programming

One Library, No Duplicates: Turning Spotify Playlists into a Self-Hosted Music Collection

One Library, No Duplicates: Turning Spotify Playlists into a Self-Hosted Music Collection The actual problem: playlists overlap, storage shouldn’t Anyone who’s built more than one playlist has playlists that share songs. Download each playlist independently and you’re storing the same file multiple times; that adds up fast across a real music collection. Spotify Playlist Pipeline

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Building a Fleet of Persistent AI Agents Without an Extra Subscription

Building a Fleet of Persistent AI Agents Without an Extra Subscription Why not just use an existing agent framework? Tools like Hermes or OpenClaw give you that “personal AI assistant with a name and a memory” feel, but they can burn through tokens fast — especially as an agent’s skill count grows, since each one

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The Beginning

Today, I’m starting my blog—and my journal as well. This blog will focus on my educational and career journey. I’ll begin by sharing where I currently stand. The journal will be more personal. I’m not sure yet if I’ll make that public, but we’ll see. As for my career, I’m currently in school for software

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