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Shubham Saboo Profile picture
@Saboo_Shubham_
Aug 15 • 15 tweets • 10 min read • Read on X
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I started building Opensource AI Agents and RAG Apps 8 months ago.

It turned out to be the fastest way to learn AI engineering.

If you want to start today, here’s a step-by-step roadmap:
1. Python Programming for AI

• Harvard CS50's Introduction to AI with Python
pll.harvard.edu/course/cs50s-i…

• DeepLearning AI's AI Python for Beginners
deeplearning.ai/short-courses/… DeepLearning.AI
2. Machine Learning Fundamentals

• Machine Learning Specialization (Stanford)
coursera.org/specialization…

• Hands-on Practice: github.com/tirthajyoti/Ma…
3. Understanding LLMs and their role in building AI Agents

• Introduction to Large Language Models (Google Cloud): coursera.org/learn/introduc…

• Hands-on LLM App examples (Opensource with 57k+ stars): github.com/Shubhamsaboo/a… Image
4. Prompt Engineering for AI Agents

• Prompt 101 (By Anthropic): youtu.be/ysPbXH0LpIE?si…
• Prompt Engineering Guide: promptingguide.ai/techniques
• Prompting for AI Agents: youtu.be/XSZP9GhhuAc?si…
• Prompting engineering Guide (Google Cloud): cloud.google.com/discover/what-… Image
5. AI Agent frameworks

Here are top Agent Frameworks:
• Google ADK:
github.com/Shubhamsaboo/a…
• Agno: docs.agno.com
• Crew AI: docs.crewai.com
• OpenAI Agents SDK: openai.github.io/openai-agents-… pic.x.com/H2ehGXeOLPImage
6. AI-Powered IDEs for Agent Development

• Windsurf: docs.windsurf.com/windsurf/getti…
• Replit Agent: blog.replit.com/agent
• Cursor: youtube.com/watch?v=gqUQbj…
7. Intelligent Terminal AI Coding Agents

• Claude Code (Anthropic): docs.anthropic.com/en/docs/claude…
• Gemini CLI (Google): github.com/google-gemini/…
8. Build Starter AI Agents with step-by-step tutorials

📌 Step-by-step tutorials: theunwindai.com/archive?tags=A…
🌟 GitHub Repo: github.com/Shubhamsaboo/a… Image
9. Multi-agent Apps with step-by-step tutorials

📌 Step-by-step tutorials: theunwindai.com/archive?tags=A…
🌟 GitHub Repo: github.com/Shubhamsaboo/a… Image
10. AI Agent teams with step-by-step tutorials

📌 Step-by-step tutorials: theunwindai.com/archive?tags=A…
🌟 GitHub Repo: github.com/Shubhamsaboo/a… Image
10. MCP AI Agent with step-by-step tutorials

Introduction to MCP: modelcontextprotocol.io/docs/getting-s…

📌 Step-by-step tutorials: theunwindai.com/archive?tags=A…
🌟 GitHub Repo: github.com/Shubhamsaboo/a…

11. RAG Apps with step-by-step tutorials

📌 Step-by-step tutorials: theunwindai.com/archive?tags=A…
🌟 GitHub Repo: github.com/Shubhamsaboo/a… Image
100+ free step-by-step tutorials with code covering:

🚀 AI Agents
📀 RAG Systems
🗣️ Voice AI Agents
🌐 MCP AI Agents
🤝 Multi-agent Teams
🎮 Autonomous Game Playing Agents

P.S: Don't forget to subscribe for FREE to access future tutorials.

theunwindai.com
Stay tuned for more such interesting posts → @Saboo_Shubham_

I have created 100+ AI Agents and RAG tutorials, 100% free and opensource.

P.S: Don't forget to star the repo to show your support 🌟

github.com/Shubhamsaboo/a…

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More from @Saboo_Shubham_

Shubham Saboo Profile picture
Sep 12
JSON prompting for LLMs, explained with examples:
What is JSON prompting?

JSON prompting is a way of asking an LLM using a clear, structured format (with keys and values) and expecting the response in the same structured style.

Text prompts → inconsistent, messy outputs
JSON prompt → consistent, parseable data Image
The Problem With Text Prompts

Natural language is strong, but in AI it’s loose.

“Summarize this email” or “give key takeaways” leaves room for guesswork.

You wouldn’t tell a junior: “Make it better. Do what feels right.”

Yet we do that with AI all the time. Image
Read 12 tweets
Shubham Saboo Profile picture
Sep 7
Let's build a local RAG Agent using Google's EmbeddingGemma and Ollama running locally on your machine.

100% Opensource and works without internet.
You can follow along this tutorials with step-by-step code instructions on @unwind_ai_

theunwindai.com/p/build-a-loca…
1. Install the necessary Python Libraries

Run the following command from your terminal.

Then pull the required Ollama models:
• ollama pull embeddinggemma:latest
• ollama pull llama3.2:latest Image
Read 11 tweets
Shubham Saboo Profile picture
Sep 4
Stop building AI agents that ignore your instructions.

This Python framework guarantees LLM Agents follow your rules in production. Every single time.

100% Opensource. Image
Traditional approach: Write 47-rule system prompts and pray the LLM follows them.

Parlant (@EmcieCo) approach: Define clear guidelines that are contextually matched and enforced.

No more "roll of the dice" conversations. Image
Parlant Version 3 just dropped:

• Guidelines: Rules you set are enforced every single time
• Journeys: Conversations adapt when users go off-script
• Playground: Watch, test, and debug in full context
• Widget: Production-ready chat UI you can drop anywhere
Read 4 tweets
Shubham Saboo Profile picture
Aug 30
RAG everything locally!

Index millions of documents on your laptop using 97% less storage than traditional vector databases.

Also work as a drop-in semantic search search MCP for claude Code.

100% Opensource and free with Ollama. Image
100+ free step-by-step tutorials with code covering:

🚀 AI Agents
📀 RAG Systems
🗣️ Voice AI Agents
🌐 MCP AI Agents
🤝 Multi-agent Teams
🎮 Autonomous Game Playing Agents

P.S: Don't forget to subscribe for FREE to access future tutorials.

theunwindai.com
Stay tuned for more such interesting posts → @Saboo_Shubham_

I have created 100+ AI Agents and RAG tutorials, 100% free and opensource.

P.S: Don't forget to star the repo to show your support 🌟

github.com/Shubhamsaboo/a…
Read 4 tweets
Shubham Saboo Profile picture
Aug 25
Learn to build AI Coding Agents from scratch.

Similar to Claude code, Cursor, Windsurf, Amp, Cline and OpenCode.

100% free workshop. Image
GitHub Repo: github.com/ghuntley/how-t…
100+ free AI Agents and RAG tutorials with code covering:

🚀 AI Agents
📀 RAG Systems
🗣️ Voice AI Agents
🌐 MCP AI Agents
🤝 Multi-agent Teams
🎮 Autonomous Game Playing Agents

P.S: Don't forget to subscribe for FREE to access future tutorials.

theunwindai.com
Read 4 tweets
Shubham Saboo Profile picture
Aug 23
Build AI agent teams that actually work together.

Learn about multi-agent patterns in Google ADK with step-by-step code tutorials.

100% Opensource and free.
1. Sequential Agent

Opensource code tutorial 👉
github.com/Shubhamsaboo/a…Image
2. Loop Agents

Opensource code tutorial 👉 github.com/Shubhamsaboo/a…Image
Read 6 tweets

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