AI Coding
February 23, 2026
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Understanding AI Coding Tool Limitations (And How to Work Around Them)
Your AI can write perfect code but hits hard limits with images, files, and deployment. Here is what it CAN and CANNOT do, and simple workarounds.
By Imagcon Team
Quick Answer:
Quick Answer: AI coding tools are excellent at producing code and configuration, but they still need real assets, credentials, deployment context, and human review.
Quick Answer: AI coding tools are excellent at producing code and configuration, but they still need real assets, credentials, deployment context, and human review. This guide covers the practical limits developers hit with Cursor, Claude, Lovable, v0, Riff, and Bolt, plus workarounds for image assets, app icons, PWA manifests, and production deployment details.