In 2026, AI-assisted coding has matured into a structured learning pathway, with tools like GPT‑5.5, Claude Code skills, and GitHub Copilot enabling faster, more intuitive coding for beginners.

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The design example shows OTA firmware update performed on a microcontroller using the "staging + copy" method.

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