Generative AI – Where and How to start?

Generative AI
Hi Everyone!

Let’s get started with one of the hottest topics today — Generative AI (now commonly referred to simply as AI). You can begin exploring AI immediately by using the online version of ChatGPT, downloading the free app, or even switching Google into AI Mode. Try experimenting yourself with simple prompts. Once you start interacting with AI systems, you are already using Generative AI. The next step is learning the skill that unlocks its true power — Prompt Engineering.
What is Prompt Engineering?

Prompt Engineering is both the science and the art of designing prompts (input instructions) that guide Large Language Models (LLMs) like ChatGPT to generate accurate, useful, and context-aware responses.

It transforms simple questions into structured instructions that allow AI systems to produce meaningful insights.

“Prompts are not just questions — they are the keys that unlock AI’s real power.”
How to Start Quickly
  • Learn Prompt Structure → Instruction → Context → Input → Output Format
  • Begin Simple → Example: “Summarize this article in 3 bullet points.”
  • Experiment with Zero-shot and Few-shot prompts
  • Apply prompts in your domain → Real estate, pharma, finance, CRM
Types of Prompting
  • Zero-Shot Prompting → Ask the task directly without examples
  • Few-Shot Prompting → Provide examples to guide responses
  • Chain-of-Thought (CoT) → Request step-by-step reasoning
  • Role / Persona Prompting → Assign the model an expert role
  • ReAct Prompting → Combine reasoning with actions
  • Self-Critique / Reflexion → AI reviews and improves its own answers
Roadmap for Learning Prompt Engineering
  • Foundations → Zero-shot, Few-shot, Chain-of-Thought
  • Advanced Techniques → ReAct, Prompt chaining, Self-consistency
  • Optimization → Control style, tone, format
  • Domain-Specific Prompting → Real estate, pharma, finance, CRM
  • Mastery → Adaptive and meta-prompting techniques
Example Prompt to Try
“You are a very seasoned Real Estate Investor with 30 years of experience in the Concord CA region. You can evaluate cashflow and key investment metrics using a property address. Based on the property located at 1260 Kenwal Rd, Concord, CA 94521 with an asking price of $1.395M, advise whether investing 20% is a good decision. Also evaluate safety, demographics, and crime rate.”

Note: Try changing the geographical area and pick any home address from Zillow to see AI analyze the property.

Additional Learning Resources
  • Prompt Engineering Guide
  • LangChain / DSPy / OpenAI / Llama → scalable prompting tools
  • RAGAS → systematic evaluation of LLM outputs
  • Daily practice → craft prompts from your domain and continuously improve

With consistent practice, Prompt Engineering can unlock new career opportunities, domain-specific AI solutions, and next-generation problem solving capabilities.

Please share your experiences once you start experimenting with prompts.