How to Structure AI-Generated Website Handoffs With Clear Code Boundaries

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AI-generated websites can look polished but often lack the structural foundations needed for safe, long-term maintenance by new team members. Experts recommend separating visual, content, and system layers before defining where a formal code boundary should begin. A reliable handoff requires documented records covering environments, secrets, authentication, content editing paths, and rollback procedures. Projects that tie every change to the original builder or prompt accumulate avoidable risk once real user accounts, orders, or data are involved. The key test is whether someone unfamiliar with the original build can independently update, secure, and roll back the system three months later.

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EKS Cluster Storage Cut After Audit Finds 200Gi Nodes Far Exceed Actual Usage

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ProgrammingDEV Community ·

How Nginx Cache-Control Headers Can Delay Critical React Hotfixes Reaching Users

When developers deploy a React hotfix, some users may continue seeing the old version due to browser-side caching behavior that silently works against urgent updates. Browsers apply heuristic caching — defined in RFC 7234 — when no explicit Cache-Control headers are set, calculating a time-to-live based on a file's Last-Modified timestamp provided automatically by Nginx. Immediately after a fresh deploy, this TTL is near zero, so everything appears fine, but as days pass the TTL grows, meaning browsers serve stale files without ever contacting the server. The root cause is that browsers only send a conditional revalidation request to Nginx after the TTL expires, so ETags and updated files are never checked while the cache is still considered valid. The fix involves explicitly setting Cache-Control response headers in Nginx configuration, giving developers direct control over how long browsers store static assets.

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ProgrammingDEV Community ·

AI Hits Physical Limits: GPU Shortages, 151M Token Theft, and a 38GW Power Crisis

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ProgrammingDEV Community ·

React's Standalone startTransition API Enables Concurrent Scheduling Outside Components

React exports a standalone startTransition function that schedules low-priority state updates without requiring component scope or hooks. Unlike useTransition, which must be called inside a React component, the standalone API can be used in third-party stores, synchronous callbacks, and non-component modules. The key trade-off is that startTransition does not return an isPending flag, meaning loading state indicators must still be handled via useTransition inside components. Developers can combine both approaches — using startTransition in store logic and useTransition in components — to achieve concurrent scheduling across the entire application. This prevents rendering jank caused by blocking state updates in code that sits outside the React component tree.

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