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Roadmap AI Engineer 2026: Phase 4 Release of 😍🍋✨

The bot has been written, but will be used in practice (Production). Must have this skill too! 🛠️💻

• LLM-as-a-judge: Measures AI whether it answers questions or does it answer hallucinations using tools like Ragas or LangSmith.

• Prompt Monitoring: Take care of safety, prevent penetration, and control costs (Cost Optimization)

• Containerization: Use Docker to pack our AI system ready to run stable anywhere.

• Cloud Deployment: Cloud bot removal for the whole world to use via Vercel, AWS or Google Cloud Run

Who wants to be an AI Engineer, the exact line, the global scale. Phase, don't miss it. ✨✌️

# promptengineer # Data ascience # programmer # Developer # learnonlemon8

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