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

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Python Git
When Synchronous RL Actually Matters: My Take on A2C vs A3C
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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Startups OpenAI
The Mock That Lies to Your Face: Why I'm Moving Away From WireMock
Web Development 4 min read

The Mock That Lies to Your Face: Why I'm Moving Away From WireMock

I learned something humbling last month at 2 AM during a production incident. My order service was calling a payment gateway that had silently changed its API response field names. My entire test suite was green. My mocks were working perfectly. The real service? Completely broke...

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Python CI/CD

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