{"id":103208,"date":"2026-09-10T02:40:57","date_gmt":"2026-09-09T18:40:57","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/103208.html"},"modified":"2026-09-10T02:40:57","modified_gmt":"2026-09-09T18:40:57","slug":"2026%e5%b9%b49%e6%9c%889%e6%97%a5%ef%bd%9cgpt-6-astra-codex%ef%bc%9apro-%e7%94%a8%e6%88%b7%e7%9a%84%e5%a4%9a%e4%bb%93%e5%ba%93-debug-%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/103208.html","title":{"rendered":"2026\u5e749\u67089\u65e5\uff5cGPT\u20116 Astra + Codex\uff1aPro \u7528\u6237\u7684\u591a\u4ed3\u5e93 Debug \u65b9\u6cd5"},"content":{"rendered":"

gptupcn.com<\/h2>\n

\u66f4\u65b0\u65e5\u671f：2026\u5e749\u67089\u65e5<\/p>\n

\u672c\u6587\u4e3a\u6280\u672f\u5b9e\u8df5\u6587\u7ae0，\u4e0d\u6d89\u53ca\u5145\u503c\u3001\u4ee3\u5145\u3001\u652f\u4ed8\u6e20\u9053\u6216\u8d26\u53f7\u4ea4\u6613\u3002\u6839\u636e OpenAI 2026 \u5e74 9 \u6708\u7684\u5b98\u65b9\u8bf4\u660e，GPT\u20116 Pro \u7531 GPT\u20116 Astra \u9a71\u52a8，\u6b63\u5728\u5411 Pro \u7b49\u8ba1\u5212\u7684 ChatGPT \u9010\u6b65\u5f00\u653e；GPT\u20116 Astra \u4e5f\u5728 Work \/ Codex \u4e2d\u9010\u6b65\u5f00\u653e\u3002Pro \u53ef\u4f7f\u7528\u73b0\u6709\u5b8c\u6574\u7684 Work \/ Codex allowance \u6765\u8fd0\u884c Astra，\u800c Plus \u7684 Astra \u4f7f\u7528\u91cf\u76f8\u5bf9\u6709\u9650\u3002\u4e0d\u540c\u8d26\u53f7\u4e0e\u5165\u53e3\u7684\u5b9e\u9645\u5f00\u653e\u65f6\u95f4\u53ef\u80fd\u4e0d\u540c\u3002<\/p>\n

\u771f\u5b9e\u516c\u53f8\u7684 bug \u5f88\u5c11\u53ea\u5b58\u5728\u4e00\u4e2a\u6587\u4ef6\u3002\u6700\u96be\u67e5\u7684\u95ee\u9898\u7ecf\u5e38\u53d1\u751f\u5728 frontend\u3001gateway\u3001user-service\u3001order-service\u3001database \u548c message queue \u4e4b\u95f4\u3002\u7528\u6237\u770b\u5230\u7684\u662f\u201c\u4e0b\u5355\u5931\u8d25\u201d，\u771f\u6b63\u539f\u56e0\u53ef\u80fd\u6765\u81ea\u8d85\u65f6\u3001\u7248\u672c\u4e0d\u517c\u5bb9\u3001\u5e8f\u5217\u5316\u5dee\u5f02\u3001\u91cd\u8bd5\u98ce\u66b4\u3001\u7f13\u5b58\u3001\u8fde\u63a5\u6c60\u6216\u6570\u636e\u5e93\u3002<\/p>\n

GPT\u20116 Astra \u4e0e Codex \u7684\u7ec4\u5408\u5f88\u9002\u5408\u5904\u7406\u8fd9\u79cd\u8de8\u4ed3\u5e93\u3001\u8de8\u670d\u52a1\u3001\u8de8\u65e5\u5fd7\u7684 Debug \u573a\u666f\u3002\u5bf9\u957f\u671f\u7ef4\u62a4\u591a\u4e2a\u9879\u76ee\u7684\u5f00\u53d1\u8005，\u8fd9\u4e5f\u662f Pro \u66f4\u5bb9\u6613\u4f53\u73b0\u4ef7\u503c\u7684\u5730\u65b9\u3002<\/p>\n

\u4e00\u3001\u7b2c\u4e00\u6b65\u6c38\u8fdc\u662f\u5efa\u7acb\u6545\u969c\u65f6\u95f4\u7ebf<\/h3>\n

\u4f8b\u5982：<\/p>\n

10:01 gateway 502
\n10:01 order-service timeout
\n10:02 payment retry
\n10:02 database connection wait<\/p>\n

\u81f3\u5c11\u6709\u56db\u79cd\u53ef\u80fd：\u6570\u636e\u5e93\u6162\u5bfc\u81f4 order \u8d85\u65f6；order \u5361\u4f4f\u5bfc\u81f4\u8fde\u63a5\u957f\u671f\u5360\u7528；payment retry \u653e\u5927\u6d41\u91cf；\u6216\u8005\u591a\u4e2a\u95ee\u9898\u53ea\u662f\u540c\u65f6\u53d1\u751f\u3002<\/p>\n

\u6240\u4ee5\u7b2c\u4e00\u6b65\u4e0d\u662f\u4fee，\u800c\u662f\u6392\u5e8f：<\/p>\n

from<\/span> dataclasses import<\/span> dataclass
\nfrom<\/span> datetime import<\/span> datetime<\/p>\n

@dataclass<\/span>
\nclass<\/span> Event<\/span>:<\/span>
\n ts:<\/span> datetime
\n service:<\/span> str<\/span>
\n kind:<\/span> str<\/span>
\n request_id:<\/span> str<\/span> |<\/span> None<\/span><\/p>\n

events =<\/span> sorted<\/span>(<\/span>events,<\/span> key=<\/span>lambda<\/span> x:<\/span> x.<\/span>ts)<\/span>
\nfor<\/span> event in<\/span> events:<\/span>
\n print<\/span>(<\/span>event.<\/span>ts.<\/span>isoformat(<\/span>)<\/span>,<\/span> event.<\/span>service,<\/span> event.<\/span>kind,<\/span> event.<\/span>request_id)<\/span><\/p>\n

\u5982\u679c\u5404\u670d\u52a1\u65f6\u533a\u4e0d\u7edf\u4e00，\u5148\u7edf\u4e00\u65f6\u533a\u3002\u5426\u5219\u201c\u8c01\u5148\u53d1\u751f\u201d\u90fd\u53ef\u80fd\u5224\u65ad\u9519\u3002<\/p>\n

\u4e8c\u3001request_id \u662f\u8de8\u670d\u52a1 Debug \u7684\u6838\u5fc3\u8d44\u4ea7<\/h3>\n

Gateway：<\/p>\n

request_id=abc123 status=502<\/p>\n

Order：<\/p>\n

request_id=abc123 downstream_timeout=payment<\/p>\n

Payment：<\/p>\n

request_id=abc123 retry=3<\/p>\n

\u6ca1\u6709 request_id，\u6a21\u578b\u518d\u806a\u660e\u4e5f\u53ea\u80fd\u731c\u5173\u8054\u3002\u670d\u52a1\u5e94\u4f20\u64ad\u7c7b\u4f3c：<\/p>\n

X-Request-ID: abc123<\/p>\n

Python \u793a\u4f8b：<\/p>\n

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

def<\/span> get_request_id<\/span>(<\/span>headers)<\/span>:<\/span>
\n request_id =<\/span> headers.<\/span>get(<\/span>"X-Request-ID"<\/span>)<\/span>
\n if<\/span> request_id:<\/span>
\n return<\/span> request_id
\n return<\/span> uuid.<\/span>uuid4(<\/span>)<\/span>.<\/span>hex<\/span><\/p>\n

\u4e09\u3001\u8de8\u4ed3\u5e93\u95ee\u9898\u5148\u5efa\u7acb\u63a5\u53e3\u5951\u7ea6<\/h3>\n

\u4ed3\u5e93 A \u53d1\u9001：<\/p>\n

{<\/span>
\n "user_id"<\/span>:<\/span> 123<\/span>,<\/span>
\n "amount"<\/span>:<\/span> 100<\/span>
\n}<\/span><\/p>\n

\u4ed3\u5e93 B \u65b0\u7248\u672c\u5374\u671f\u5f85：<\/p>\n

{<\/span>
\n "userId"<\/span>:<\/span> 123<\/span>,<\/span>
\n "amountCents"<\/span>:<\/span> 10000<\/span>
\n}<\/span><\/p>\n

\u4e24\u4e2a\u4ed3\u5e93\u81ea\u5df1\u7684\u6d4b\u8bd5\u90fd\u53ef\u80fd\u901a\u8fc7，\u7ec4\u5408\u540e\u4f9d\u7136\u5931\u8d25\u3002Debug \u65f6\u5fc5\u987b\u68c0\u67e5\u8c03\u7528\u65b9\u53d1\u9001\u4ec0\u4e48\u3001\u88ab\u8c03\u7528\u65b9\u671f\u5f85\u4ec0\u4e48\u3001\u90e8\u7f72\u7248\u672c\u662f\u4ec0\u4e48\u3001schema \u4ece\u4f55\u65f6\u6539\u53d8\u3001\u662f\u5426\u5411\u540e\u517c\u5bb9\u3002<\/p>\n

OpenAPI \u53ef\u4ee5\u628a\u5951\u7ea6\u56fa\u5b9a\u4e0b\u6765：<\/p>\n

components<\/span>:<\/span>
\n schemas<\/span>:<\/span>
\n CreatePayment<\/span>:<\/span>
\n type<\/span>:<\/span> object
\n required<\/span>:<\/span>
\n –<\/span> user_id
\n –<\/span> amount_cents
\n properties<\/span>:<\/span>
\n user_id<\/span>:<\/span>
\n type<\/span>:<\/span> integer
\n amount_cents<\/span>:<\/span>
\n type<\/span>:<\/span> integer
\n minimum<\/span>:<\/span> 1<\/span><\/p>\n

\u56db\u3001\u8ba9 Codex \u5206\u4ed3\u5e93\u5efa\u7acb\u4e8b\u5b9e，\u4e0d\u8981\u76f4\u63a5\u731c\u6839\u56e0<\/h3>\n

\u4ed3\u5e93\u4e00：<\/p>\n

\u68c0\u67e5 gateway \u5230 order-service \u7684\u8c03\u7528\u65b9\u5f0f\u3002
\n\u4e0d\u8981\u4fee\u6539\u4ee3\u7801\u3002
\n\u8f93\u51fa：endpoint\u3001timeout\u3001retry\u3001headers\u3001request id \u4f20\u64ad\u3001\u9519\u8bef\u6620\u5c04\u3002<\/p>\n

\u4ed3\u5e93\u4e8c：<\/p>\n

\u68c0\u67e5 order-service \u5230 payment \u7684\u8c03\u7528\u3002
\n\u4e0d\u8981\u4fee\u6539\u4ee3\u7801\u3002
\n\u8f93\u51fa：endpoint\u3001timeout\u3001retry\u3001payload schema\u3001error handling\u3002<\/p>\n

\u7136\u540e\u628a\u4e24\u4efd\u4e8b\u5b9e\u8868\u4ea4\u7ed9 GPT\u20116 Astra \u505a\u4ea4\u53c9\u5206\u6790\u3002\u8fd9\u6837\u6bd4\u8ba9\u6a21\u578b\u4e00\u6b21\u5728\u6d77\u91cf\u4ee3\u7801\u4e2d\u81ea\u7531\u5bfb\u627e\u66f4\u5bb9\u6613\u5ba1\u67e5\u3002<\/p>\n

\u4e94\u3001\u914d\u7f6e\u5dee\u5f02\u8981\u7528\u7a0b\u5e8f\u751f\u6210，\u4e0d\u8981\u9760\u8bb0\u5fc6<\/h3>\n

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

with<\/span> open<\/span>(<\/span>"prod-a.json"<\/span>)<\/span> as<\/span> f:<\/span>
\n a =<\/span> json.<\/span>load(<\/span>f)<\/span>
\nwith<\/span> open<\/span>(<\/span>"prod-b.json"<\/span>)<\/span> as<\/span> f:<\/span>
\n b =<\/span> json.<\/span>load(<\/span>f)<\/span><\/p>\n

for<\/span> key in<\/span> sorted<\/span>(<\/span>set<\/span>(<\/span>a)<\/span> |<\/span> set<\/span>(<\/span>b)<\/span>)<\/span>:<\/span>
\n if<\/span> a.<\/span>get(<\/span>key)<\/span> !=<\/span> b.<\/span>get(<\/span>key)<\/span>:<\/span>
\n print<\/span>(<\/span>key,<\/span> repr<\/span>(<\/span>a.<\/span>get(<\/span>key)<\/span>)<\/span>,<\/span> "->"<\/span>,<\/span> repr<\/span>(<\/span>b.<\/span>get(<\/span>key)<\/span>)<\/span>)<\/span><\/p>\n

\u53ef\u80fd\u5f88\u5feb\u53d1\u73b0：<\/p>\n

ORDER_TIMEOUT_MS 3000 -> 1000
\nPAYMENT_RETRIES 1 -> 4
\nDB_POOL_SIZE 20 -> 10<\/p>\n

\u8fd9\u4e9b\u662f\u503c\u5f97\u91cd\u70b9\u9a8c\u8bc1\u7684\u53d8\u5316，\u4f46\u4e0d\u80fd\u4ec5\u51ed\u65f6\u95f4\u76f8\u5173\u6027\u5c31\u5ba3\u5e03\u6839\u56e0\u3002<\/p>\n

\u516d\u3001\u7528\u201c\u5047\u8bbe\u8868\u201d\u538b\u7f29\u641c\u7d22\u7a7a\u95f4<\/h3>\n\n\u5047\u8bbe\u8bc1\u636e\u53cd\u8bc1\/\u672a\u77e5\u4e0b\u4e00\u6b65<\/tr>\n\n\n\n\n
DB pool \u4e0d\u8db3<\/td>\nwait timeout \u4e0a\u5347<\/td>\nactive\/idle \u672a\u77e5<\/td>\n\u770b\u6c60\u5360\u7528<\/td>\n<\/tr>\n
payment retry \u98ce\u66b4<\/td>\nretry \u589e\u52a0<\/td>\n\u603b QPS \u672a\u77e5<\/td>\n\u770b payment QPS<\/td>\n<\/tr>\n
timeout \u914d\u7f6e\u8fc7\u4f4e<\/td>\n\u6700\u8fd1\u6539\u4e3a 1s<\/td>\np95 \u672a\u77e5<\/td>\n\u770b latency<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

GPT\u20116 Astra \u7684\u5de5\u4f5c\u4e0d\u662f\u66ff\u4f60\u5ba3\u5e03\u6839\u56e0，\u800c\u662f\u5feb\u901f\u6574\u7406\u5047\u8bbe\u548c\u4e0b\u4e00\u6b65\u9a8c\u8bc1\u3002<\/p>\n

\u4e03\u3001\u5148\u7b97\u9519\u8bef\u7387，\u4e0d\u8981\u53ea\u770b\u9519\u8bef\u6570\u91cf<\/h3>\n

errors =<\/span> {<\/span>"10:00"<\/span>:<\/span> 4<\/span>,<\/span> "10:01"<\/span>:<\/span> 20<\/span>,<\/span> "10:02"<\/span>:<\/span> 80<\/span>,<\/span> "10:03"<\/span>:<\/span> 95<\/span>}<\/span>
\nrequests =<\/span> {<\/span>"10:00"<\/span>:<\/span> 1000<\/span>,<\/span> "10:01"<\/span>:<\/span> 3000<\/span>,<\/span> "10:02"<\/span>:<\/span> 9000<\/span>,<\/span> "10:03"<\/span>:<\/span> 10000<\/span>}<\/span><\/p>\n

for<\/span> minute in<\/span> errors:<\/span>
\n rate =<\/span> errors[<\/span>minute]<\/span> \/<\/span> requests[<\/span>minute]<\/span>
\n print<\/span>(<\/span>minute,<\/span> f"<\/span>{<\/span>rate:<\/span>.2%<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

\u9519\u8bef\u6570\u91cf\u589e\u957f 20 \u500d，\u5e76\u4e0d\u4ee3\u8868\u9519\u8bef\u7387\u4e5f\u589e\u957f 20 \u500d\u3002AI Debug \u4e4b\u524d，\u6570\u636e\u53e3\u5f84\u5fc5\u987b\u5148\u6b63\u786e\u3002<\/p>\n

\u516b\u3001\u4e0d\u8981\u628a\u751f\u4ea7\u65e5\u5fd7\u6574\u5305\u6254\u7ed9\u6a21\u578b<\/h3>\n

\u66f4\u5408\u7406：<\/p>\n

\u539f\u59cb\u65e5\u5fd7
\n\u2193
\n\u8131\u654f
\n\u2193
\n\u8fc7\u6ee4\u65f6\u95f4\u7a97
\n\u2193
\n\u7ed3\u6784\u5316
\n\u2193
\n\u91c7\u6837\/\u805a\u5408
\n\u2193
\nGPT\u20116 Astra<\/p>\n

\u4f8b\u5982\u53d1\u9001：<\/p>\n

{<\/span>
\n "timestamp"<\/span>:<\/span> "2026-09-09T10:02:00Z"<\/span>,<\/span>
\n "service"<\/span>:<\/span> "orders"<\/span>,<\/span>
\n "event"<\/span>:<\/span> "db_pool_wait_timeout"<\/span>,<\/span>
\n "count"<\/span>:<\/span> 83<\/span>
\n}<\/span><\/p>\n

\u800c\u4e0d\u662f\u628a Authorization\u3001cookie\u3001\u7528\u6237\u90ae\u7bb1\u3001session \u548c\u5b8c\u6574\u8bf7\u6c42 body \u4e00\u8d77\u53d1\u9001\u3002<\/p>\n

\u4e5d\u3001\u4fee\u590d\u6700\u597d\u62c6\u6210\u72ec\u7acb PR<\/h3>\n

\u5982\u679c\u6700\u7ec8\u53d1\u73b0\u5ba2\u6237\u7aef timeout \u8fc7\u4f4e，\u540c\u65f6\u670d\u52a1\u7aef\u9519\u8bef\u6ca1\u6709\u533a\u5206 timeout，\u5efa\u8bae\u62c6\u6210\u4e24\u4e2a PR：\u670d\u52a1\u7aef\u5148\u8fd4\u56de\u53ef\u8bc6\u522b\u9519\u8bef；\u5ba2\u6237\u7aef\u518d\u8c03\u6574 timeout \u548c retry policy\u3002<\/p>\n

\u6bcf\u4e2a PR \u5355\u72ec\u8fd0\u884c：<\/p>\n

pytest -q<\/span>
\nruff check .<\/span>
\ngit<\/span> diff<\/span> –check<\/span><\/p>\n

\u4e0d\u8981\u8ba9 Codex \u4e00\u6b21\u628a\u4e24\u4e2a\u4ed3\u5e93\u5168\u90e8\u5927\u6539\u3002<\/p>\n

\u5341\u3001\u6784\u9020\u6700\u5c0f\u590d\u73b0\u6bd4\u5341\u4e07\u884c\u65e5\u5fd7\u66f4\u6709\u4ef7\u503c<\/h3>\n

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

def<\/span> payment_call<\/span>(<\/span>timeout=<\/span>1.0<\/span>)<\/span>:<\/span>
\n started =<\/span> time.<\/span>monotonic(<\/span>)<\/span>
\n time.<\/span>sleep(<\/span>1.2<\/span>)<\/span>
\n elapsed =<\/span> time.<\/span>monotonic(<\/span>)<\/span> –<\/span> started
\n if<\/span> elapsed ><\/span> timeout:<\/span>
\n raise<\/span> TimeoutError(<\/span>f"elapsed=<\/span>{<\/span>elapsed:<\/span>.2f<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

\u6d4b\u8bd5：<\/p>\n

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

def<\/span> test_payment_timeout<\/span>(<\/span>)<\/span>:<\/span>
\n with<\/span> pytest.<\/span>raises(<\/span>TimeoutError)<\/span>:<\/span>
\n payment_call(<\/span>timeout=<\/span>1.0<\/span>)<\/span><\/p>\n

\u5982\u679c\u4fee\u6539\u540e\u6700\u5c0f\u6848\u4f8b\u53d8\u7eff，\u624d\u8bf4\u660e\u81f3\u5c11\u9a8c\u8bc1\u4e86\u4e00\u4e2a\u660e\u786e\u884c\u4e3a\u3002<\/p>\n

\u5341\u4e00\u3001\u7ed9\u8bc1\u636e\u5206\u7ea7，\u907f\u514d\u8bed\u8a00\u6d41\u7545\u66ff\u4ee3\u4e8b\u5b9e<\/h3>\n

\u6211\u5efa\u8bae：<\/p>\n

A：\u76f4\u63a5\u590d\u73b0\u6216\u6307\u6807\u8bc1\u660e
\nB：\u65f6\u95f4\u4e0e\u8c03\u7528\u94fe\u9ad8\u5ea6\u76f8\u5173
\nC：\u53ea\u6709\u65e5\u5fd7\u8868\u9762\u76f8\u5173<\/p>\n

\u8ba9 Astra \u8f93\u51fa：<\/p>\n

{<\/span>
\n "hypothesis"<\/span>:<\/span> "payment retry \u653e\u5927\u4e86\u6d41\u91cf"<\/span>,<\/span>
\n "evidence_level"<\/span>:<\/span> "B"<\/span>,<\/span>
\n "next_check"<\/span>:<\/span> "\u6bd4\u8f83 retry \u524d\u540e payment QPS"<\/span>
\n}<\/span><\/p>\n

\u8fd9\u6837\u56e2\u961f\u4e0d\u4f1a\u56e0\u4e3a\u6a21\u578b\u8868\u8fbe\u975e\u5e38\u81ea\u4fe1，\u5c31\u628a C \u7ea7\u731c\u6d4b\u5f53\u6210 A \u7ea7\u7ed3\u8bba\u3002<\/p>\n

\u5341\u4e8c\u3001\u4e8b\u6545\u7ed3\u675f\u540e\u8ba9 Codex \u751f\u6210 Postmortem \u8349\u7a3f<\/h3>\n

# Incident
\n## Impact
\n## Timeline
\n## Detection
\n## Root cause
\n## Contributing factors
\n## Resolution
\n## What went well
\n## What went poorly
\n## Action items
\n## Evidence<\/p>\n

\u5176\u4e2d Root cause \u6700\u597d\u4eba\u5de5\u6700\u7ec8\u786e\u8ba4，\u56e0\u4e3a\u4e8b\u6545\u603b\u7ed3\u4e00\u65e6\u8fdb\u5165\u7ec4\u7ec7\u77e5\u8bc6\u5e93，\u5c31\u4e0d\u5e94\u8be5\u628a\u6a21\u578b\u731c\u6d4b\u5199\u6210\u5386\u53f2\u4e8b\u5b9e\u3002<\/p>\n

\u5341\u4e09\u3001\u4e3a\u4ec0\u4e48\u591a\u4ed3\u5e93 Debug \u66f4\u5bb9\u6613\u4f53\u73b0 Pro \u4ef7\u503c<\/h3>\n

\u4e00\u6b21\u771f\u5b9e Debug \u53ef\u80fd\u9700\u8981\u8bfb\u53d6\u4ed3\u5e93 A\u3001\u8bfb\u53d6\u4ed3\u5e93 B\u3001\u5206\u6790\u65e5\u5fd7\u3001\u6bd4\u8f83\u914d\u7f6e\u3001\u67e5\u63a5\u53e3\u3001\u8dd1\u6d4b\u8bd5\u3001\u6784\u9020\u590d\u73b0\u3001\u4fee\u6539 A\u3001\u6d4b\u8bd5 A\u3001\u4fee\u6539 B\u3001\u6d4b\u8bd5 B\u3001\u6700\u7ec8 Review\u3002\u5b83\u4e0d\u662f\u4e00\u6b21\u56de\u7b54，\u800c\u662f\u8fde\u7eed\u7684 Work \/ Codex \u4efb\u52a1\u3002<\/p>\n

\u5b98\u65b9\u5f53\u524d\u5b89\u6392\u4e0b，Pro \u53ef\u4ee5\u5c06\u5b8c\u6574\u73b0\u6709 Work \/ Codex allowance \u7528\u4e8e Astra，\u800c Plus \u7684 Astra \u4f7f\u7528\u76f8\u5bf9\u6709\u9650\u3002\u5bf9\u4e8e\u6bcf\u5929\u5904\u7406\u591a\u4e2a\u4ed3\u5e93\u3001\u5fae\u670d\u52a1\u548c\u590d\u6742\u95ee\u9898\u7684\u4eba，\u8fd9\u79cd\u6301\u7eed\u5de5\u4f5c\u91cf\u66f4\u5bb9\u6613\u4f53\u73b0 Pro \u7684\u5b9e\u9645\u4ef7\u503c\u3002<\/p>\n

\u5341\u56db\u3001\u6545\u969c\u4fee\u590d\u6700\u7ec8\u5e94\u8be5\u4ea7\u751f\u957f\u671f\u6539\u8fdb<\/h3>\n

\u6210\u719f Debug \u4e0d\u53ea\u4fee\u5f53\u524d bug，\u8fd8\u5e94\u8be5\u4ea7\u751f\u65b0\u7684\u76d1\u63a7\u3001\u65b0\u6d4b\u8bd5\u3001\u65b0\u544a\u8b66\u3001\u66f4\u597d\u7684\u65e5\u5fd7\u3001\u66f4\u6e05\u6670\u7684\u63a5\u53e3\u5951\u7ea6\u548c\u66f4\u5b89\u5168\u7684\u9ed8\u8ba4\u914d\u7f6e\u3002<\/p>\n

\u53ef\u4ee5\u8ba9 Codex：<\/p>\n

\u6839\u636e\u672c\u6b21\u5df2\u7ecf\u786e\u8ba4\u7684\u6545\u969c\u539f\u56e0，\u63d0\u51fa\u6700\u591a 5 \u4e2a\u9632\u6b62\u590d\u53d1\u7684\u5de5\u7a0b\u6539\u8fdb\u3002
\n\u6bcf\u9879\u5fc5\u987b\u53ef\u6267\u884c\u3001\u53ef\u6d4b\u8bd5\u3001\u6307\u5b9a\u8d1f\u8d23\u5c42\u6b21，\u4e0d\u91cd\u590d\u672c\u6b21\u4fee\u590d\u672c\u8eab\u3002<\/p>\n

\u7ed3\u8bed<\/h3>\n

GPT\u20116 Astra \u53ef\u4ee5\u5927\u5e45\u63d0\u5347\u8de8\u4ed3\u5e93\u4fe1\u606f\u6574\u7406\u548c\u590d\u6742\u63a8\u7406\u6548\u7387，Codex \u53ef\u4ee5\u6df1\u5165\u4ee3\u7801\u548c\u6d4b\u8bd5，\u4f46 Debug \u7684\u6838\u5fc3\u4ecd\u7136\u662f\u8bc1\u636e\u3002\u6700\u7a33\u59a5\u7684 AI Debug \u4e0d\u662f\u201c\u6a21\u578b\u544a\u8bc9\u4f60\u6839\u56e0\u201d，\u800c\u662f\u6a21\u578b\u5feb\u901f\u5efa\u7acb\u5047\u8bbe，\u89c2\u6d4b\u6570\u636e\u5e2e\u52a9\u6392\u9664，\u6d4b\u8bd5\u5e2e\u52a9\u590d\u73b0，\u6700\u7ec8\u7531\u5de5\u7a0b\u8bc1\u636e\u786e\u8ba4\u3002<\/p>\n

\u5bf9\u6bcf\u5929\u5904\u7406\u591a\u4e2a\u4ed3\u5e93\u3001\u5fae\u670d\u52a1\u548c\u590d\u6742\u4e8b\u6545\u7684\u5f00\u53d1\u8005，\u8fd9\u7c7b\u5de5\u4f5c\u6d41\u4f1a\u975e\u5e38\u6d88\u8017\u6a21\u578b\u4e0e Codex \u4f7f\u7528\u91cf，\u56e0\u6b64\u4e5f\u66f4\u5bb9\u6613\u4f53\u73b0 ChatGPT Pro \u7684\u4ef7\u503c\u3002<\/p>\n

\u53c2\u8003\u8d44\u6599<\/h3>\n
    \n
  • OpenAI：GPT\u20116 Astra Model \u2014 https:\/\/developers.openai.com\/api\/docs\/models\/gpt-6-astra<\/li>\n
  • OpenAI：Model guidance \/ Using GPT\u20116 Astra \u2014 https:\/\/developers.openai.com\/api\/docs\/guides\/latest-model<\/li>\n
  • OpenAI Help：ChatGPT Work and Codex \u2014 https:\/\/help.openai.com\/en\/articles\/20001275<\/li>\n
  • OpenAI Help：GPT\u20115.6 and GPT\u20116 Pro in ChatGPT \u2014 https:\/\/help.openai.com\/en\/articles\/20001354-GPT-5.6<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

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