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Technical insights on architecture decisions, AI delivery, and
database scalability — based on real-world system reviews.

Hardware button prototype controlling Spotify playback, showing an end-to-end control path from physical input to media action in a small embedded setup.

From Hardware Button to Spotify Control: Designing a Simple Yet Fragile System

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Embedded media player modified with AI-assisted patching, focusing on stability and safe changes without breaking playback behavior.

Vibe Coding with AI: Modifying Embedded Media Players Without Breaking the System

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Router alert workflow that turns disconnect events into SMS and email notifications, illustrating automation across network boundaries.

Automating Alerts Inside a Router: When AI Code Touches Network Boundaries

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Self-healing Wi-Fi monitoring setup using sensors and automated recovery logic to detect failures and restore connectivity.

Designing a Self-Healing Wi-Fi Monitor with AI and Sensors

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