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Web Development 4 min read

The Monorepo Lesson I Needed: Why Your API Should Be Boring

Last month, I inherited a "decentralized" platform that was anything but. The landing page promised peer-to-peer compute. The backend was two Django views, a Redis instance that nobody monitored, and approximately 400 lines of undocumented business logic scattered across three di...

AI & Machine Learning 4 min read

When Synchronous RL Actually Matters: My Take on A2C vs A3C

I was debugging a reinforcement learning pipeline at 2 AM last month when I realized I'd spent the entire week trying to get A3C working in production. The asynchronous nature of the algorithm—which should've been a feature—had become my nightmare. Race conditions in the gradient...

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