\u6846\u67b6\u673a\u5236<\/p>\n

\u8fd9\u4e9b\u4efb\u52a1\u901a\u5e38\u5177\u5907：<\/p>\n

Context Small<\/p>\n

\u7279\u70b9\u3002<\/p>\n

\n

\u4e8c\u5341\u516d\u3001\u4ec0\u4e48\u4efb\u52a1\u66f4\u9002\u5408Coding Agent？<\/h2>\n

\u4f8b\u5982：<\/p>\n

\u4fee\u6539\u591a\u4e2a\u6587\u4ef6<\/p>\n

\u5b9e\u73b0\u5b8c\u6574Feature<\/p>\n

\u4fee\u590dRepository\u4e2d\u7684Bug<\/p>\n

\u6279\u91cf\u66f4\u65b0\u63a5\u53e3<\/p>\n

\u8fd0\u884c\u6d4b\u8bd5\u5e76\u4fee\u590d\u5931\u8d25<\/p>\n

\u8fc1\u79fb\u65e7API<\/p>\n

\u8fdb\u884c\u5927\u89c4\u6a21Refactor<\/p>\n

\u8fd9\u4e9b\u4efb\u52a1\u7279\u70b9\u662f：<\/p>\n

Context Large
\n+
\nMultiple Actions<\/p>\n

\u56e0\u6b64\u66f4\u9002\u5408：<\/p>\n

Agent Workflow<\/p>\n

\n

\u4e8c\u5341\u4e03\u3001AI\u7f16\u7a0b\u4e3a\u4ec0\u4e48\u9700\u8981Context Engineering？<\/h2>\n

\u8f6f\u4ef6\u5de5\u7a0b\u4e2d，AI\u6700\u7ec8\u4ee3\u7801\u8d28\u91cf\u5f88\u5927\u7a0b\u5ea6\u53d6\u51b3\u4e8e：<\/p>\n

Context<\/p>\n

\u4f8b\u5982：<\/p>\n

Language<\/p>\n

Framework<\/p>\n

Database<\/p>\n

Architecture<\/p>\n

Coding Standard<\/p>\n

Existing Code<\/p>\n

Tests<\/p>\n

API Contract<\/p>\n

\u5982\u679c\u7f3a\u5c11\u8fd9\u4e9b\u4fe1\u606f：<\/p>\n

AI<\/p>\n

\u5c31\u5fc5\u987b\u81ea\u5df1：<\/p>\n

Guess<\/p>\n

\u56e0\u6b64\u53ef\u4ee5\u5199\u6210：<\/p>\n

AI Coding Quality
\n=
\nModel
\n\u00d7
\nContext
\n\u00d7
\nRequirement
\n\u00d7
\nEvaluation<\/p>\n

\n

\u4e8c\u5341\u516b\u3001\u4ec0\u4e48\u662fMinimum Sufficient Context？<\/h2>\n

\u4e0d\u662f：<\/p>\n

Context\u8d8a\u591a\u8d8a\u597d<\/p>\n

\u800c\u5e94\u8be5\u662f：<\/p>\n

\u8db3\u591f\u5b8c\u6210\u4efb\u52a1\u7684\u6700\u5c0fContext<\/p>\n

\u5047\u8bbe\u9879\u76ee：<\/p>\n

frontend\/
\nbackend\/
\ndatabase\/
\nmobile\/
\ndocs\/<\/p>\n

\u4f46\u4efb\u52a1\u53ea\u662f：<\/p>\n

\u4fee\u6539backend\/auth\u767b\u5f55\u8d85\u65f6<\/p>\n

\u771f\u6b63\u9700\u8981\u7684\u53ef\u80fd\u53ea\u6709：<\/p>\n

backend\/auth\/
\nconfig\/
\ntests\/auth\/<\/p>\n

\u8fd9\u5c31\u662f：<\/p>\n

Minimum Sufficient Context<\/p>\n

\u597d\u5904\u662f\u51cf\u5c11：<\/p>\n

Noise<\/p>\n

\n

\u4e8c\u5341\u4e5d\u3001\u600e\u6837\u8ba9AI\u9075\u5b88\u9879\u76ee\u4ee3\u7801\u89c4\u8303？<\/h2>\n

\u53ef\u4ee5\u63d0\u4f9b：<\/p>\n

Project Rules<\/p>\n

\u4f8b\u5982：<\/p>\n

\u9879\u76ee\u73af\u5883：<\/p>\n

Python 3.12
\nFastAPI
\nPostgreSQL
\nRedis<\/p>\n

\u4ee3\u7801\u89c4\u8303：<\/p>\n

1. \u6240\u6709\u51fd\u6570\u5fc5\u987b\u6709Type Hint
\n2. \u6570\u636e\u5e93\u8bbf\u95ee\u653eRepository\u5c42
\n3. Service\u4e0d\u8fd4\u56deHTTP\u5bf9\u8c61
\n4. API\u7edf\u4e00Error Schema
\n5. \u7981\u6b62\u5168\u5c40\u53d8\u91cf
\n6. \u6d4b\u8bd5\u7edf\u4e00\u4f7f\u7528pytest<\/p>\n

\u8fd9\u6837AI\u624d\u80fd\u6301\u7eed\u9075\u5faa：<\/p>\n

Engineering Constraints<\/p>\n

\n

\u4e09\u5341\u3001ChatGPT\u7f16\u7a0b\u6700\u5bb9\u6613\u51fa\u73b0\u54ea\u4e9b\u9519\u8bef？<\/h2>\n

\u4e3b\u8981\u5305\u62ec：<\/p>\n

1. Hallucinated API<\/p>\n

2. Deprecated API<\/p>\n

3. Logic Error<\/p>\n

4. Missing Edge Case<\/p>\n

5. Security Problem<\/p>\n

6. Performance Problem<\/p>\n

7. Dependency Conflict<\/p>\n

8. Context Mismatch<\/p>\n

\n

\u4e09\u5341\u4e00\u3001\u4ec0\u4e48\u662fHallucinated API？<\/h2>\n

\u4f8b\u5982AI\u751f\u6210：<\/p>\n

library.<\/span>magic_function(<\/span>)<\/span><\/p>\n

\u65b9\u6cd5\u540d\u5b57\u770b\u8d77\u6765\u975e\u5e38\u5408\u7406\u3002<\/p>\n

\u4f46\u5b9e\u9645\u4e0a\u5e93\u91cc：<\/p>\n

\u6839\u672c\u4e0d\u5b58\u5728<\/p>\n

\u8fd9\u79cd\u73b0\u8c61\u5c31\u662f：<\/p>\n

Hallucinated API<\/p>\n

\u6240\u4ee5\u6d89\u53ca\u6846\u67b6\u548c\u5e93\u65f6：<\/p>\n

\u6700\u7ec8\u5fc5\u987b\u6838\u5bf9\u5b98\u65b9\u6587\u6863<\/p>\n

\n

\u4e09\u5341\u4e8c\u3001\u4e3a\u4ec0\u4e48\u7248\u672c\u4fe1\u606f\u5fc5\u987b\u63d0\u4f9b？<\/h2>\n

\u4f8b\u5982：<\/p>\n

SQLAlchemy 1.x<\/p>\n

\u548c：<\/p>\n

SQLAlchemy 2.x<\/p>\n

\u5199\u6cd5\u53ef\u80fd\u4e0d\u540c\u3002<\/p>\n

\u540c\u6837：<\/p>\n

Python 3.8<\/p>\n

\u548c：<\/p>\n

Python 3.12<\/p>\n

\u652f\u6301\u7684\u8bed\u6cd5\u4e5f\u5b58\u5728\u5dee\u5f02\u3002<\/p>\n

\u56e0\u6b64Prompt\u6700\u597d\u660e\u786e：<\/p>\n

Python 3.12<\/p>\n

FastAPI \u5f53\u524d\u9879\u76ee\u7248\u672c<\/p>\n

SQLAlchemy 2.x<\/p>\n

\u8fd9\u53ef\u4ee5\u660e\u663e\u964d\u4f4e：<\/p>\n

Version Mismatch<\/p>\n

\n

\u4e09\u5341\u4e09\u3001AI\u751f\u6210\u4ee3\u7801\u540e\u5e94\u8be5\u600e\u6837\u9a8c\u8bc1？<\/h2>\n

\u81f3\u5c11\u7ecf\u8fc7：<\/p>\n

Static Check
\n\u2193
\nRun
\n\u2193
\nUnit Test
\n\u2193
\nIntegration Test
\n\u2193
\nReview<\/p>\n

\u53ef\u4ee5\u5efa\u7acbChecklist：<\/p>\n

[ ] Syntax\u6b63\u786e<\/p>\n

[ ] \u53ef\u4ee5\u8fd0\u884c<\/p>\n

[ ] \u4f9d\u8d56\u771f\u5b9e\u5b58\u5728<\/p>\n

[ ] API\u6ca1\u6709\u8fc7\u671f<\/p>\n

[ ] Unit Test\u901a\u8fc7<\/p>\n

[ ] Boundary Test\u901a\u8fc7<\/p>\n

[ ] Error Handling\u5b8c\u6574<\/p>\n

[ ] \u6ca1\u6709\u786c\u7f16\u7801Secret<\/p>\n

[ ] Input\u7ecf\u8fc7Validation<\/p>\n

[ ] Database Query\u6b63\u786e<\/p>\n

[ ] Permission\u7ecf\u8fc7\u68c0\u67e5<\/p>\n

[ ] \u4fee\u6539\u8303\u56f4\u5408\u7406<\/p>\n

[ ] \u539f\u6709\u6d4b\u8bd5\u6ca1\u6709\u88ab\u7834\u574f<\/p>\n

\n

\u4e09\u5341\u56db\u3001\u4e00\u4e2a\u5b8c\u6574\u7684AI Coding\u5de5\u4f5c\u6d41<\/h2>\n

\u63a8\u8350\u4f7f\u7528：<\/p>\n

Requirement
\n \u2193
\nSpecification
\n \u2193
\nContext
\n \u2193
\nPlan
\n \u2193
\nGenerate
\n \u2193
\nRun
\n \u2193
\nTest
\n \u2193
\nReview
\n \u2193
\nFix
\n \u2193
\nRegression Test<\/p>\n

\u7b2c\u4e00\u6b65\u4e0d\u662f：<\/p>\n

Write Code<\/p>\n

\u800c\u662f：<\/p>\n

Understand Requirement<\/p>\n

\u6700\u540e\u4e00\u6b65\u4e5f\u4e0d\u662f：<\/p>\n

\u4ee3\u7801\u80fd\u8fd0\u884c<\/p>\n

\u800c\u662f：<\/p>\n

Regression Verification<\/p>\n

\n

\u4e09\u5341\u4e94\u3001\u4e00\u4e2a\u53ef\u4ee5\u590d\u7528\u7684AI\u7f16\u7a0bPrompt\u6a21\u677f<\/h2>\n

\u3010\u4efb\u52a1\u3011<\/p>\n

\u5b9e\u73b0：<\/p>\n

________<\/p>\n

\u3010\u5f00\u53d1\u73af\u5883\u3011<\/p>\n

Language：<\/p>\n

Framework：<\/p>\n

Database：<\/p>\n

Runtime：<\/p>\n

\u3010\u76f8\u5173\u6587\u4ef6\u3011<\/p>\n

________<\/p>\n

\u3010\u5f53\u524d\u884c\u4e3a\u3011<\/p>\n

________<\/p>\n

\u3010\u671f\u671b\u884c\u4e3a\u3011<\/p>\n

________<\/p>\n

\u3010\u4e1a\u52a1\u89c4\u5219\u3011<\/p>\n

1.
\n2.
\n3.<\/p>\n

\u3010\u9650\u5236\u3011<\/p>\n

1. \u4e0d\u4fee\u6539\u516c\u5171API
\n2. \u4e0d\u5347\u7ea7\u4f9d\u8d56
\n3. \u4e0d\u4fee\u6539\u65e0\u5173\u6a21\u5757
\n4. \u4fdd\u6301\u9879\u76ee\u73b0\u6709\u4ee3\u7801\u89c4\u8303<\/p>\n

\u3010\u6267\u884c\u3011<\/p>\n

\u7b2c\u4e00\u6b65：
\n\u5206\u6790\u9700\u6c42\u548c\u73b0\u6709\u4ee3\u7801\u3002<\/p>\n

\u7b2c\u4e8c\u6b65：
\n\u7ed9\u51fa\u4fee\u6539\u8ba1\u5212\u3002<\/p>\n

\u7b2c\u4e09\u6b65：
\n\u7f16\u5199\u4ee3\u7801\u3002<\/p>\n

\u7b2c\u56db\u6b65：
\n\u751f\u6210\u6d4b\u8bd5\u3002<\/p>\n

\u7b2c\u4e94\u6b65：
\n\u8fdb\u884cCode Review\u3002<\/p>\n

\u3010\u8f93\u51fa\u3011<\/p>\n

1. Root Cause \/ Requirement Analysis
\n2. Plan
\n3. Changed Files
\n4. Code
\n5. Test
\n6. Risk<\/p>\n

\u8fd9\u79cd\u65b9\u5f0f\u6bd4：<\/p>\n

\u5e2e\u6211\u5199\u4e00\u4e0b<\/p>\n

\u66f4\u9002\u5408\u771f\u5b9e\u8f6f\u4ef6\u5f00\u53d1\u3002<\/p>\n

\n

\u4e09\u5341\u516d\u3001ChatGPT\u9002\u5408\u521d\u5b66\u8005\u5b66\u4e60\u7f16\u7a0b\u5417？<\/h2>\n

\u9002\u5408\u3002<\/p>\n

\u4f46\u662f\u4e0d\u8981\u53ea\u7528：<\/p>\n

\u7ed9\u6211\u7b54\u6848<\/p>\n

\u6a21\u5f0f\u3002<\/p>\n

\u66f4\u9002\u5408：<\/p>\n

Tutor Mode<\/p>\n

\u4f8b\u5982：<\/p>\n

\u6211\u8981\u5b66\u4e60Python\u88c5\u9970\u5668\u3002<\/p>\n

\u4e0d\u8981\u76f4\u63a5\u7ed9\u6700\u7ec8\u7b54\u6848\u3002<\/p>\n

\u5148\u89e3\u91ca：<\/p>\n

1. Function Object
\n2. Closure
\n3. Decorator
\n4. @\u8bed\u6cd5<\/p>\n

\u7136\u540e\u7ed9\u6211\u4e00\u9053\u7ec3\u4e60\u3002<\/p>\n

\u7b49\u6211\u63d0\u4ea4\u4ee3\u7801\u540e\u518dReview\u3002<\/p>\n

\u8fd9\u6837：<\/p>\n

AI<\/p>\n

\u5c31\u4e0d\u518d\u53ea\u662f：<\/p>\n

Answer Generator<\/p>\n

\u800c\u662f：<\/p>\n

Learning Assistant<\/p>\n

\n

\u4e09\u5341\u4e03\u3001\u4e13\u4e1a\u5f00\u53d1\u8005\u5982\u4f55\u4f7f\u7528ChatGPT？<\/h2>\n

\u6709\u7ecf\u9a8c\u7684\u7a0b\u5e8f\u5458\u66f4\u9002\u5408\u628aAI\u7528\u4e8e：<\/p>\n

Legacy Code Understanding<\/p>\n

Test Generation<\/p>\n

Documentation<\/p>\n

SQL Review<\/p>\n

Log Analysis<\/p>\n

Refactoring<\/p>\n

API Migration<\/p>\n

Architecture Comparison<\/p>\n

Incident Analysis<\/p>\n

\u8fd9\u7c7b\u4efb\u52a1\u3002<\/p>\n

\u56e0\u4e3a\u4e13\u4e1a\u5f00\u53d1\u8005\u6700\u7a00\u7f3a\u7684\u8d44\u6e90\u5f80\u5f80\u4e0d\u662f：<\/p>\n

\u5199\u4ee3\u7801\u901f\u5ea6<\/p>\n

\u800c\u662f：<\/p>\n

\u7406\u89e3
\n\u5224\u65ad
\n\u9a8c\u8bc1<\/p>\n

\n

\u4e09\u5341\u516b\u3001\u54ea\u4e9b\u4ee3\u7801\u4e0d\u80fd\u5b8c\u5168\u4f9d\u8d56AI？<\/h2>\n

\u9ad8\u98ce\u9669\u6a21\u5757\u5fc5\u987b\u52a0\u5f3a\u4eba\u5de5Review，\u4f8b\u5982：<\/p>\n

Authentication<\/p>\n

Authorization<\/p>\n

Payment<\/p>\n

Cryptography<\/p>\n

Financial Calculation<\/p>\n

Database Migration<\/p>\n

Concurrency<\/p>\n

Production Infrastructure<\/p>\n

\u8fd9\u5e76\u4e0d\u610f\u5473\u7740：<\/p>\n

\u8fd9\u4e9b\u4efb\u52a1\u4e0d\u80fd\u4f7f\u7528AI<\/p>\n

\u800c\u662f\u5e94\u8be5\u91c7\u7528：<\/p>\n

AI Assistance
\n+
\nAutomated Test
\n+
\nHuman Review
\n+
\nSecurity Review<\/p>\n

\n

\u4e09\u5341\u4e5d\u3001ChatGPT\u7f16\u7a0b\u8f6f\u4ef6\u672a\u6765\u4f1a\u5f80\u54ea\u91cc\u53d1\u5c55？<\/h2>\n

AI Coding\u7684\u6280\u672f\u8def\u5f84\u975e\u5e38\u660e\u663e：<\/p>\n

Autocomplete
\n \u2193
\nChat-Based Coding
\n \u2193
\nRepository Context
\n \u2193
\nTool Use
\n \u2193
\nCoding Agent
\n \u2193
\nMulti-Agent Development<\/p>\n

\u65e9\u671f：<\/p>\n

AI\u5e2e\u4f60\u8865\u5168\u4e0b\u4e00\u884c<\/p>\n

\u73b0\u5728：<\/p>\n

AI\u53ef\u4ee5\u7406\u89e3\u6574\u4e2a\u5f00\u53d1\u4efb\u52a1<\/p>\n

\u672a\u6765\u66f4\u91cd\u8981\u7684\u662f：<\/p>\n

Agent Orchestration<\/p>\n

\u5f00\u53d1\u8005\u53ef\u80fd\u8d1f\u8d23：<\/p>\n

Requirement
\nArchitecture
\nConstraint
\nReview
\nDecision<\/p>\n

\u800cAgent\u627f\u62c5：<\/p>\n

Implementation
\nTest
\nRoutine Refactoring
\nDocumentation<\/p>\n

\n

\u56db\u5341\u3001\u603b\u7ed3：ChatGPT\u7f16\u7a0b\u8f6f\u4ef6\u5230\u5e95\u5e94\u8be5\u600e\u4e48\u5b9a\u4f4d？<\/h2>\n

\u5982\u679c\u4e00\u5b9a\u8981\u7ed9：<\/p>\n

ChatGPT\u7f16\u7a0b\u8f6f\u4ef6<\/p>\n

\u4e0b\u4e00\u4e2a\u6280\u672f\u5b9a\u4e49，\u53ef\u4ee5\u7406\u89e3\u4e3a：<\/p>\n

\u4e00\u4e2a\u4ee5\u5927\u8bed\u8a00\u6a21\u578b\u4e3a\u6838\u5fc3，\u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u8f85\u52a9\u9700\u6c42\u5206\u6790\u3001\u4ee3\u7801\u751f\u6210\u3001\u4ee3\u7801\u7406\u89e3\u3001\u8c03\u8bd5\u3001\u6d4b\u8bd5\u3001\u5ba1\u67e5\u548c\u8f6f\u4ef6\u5de5\u7a0b\u5de5\u4f5c\u7684AI\u5f00\u53d1\u73af\u5883\u3002<\/p>\n

\u5b83\u4e0d\u662f\u4f20\u7edf：<\/p>\n

IDE<\/p>\n

\u7684\u7b80\u5355\u66ff\u4ee3\u54c1\u3002<\/p>\n

\u66f4\u5408\u7406\u7684\u7ec4\u5408\u662f：<\/p>\n

Developer
\n+
\nIDE
\n+
\nChatGPT
\n+
\nCoding Agent
\n+
\nTest
\n+
\nVersion Control<\/p>\n

\u73b0\u4ee3AI Coding\u771f\u6b63\u53ef\u9760\u7684\u516c\u5f0f\u53ef\u4ee5\u5199\u6210：<\/p>\n

Reliable AI Coding
\n=
\nGood Model
\n+
\nClear Requirement
\n+
\nRelevant Context
\n+
\nCorrect Tools
\n+
\nAutomated Test
\n+
\nHuman Review<\/p>\n

\u56e0\u6b64，\u5224\u65ad\u4e00\u4e2aChatGPT\u7f16\u7a0b\u5de5\u4f5c\u6d41\u662f\u5426\u6210\u719f，\u4e0d\u5e94\u8be5\u53ea\u95ee：<\/p>\n

AI\u80fd\u4e0d\u80fd\u5199\u4ee3\u7801？<\/p>\n

\u800c\u5e94\u8be5\u7ee7\u7eed\u95ee：<\/p>\n

\u9700\u6c42\u6709\u6ca1\u6709\u5b9a\u4e49\u6e05\u695a？<\/p>\n

Context\u591f\u4e0d\u591f？<\/p>\n

\u4ee3\u7801\u6709\u6ca1\u6709\u8fd0\u884c？<\/p>\n

\u6d4b\u8bd5\u6709\u6ca1\u6709\u901a\u8fc7？<\/p>\n

API\u6709\u6ca1\u6709\u6838\u9a8c？<\/p>\n

\u4fee\u6539\u8303\u56f4\u662f\u5426\u5408\u7406？<\/p>\n

\u6709\u6ca1\u6709\u7ecf\u8fc7Review？<\/p>\n

\u53ea\u6709\u628a\u8fd9\u4e9b\u6b65\u9aa4\u771f\u6b63\u8fde\u63a5\u8d77\u6765：<\/p>\n

AI Coding<\/p>\n

\u624d\u4f1a\u4ece：<\/p>\n

\u4ee3\u7801\u751f\u6210\u5de5\u5177<\/p>\n

\u5347\u7ea7\u6210：<\/p>\n

Software Engineering Workflow<\/p>\n

\n

\u53c2\u8003\u8d44\u6599<\/h3>\n

\u672c\u6587\u4ea7\u54c1\u80fd\u529b\u4e0e\u6280\u672f\u65b9\u5411\u4e3b\u8981\u6839\u636e\u5f53\u524dOpenAI\u516c\u5f00\u8d44\u6599\u6574\u7406，\u53c2\u8003\u65b9\u5411\u5305\u62ec：<\/p>\n

  • OpenAI Codex\u4ea7\u54c1\u8bf4\u660e<\/li>\n
  • OpenAI Help Center：Using Codex with your ChatGPT plan<\/li>\n
  • OpenAI ChatGPT Work and Codex\u8bf4\u660e<\/li>\n
  • OpenAI Models Documentation<\/li>\n
  • OpenAI Developers：Codex\u76f8\u5173\u5f00\u53d1\u8d44\u6599 \u672c\u6587\u5185\u5bb9\u7531\u73af\u7403\u5df4\u58eb\u6574\u7406<\/li>\n

    AI\u6a21\u578b\u3001Coding Agent\u3001IDE\u96c6\u6210\u548c\u8f6f\u4ef6\u5de5\u7a0b\u529f\u80fd\u66f4\u65b0\u8f83\u5feb，\u5177\u4f53\u80fd\u529b\u5e94\u4ee5\u5f53\u524d\u4ea7\u54c1\u5b9e\u9645\u63d0\u4f9b\u7684\u529f\u80fd\u4e3a\u51c6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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