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<p>
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AI was used selectively to accelerate front-end scaffolding, component layout, and alignment with modern UI
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standards. All functional behavior, state management, API integration, and system logic were implemented and
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validated to ensure <strong style="color: var(--text-primary);">reliability and consistency</strong>.
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validated to ensure <strong style="color: var(--text-primary);">reliability</strong>.
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</p>
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<p>
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Development follows a <strong style="color: var(--text-primary);">human-led, AI-assisted workflow</strong>. The developer defines the architecture and writes
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Development follows a <strong style="color: var(--text-primary);">human-led</strong>, AI-assisted workflow. The developer defines the architecture and writes
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the core implementations. AI contributes by exploring design alternatives, surfacing edge cases, suggesting
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optimizations, and helping refine documentation. Any generated output is reviewed, revised where necessary,
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and hardened before integration.
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</p>
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<p>
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This approach improves development efficiency while preserving <strong style="color: var(--text-primary);">strict engineering oversight</strong> and reliability.
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This approach improves development efficiency while preserving strict <strong style="color: var(--text-primary);">engineering oversight</strong> and reliability.
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</p>
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</div>
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</div>
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