Ansif Muhammed

AI Engineer | GenAI COE

[Ansif Muhammed @Wynman5]

https://t.co/njh4ziorBD

[Maryam Miradi, PhD @MaryamMiradi]

🥇🏆This Is the Most Complete Paper on Agentic RAG I've Read: An Absolute Zero-to-Hero Journey That Explains Everything You Need to Know

If you've ever felt overwhelmed by the technical complexity of Retrieval-Augmented Generation (RAG) or thought, “Where do I even begin?”, this paper is your ultimate guide.

Let’s explore it together:

》 What is RAG?

✸ Retrieval-Augmented Generation (RAG) integrates LLMs with real-time data sources, providing accurate and contextually enriched responses. While effective, traditional RAG systems are static and limited to predefined workflows.

》 Evolution of RAG Systems

✸ Naïve RAG: Relies on keyword-based retrieval, leading to fragmented outputs and scalability issues.

✸ Advanced RAG: Incorporates semantic retrieval techniques like Dense Passage Retrieval (DPR) and neural re-ranking for improved precision.

✸ Modular RAG: Introduces hybrid retrieval strategies, APIs, and composable pipelines for task-specific optimization.

✸ Graph RAG: Enhances multi-hop reasoning using graph-based structures but suffers from scalability challenges.

✸ Agentic RAG: Surpasses these by introducing autonomous decision-making, iterative refinement, and real-time workflow optimization.

》 What is Agentic RAG?

✸ Agentic RAG builds on this by embedding autonomous agents into the RAG pipeline. These agents dynamically refine context, optimize retrieval strategies, and adapt in real time to the complexity of queries, making them ideal for sophisticated, multi-step tasks.

》 Core Agentic Patterns

✸ Reflection: Enables agents to critique and refine outputs iteratively, boosting accuracy.

✸ Planning: Decomposes complex tasks into manageable subtasks, ensuring flexibility in execution.

✸ Tool Use: Integrates external resources, like APIs or databases, to enhance generative outputs.

✸ Multi-Agent Collaboration: Specialized agents collaborate to handle complex workflows efficiently.

》 Benefits of Agentic RAG

✸ Dynamic Adaptability: Adjusts workflows in real time based on task requirements.

✸ Enhanced Contextual Understanding: Iteratively refines outputs for higher relevance and accuracy.

✸ Scalability and Flexibility: Handles multi-domain queries with seamless integration of tools and data.

✸ Workflow Optimization: Reduces latency, ensuring efficiency even in high-demand scenarios.

》 Challenges and Future Directions

While Agentic RAG offers immense promise, challenges like computational overhead, coordination complexity, and ethical concerns must be addressed.

paper: https://t.co/vyZhZTknGe
Github: https://t.co/LBuWmL6QMt

﹌﹌﹌﹌﹌﹌﹌﹌﹌
》 join 𝟔𝟎+ 𝐜𝐨𝐮𝐧𝐭𝐫𝐢𝐞𝐬 of my students already mastering AI Agents!

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☆ RAG Pipeline

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[Naval @naval]

Nobody who’s actually good at making money needs to sell you a course on it.

[Ansif Muhammed @Wynman5]

Ingenious...if we had a similar request..it will be like sensors, motors ,calibration,controller...etc..etc...
Here it's purely genius !!!

https://t.co/SOJlMPFTnb

[Ansif Muhammed @Wynman5]

What's the best RAG approach to use on table on PDFs and structured data?

#GenAI #LLMs @GenAICollective @OpenAIDevs

[Ansif Muhammed @Wynman5]

The govt is pleasing their owners and crushing the middle class....

#RahulGandhi
#AAP

https://t.co/zcGHUR2ooo

[Ansif Muhammed @Wynman5]

It's very difficult to live someone else's life. career switch, hustling all gets more tough .. as our ego grows...

#hustlersdiary

[Ansif Muhammed @Wynman5]

@Phogat_Vinesh You are the phoenix of India... RISE !!!!! Rise again !!!! You cannot stop fighting!!!!

[Mr. R Gandhi 🇮🇳 @Mr_RGandhi]

Dhruv Rathee is an ultimate hero of 2024 election ❤️

#DhruvRathee
#India_जीत_रहा_है

[Dhruv Rathee @dhruv_rathee]

The Exit Poll Fraud must be investigated

Did they all do this to manipulate the stock market? Or were they threatened by someone to do it?

[Ansif Muhammed @Wynman5]

Even with YouTube premium why can't I control the Woke shit content reeping into my children's suggestions !!!

@YouTube @LGBTpropaganda

[Ansif Muhammed @Wynman5]

The epitome of culture, the response by the oppressed... This is entertainment MF s !!!!!!

#pales

[Ansif Muhammed @Wynman5]

Do not buy expensive gadgets from @amazonIN

@amazon has became a haven for fraudulent sellers and associates.

I am left with no product not refund, and harassment from @AmazonHelp !

Buy from Flipkart with open box delivery instead !!!

[Ansif Muhammed @Wynman5]

@amazonIN fraud !!!
Do not purchase any expensive gadgets from Amazon.
Too many fraud seller's and associates are taking cover for them ! Go for openbox delivery by @Flipkart instead !!!

@AmazonNews_IN @amazon
#BigBillionDays
#GreatIndianFestival

[Ansif Muhammed @Wynman5]

need ur support in raising awareness about a situation I've faced recently.

Bought a refurbished laptop from Amazon, listed with Windows 11 & Office 2022, but it arrived dead with no boot-up.
Amazon picked up the product but no refund. #AmazonGreatIndianFestival
@AmazonHelp

[Ansif Muhammed @Wynman5]

Details of my order :
408-9937023-4517910
I hope to get justice from the Amazon leadership or I am gonna move legally.

[Ansif Muhammed @Wynman5]

Despite me being the victim, I was treated like a fraud ! By the world's most customer centric company. The leadership hung up their phone...I did not receive any product nor money !! They don't even listen.
@JeffBezos @amazon

[Ansif Muhammed @Wynman5]

Despite me being the victim, I was treated like a fraud ! By the world's most customer centric company. The leadership hung up their phone...I did not receive any product nor money !! They don't even listen.
@JeffBezos @AmazonHelp