Practical guides on using AI tools like ChatGPT, GitHub Copilot in your workflow
96 articles
ChatGPT can scaffold OAuth 2.0 flows fast, but it often skips PKCE, exposes tokens in URLs, or mishandles refresh logic. Here's how to prompt it correctly and catch every security gap before it ships.
ChatGPT can scaffold logging middleware in seconds, but the default output often silences exceptions instead of surfacing them. Here's how to prompt your way to middleware that actually preserves error context.
ChatGPT can draft migration rollback scripts fast, but it often misses destructive-change traps, data-loss edge cases, and framework-specific conventions. Here's how to prompt it so the output is actually safe to run.
ChatGPT can scaffold rate limiting middleware in minutes, but the default output skips distributed counters, race conditions, and bypass vectors that will bite you in production. Here's how to prompt your way to middleware that actually holds up.
ChatGPT frequently generates Kubernetes manifests with deprecated apiVersions that will fail on modern clusters. Learn the exact prompting patterns that force it to produce valid, current manifests every time.
ChatGPT can generate Nginx configs fast, but a single misplaced location block or wrong proxy_pass value silently breaks routing. Here's how to prompt it precisely and validate what comes back.
ChatGPT can scaffold WebSocket handlers fast, but the default output skips reconnection logic, drops messages during disconnects, and ignores backpressure entirely. Here's how to prompt your way to production-ready code.
ChatGPT can scaffold Redis caching code fast, but it often skips the stampede problem entirely. Here's how to prompt it for production-safe logic that handles lock-based and probabilistic expiry patterns correctly.
ChatGPT can scaffold a JWT auth flow in minutes, but the default output often skips token expiry checks, uses weak algorithms, or stores tokens unsafely. Here's how to prompt your way to production-ready authentication code.
ChatGPT confidently writes GraphQL queries with fields that don't exist in your schema. Here's how to give it exactly what it needs to produce accurate, runnable queries every time.
ChatGPT can draft Makefiles fast, but it consistently gets dependency chains wrong, mixes phony targets with real files, and ignores your actual build graph. Here's how to prompt it so the output actually works.
Writing tests is essential but often repetitive. GitHub Copilot can eliminate much of the boilerplate involved in test creation, helping developers move faster. However, blindly accepting generated tests can leave critical coverage gaps. Learn how to use Copilot effectively to accelerate testing