I don't use it for solving my technical problems . I used it as a researcher friend . I Used it as who can give suggestion but driver is me for my code .
I don't use for writing my full code . i just asks for references .
For example -
If i want to Learn what skills are worth i that i need to upgrade . i asked this question .
**
tell me what skills needed to upgrade for software engineers in this ai era don't talk unneccesary just answer pointly shortly **
It responds me this :
- AI/LLM fundamentals — how models, tokens, embeddings, RAG work
- AI coding tools — Cursor, Copilot, Claude/ChatGPT effectively
- Python — essential for AI and automation
- System design — scalable architectures and distributed systems
- Cloud & DevOps — AWS/GCP/Azure, Docker, Kubernetes, CI/CD
- AI integration — APIs, agents, RAG, vector databases
- Strong fundamentals — DSA, databases, networking, security
- Problem-solving & product thinking — AI can't replace good engineering judgment
Best priority: AI + strong software fundamentals + system design.
Then I asked :
find out me all easy topics in table format so that i can quickly learn those things by just implementing in basic project prototype.
Here is is the response i get :

Then i asked :
now figure out all essential and 80 percent in industry used most of the time follow 20 80 principle
here is the response i got .
conclusion :
Just Use ai to help where critical thinking not required .
My formula is that -
Don't use ai to write code that's it and use for everything .



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