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"Your LLM code works... until it doesn’t — especially on someone else’s machine." That was me last month, confidently shipping a prototype only to watch it crumble in different environments. No GPU? Boom. Slight change in model prompt? Silent failure.

🧠 From Prototype to Production: 6 Essential Fixes for Your...

Mai Chi BaoMai Chi BaoJul 1 '251 min read
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"Your LLM code works... until it doesn’t — especially on someone else’s machine." That was me last month, confidently shipping a prototype only to watch it crumble in different environments. No GPU? Boom. Slight change in model prompt? Silent failure.
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🧠 From Prototype to Production: 6 Essential Fixes for Your LLMService Class 🚀
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Mai Chi Bao
Mai Chi Bao
Jun 20 '25

🧠 From Prototype to Production: 6 Essential Fixes for Your LLMService Class 🚀

#mrzaizai2k #codereview #chatgpt #refactoring
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I’ll be honest with you: I didn’t wake up one morning thinking “Let me reverse-engineer TikTok today.” It started with something much simpler: “I just want to upload videos to TikTok programmatically… why is this so damn hard?”Breaking Down API Defenses: UA - Cookies - Signatures Browser 🤖Everything worked perfectly on my laptop. 🚀 The UI loaded, uploads succeeded, APIs responded instantly. But on demo day, in front of my boss, everything collapsed. 💥

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