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ITE in AIE: IT Companies and Engineers in AI Era

IT Companies Change or die: Apps? AI is doing it all R&D ? Companies must have R&D department to do what AI is not doing yet. Softwa...

18 January, 2026

Multiple Tiers of Doing AI/ML after ChatGPT, Gemini, Claude

Types of libs and tools for multiple tiers of engineers in IT industry:
  • For anyone (Vibe coding): Just tell the AI what to code
  • For any devs (Call API): Devs can call AI API instead of code
  • For AI devs (Use libs): Devs use high-level libs, eg Keras over TensorFlow/PyTorch
  • For researchers (Use libs): Use specific features are lowest level of TensorFlow/PyTorch
  • For learners (Use raw code): Important to grab AI/ML knowledge, with raw Python

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