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Brilliant ideas are cheap. Production systems are hard. Here’s why so many projects begin with energy and end in folders collecting digital dust.

Working with image datasets taught me that AI models are only as good as the data you feed them. Here’s how messy folders almost broke my project—and how I fixed it.

From configuring MikroTik routers to building full-stack POS systems, this is a reflection on how networking and software became the pillars of my technical identity.