Applied with AI - Tamil
I’m an Enterprise Cloud Architect and an AI Engineer. Through this channel, I aim to give back to my Tamil community by sharing the knowledge I've gained over 16 years of experience in the tech industry.
Are you tired of AI theory and want to build real AI applications instead? You're in the right place.
On this channel, we don’t just talk about AI, we build with it.
Each video is a step-by-step guide where we create real-world AI apps using:
Python and Fast API
LLMs (like GPT & Gemini)
Function Calling & Tool Usage
LangChain, LangGraph, and RAG
Cloud + AI Deployment (AWS, GCP)
Voice Interfaces & Multi-Agent Systems
Everything is explained in Tamil, so you can learn deeply and confidently in your own language.
Applied with AI - Tamil
🚀 Dear Members, New AI Project Dropped exclusively for Channel Members:
A Multi-Agent Customer Support with Async Human-in-the-Loop. (Members, please find the project inside the "5 Real AI Projects" folder in my drive).
This is the 4th project in the series, that covers multi-turn conversations + multi-agent routing + a human approval step that never blocks the system.
The core idea: an AI can gather info and prep a decision, but a human always pulls the trigger on anything risky (like refunds), and the customer never sits there waiting on a frozen process. This exact pattern shows up in fraud review, content moderation, medical triage, and loan approval systems in the real world.
📚 Concepts Covered:
- Session management (in-memory, real projects use a database or redis)
- Conversational memory (in-memory)
- Context compaction (turning long chats into clean structured JSON retaining context)
- Structured output from LLMs (JSON mode via LiteLLM)
- Multi-agent routing as a state graph
- Asynchronous human-in-the-loop design
- Tool use / function calling with least-privilege DB access
- Separate execution graphs for customer turns vs. approver decisions
If you are not a member and need access to all the AI projects I have shared, please use the below link to join.
youtube.com/channel/UCAHa1-TnXAJrkDVMHbcP1Sw/join
10 hours ago (edited) | [YT] | 5
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Applied with AI - Tamil
Dear Channel Members,
I have added a new project named "RAG_Semantic_Cache_Symposium_Bot" under the "GenAI and RAG" folder in my Google Drive.
Please download the project and practice semantic caching, which is one of the most important concept when you are creating real world RAG apps. Detailed documentation included in the zip file.
Check comments for the link to video explanation of the concept.
If you are not a channel member yet, use this link to join as a member and access all my AI projects shared via members only post.
youtube.com/channel/UCAHa1-TnXAJrkDVMHbcP1Sw/join
3 weeks ago | [YT] | 48
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Applied with AI - Tamil
How many of you know how API/DB caching works using Redis or similar tools?
In my next video, I’ll show how Semantic Caching works for LLM calls, and how it can reduce cost and improve latency in production AI apps.
1 month ago | [YT] | 19
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Applied with AI - Tamil
LEARNING AI?
You might be getting misled.
Video goes live at 5 PM today.
In today's video, I'm sharing some unpopular opinions about:
• AI Roadmaps
• AI Engineer Interviews
• "Programming is Dead"
• Why most people stay stuck consuming content instead of building
No hype.
No fear-mongering.
Just practical advice from someone building AI applications and interviewing engineers.
Don't miss this one.
1 month ago | [YT] | 36
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Applied with AI - Tamil
Most AI roadmaps fail because they assume everyone starts from the same place.
But in reality:
* Some are just starting programming
* Some already build backend systems
* Some have production experience
* Some have already started building AI apps
That’s why I created a free enterprise level AI roadmap for different experience levels, along with links to free resources to learn from.
It’s available on my website appliedwithai.in/ Please check it out.
Also I have dropped a video how I published the website in 30 mins using Hostinger Horizon’s vibe coding platform. Check it out here -
https://youtu.be/EgjeMRPie1w
1 month ago | [YT] | 7
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Applied with AI - Tamil
Thanks for being with me on this journey. I would like to know you better 🙏
Every video I make, I think about who's watching. Help me build content that truly fits where you are.
How long have you been engineering professionally?
1 month ago | [YT] | 7
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Applied with AI - Tamil
Is Programming Dead? Do you think you can become a Software Engineer or AI Engineer without learning to code?
After 500 votes, I’ll publish a research video on what’s really happening across the industry. What you think may not actually reflect the reality inside organizations.
1 month ago | [YT] | 13
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Applied with AI - Tamil
Which video do you want next? All of these are coming, your votes decide the order! 👇
1 month ago | [YT] | 9
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