Ramya Perumal

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Joined on Apr 27, 2026

Ramya Perumal

Nov 2

Personalization Architecture for AI Agents and RAG as a Tool

#ai #agents #llm

2 min read

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Ramya Perumal

Oct 25

Conversation Management & Context Window

#ai #agents #llm

2 min read

Ramya Perumal

Oct 20

AI Agents - Workflows and Human In The Loop(HITL)

#ai #agents #llm

3 min read

Ramya Perumal

Oct 5

AI Agents - Tool Calling And Its Types

#ai #llm #agents

2 min read

Ramya Perumal

Oct 1

AI Agents - Async Programming and Pytantic Data Validation

#ai #agents #nlp

2 min read

Ramya Perumal

Sep 9

AI Agents - Tool Calling

#ai #agents #llm

1 min read

Ramya Perumal

Sep 1

AI Agents - Introduction to LLM and AI Terminologies

#ai #agents #llm

3 min read

Ramya Perumal

Aug 30

AI Agents - Data Structures in Python

#ai #python #agents

3 min read

Ramya Perumal

Aug 25

AI Agents - Python basics

#ai #python #agents

2 min read

Ramya Perumal

Aug 21

RAG - Hallucination Detection

#ai #rag #nlp

2 min read

Ramya Perumal

Aug 18

RAG - Async Pipelines, MCP

#ai #rag #nlp

3 min read

Ramya Perumal

Aug 13

RAG - Memory Systems

#ai #rag #nlp

3 min read

Ramya Perumal

Aug 12

RAG - Multivector Retrievel, Multi Hop, Conversational RAG

#ai #nlp #rag

3 min read

Ramya Perumal

Aug 5

RAG - Parent Retriever

#ai #rag #nlp

2 min read

Ramya Perumal

Jul 30

RAG - Context Compression

#ai #rag #nlp

3 min read

Ramya Perumal

Jul 29

RAG - Query Transformation and Expansion

#ai #rag #nlp

2 min read

Ramya Perumal

Jul 18

RAG - Semantic Caching

#ai #rag #beginners #nlp

3 min read

Ramya Perumal

Jul 12

RAG - Meta Filtering and Reranking

#ai #beginners #rag #nlp

3 min read

Ramya Perumal

Jun 27

Docker -Networking and Best Practices

#docker #basic #virtualmachine

5 min read

Ramya Perumal

Jun 27

Docker – ARG Directive, .dockerignore, and Docker Volumes

#docker #basic #virtualmachine #wind

3 min read

Ramya Perumal

Jun 27

Docker – Port Mapping, Logs, Container Management, and Image Removal

#docker #basic #virtualmachine

2 min read

Ramya Perumal

Jun 27

Docker – Image and Container Bonding & Client-Server Architecture

#docker #basic #virtualmachine

2 min read

Ramya Perumal

Jun 27

Docker – Need for Docker and Docker Terminologies

#docker #basic #virtualmachine

3 min read

Ramya Perumal

Jun 9

RAG - Mastering Prompt Frameworks for Better AI Responses

#ai #beginners #rag #nlp

2 min read

Ramya Perumal

Jun 8

RAG - Prompt Engineering

#ai #beginners #rag #nlp

5 min read

Ramya Perumal

May 31

RAG - Hybrid search and RAG pipeline using FAISS DB

#ai #beginners #rag #nlp

2 min read

Ramya Perumal

May 27

RAG - Sparse Embedding

#ai #beginners #rag

3 min read

Ramya Perumal

May 20

RAG - Dense Embedding

#ai #rag #llm #beginners

3 min read

Ramya Perumal

May 17

RAG- Understanding of Embedding

#ai #rag #python #beginners

3 min read

Ramya Perumal

May 14

RAG - Sliding Window, Token Based Chunking and PDF Chunking Packages

#ai #beginners #rag

3 min read

Ramya Perumal

May 11

RAG - Chunking

#ai #llm #machinelearning #rag

3 min read

Ramya Perumal

Apr 30

RAG - Vector DB

#beginners #ai

2 min read

Ramya Perumal

Apr 27

Introduction to RAG

#ai #beginners #machinelearning #rag

2 min read

DEV Community

Ramya Perumal

Badges

Writing Debut

Personalization Architecture for AI Agents and RAG as a Tool

Want to connect with Ramya Perumal?

Conversation Management & Context Window

AI Agents - Workflows and Human In The Loop(HITL)

AI Agents - Tool Calling And Its Types

AI Agents - Async Programming and Pytantic Data Validation

AI Agents - Tool Calling

AI Agents - Introduction to LLM and AI Terminologies

AI Agents - Data Structures in Python

AI Agents - Python basics

RAG - Hallucination Detection

RAG - Async Pipelines, MCP

RAG - Memory Systems

RAG - Multivector Retrievel, Multi Hop, Conversational RAG

RAG - Parent Retriever

RAG - Context Compression

RAG - Query Transformation and Expansion

RAG - Semantic Caching

RAG - Meta Filtering and Reranking

Docker -Networking and Best Practices

Docker – ARG Directive, .dockerignore, and Docker Volumes

Docker – Port Mapping, Logs, Container Management, and Image Removal

Docker – Image and Container Bonding & Client-Server Architecture

Docker – Need for Docker and Docker Terminologies

RAG - Mastering Prompt Frameworks for Better AI Responses

RAG - Prompt Engineering

RAG - Hybrid search and RAG pipeline using FAISS DB

RAG - Sparse Embedding

RAG - Dense Embedding

RAG- Understanding of Embedding

RAG - Sliding Window, Token Based Chunking and PDF Chunking Packages

RAG - Chunking

RAG - Vector DB

Introduction to RAG