56 articles tagged #ChatGPT
ChatGPT-generated idempotency key logic often looks correct but silently breaks under retries, race conditions, or partial failures — costing you real money. Here's how to prompt it properly.
ChatGPT can sketch rate limit headers in seconds, but it routinely leaves out retry logic, resets timestamps, and client-side parsing — gaps that only show up when clients start hammering your API in production. Here's how to close them.
ChatGPT-generated queue consumer code looks clean until a malformed message traps your worker in an infinite retry loop and silently starves everything else. Here's how to prompt for the dead-letter, visibility-timeout, and backoff logic that actually makes consumers production-safe.
ChatGPT can draft secrets rotation scripts in minutes, but the default output often creates dangerous downtime gaps where old credentials expire before services pick up the new ones. Here's how to prompt your way to safe, zero-downtime rotation logic.
ChatGPT can scaffold RBAC middleware fast, but generic prompts produce generic code — and in access control, generic means gaps. Here's how to prompt your way to a production-ready implementation that won't leak permissions.
ChatGPT-generated seed scripts look clean until they hit your database and explode with foreign key errors, duplicate PKs, or null constraint failures. Here's how to prompt your way to seed data that actually inserts.
ChatGPT can draft Server-Sent Events handlers in minutes, but the output often silently drops events on reconnect or mishandles buffering. Here's how to prompt your way to production-grade SSE code.
ChatGPT can suggest useful database indexes, but it routinely misses compound index opportunities and column ordering rules. Here's how to prompt it correctly and catch the gaps before they hit production.
ChatGPT can generate memory leak detection scripts fast, but vague prompts produce noise-heavy tools that cry wolf on every GC pause. Here's how to prompt for precision and get scripts that catch real leaks.
ChatGPT's default CORS configs reach for wildcards the moment the prompt gets vague — and wildcards in production are a real security problem. Here's how to prompt precisely and get configs you can actually ship.
ChatGPT can scaffold transaction code in seconds, but it routinely gets isolation levels wrong — leaving you exposed to phantom reads you won't catch until production. Here's how to prompt it correctly.
ChatGPT can generate event-driven architecture configs that look correct but silently wire consumers to the wrong topics, duplicate subscriptions, or miss dead-letter routing. Here's how to prompt your way past those phantom consumer bugs.