@captaindks

Suneel

@captaindks

An Flutter Developer

Joined December 2024

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Suneel's blogs

Suneel D.Kblog.suneeldk.in25 posts

Vidvisualblog.vidvisual.tech1 post

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SSuneelblog.suneeldk.in

RAG: Retrieval Augmented Generation

Apr 8 · 4 min read · RAG is the dominant architecture for production AI applications that need to answer questions about specific documents, recent events, or private data. Understanding it completely — including its fail

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SSuneelblog.suneeldk.in

Chunking: Why Document Splitting Determines RAG Quality

Apr 8 · 4 min read · Developers often focus on which LLM to use or which embedding model is best. In practice, chunking strategy has a larger impact on RAG quality than either of those choices. A mediocre LLM with good ch

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SSuneelblog.suneeldk.in

Vector Databases: Infrastructure for Semantic Search

Apr 7 · 4 min read · Vector databases are purpose-built for one operation that general-purpose databases handle poorly: finding the k most similar vectors to a query vector. Understanding why this requires specialized inf

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SSuneelblog.suneeldk.in

Semantic Search: How Meaning-Based Retrieval Works

Apr 7 · 4 min read · Semantic search is the retrieval mechanism in RAG. Getting it right is the difference between an AI assistant that finds the correct information and one that retrieves garbage and hands it to the LLM.

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SSuneelblog.suneeldk.in

Vectors and Embeddings: The Mathematical Foundation of AI Systems

Apr 5 · 4 min read · Before you can build a RAG system, design a semantic search engine, or understand why vector databases exist, you need to understand embeddings. This is the concept that makes everything else work. Wh

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Suneel

About

Available for

Suneel's blogs

Recently published

RAG: Retrieval Augmented Generation

Chunking: Why Document Splitting Determines RAG Quality

Vector Databases: Infrastructure for Semantic Search

Semantic Search: How Meaning-Based Retrieval Works

Vectors and Embeddings: The Mathematical Foundation of AI Systems

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Suneel

About

Available for

Suneel's blogs

Recently published

RAG: Retrieval Augmented Generation

Chunking: Why Document Splitting Determines RAG Quality

Vector Databases: Infrastructure for Semantic Search

Semantic Search: How Meaning-Based Retrieval Works

Vectors and Embeddings: The Mathematical Foundation of AI Systems