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TTenithtenith.hashnode.devSep 18, 2025 · 6 min read

RAG with LangChain: Quick Implementation Guide

What is RAG? RAG = Retrieval (find relevant info) + Generation (answer using info) RAG solves the knowledge gap problem in LLMs by dynamically incorporating external information during inference, rather than relying solely on parametric knowledge fro...

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BSBittu Sharmabittublog.hashnode.devSep 10, 2025 · 4 min read

⚡ Intro to FastAPI for LLMOps: Theory

Large Language Models (LLMs) are increasingly powering real-world applications like chatbots, copilots, recommendation engines, and search assistants. But one big challenge remains—how do we serve these models efficiently in production? That’s where ...

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BSBittu Sharmabittublog.hashnode.devSep 9, 2025 · 4 min read

Introduction to ChromaDB: The Open-Source Vector Database for LLMOps

The rise of Large Language Models (LLMs) has transformed how we build applications—whether it’s AI-powered chatbots, semantic search engines, recommendation systems, or Retrieval-Augmented Generation (RAG) pipelines. But here’s the challenge: LLMs n...

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BSBittu Sharmabittublog.hashnode.devSep 9, 2025 · 5 min read

Introduction to Weaviate: An Open-Source Vector Database for LLMOps

As enterprises adopt Large Language Models (LLMs) and build production-ready AI applications, one challenge stands out: how do we connect LLMs with real-time, domain-specific data? Traditional databases are not designed for semantic search or high-di...

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BSBittu Sharmabittublog.hashnode.devSep 9, 2025 · 4 min read

Comparing LLaMA, GPT, Claude, Mistral, and Gemini: A Deep Dive into Modern LLMs

Large Language Models (LLMs) have become the backbone of today’s AI revolution. From powering intelligent chatbots to automating workflows and generating code, LLMs are shaping how industries operate. However, with multiple powerful models available—...

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BSBittu Sharmabittublog.hashnode.devSep 9, 2025 · 4 min read

Open-Source vs Proprietary LLMs: Making the Right Choice for Your Business

Large Language Models (LLMs) have rapidly transformed industries by enabling advanced natural language processing (NLP), powering applications like chatbots, code generation, knowledge assistants, and more. However, when organizations start exploring...

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BSBittu Sharmabittublog.hashnode.devSep 8, 2025 · 4 min read

What is LLMOps? A Complete Guide to Large Language Model Operations

Artificial Intelligence (AI) has entered a new era with the rise of Large Language Models (LLMs) like GPT, LLaMA, Claude, and Mistral. These models are no longer just research experiments—they are powering chatbots, copilots, recommendation systems, ...

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BSBittu Sharmabittublog.hashnode.devSep 8, 2025 · 4 min read

Prompt Engineering in LLMOps: Understanding User & System Prompts

Large Language Models (LLMs) like GPT, Claude, LLaMA, and Mistral are becoming the backbone of enterprise AI applications—from customer support assistants to DevOps copilots. But one factor determines whether these models deliver value or fail: promp...

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BSBittu Sharmabittublog.hashnode.devSep 8, 2025 · 3 min read

How Self-Attention Mechanism Works: The Core of Transformers & LLMs

When we talk about Large Language Models (LLMs) like GPT, BERT, or LLaMA, one phrase always comes up: “Self-Attention”. Introduced in the seminal paper “Attention Is All You Need” (2017), this mechanism revolutionized natural language processing by a...

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BSBittu Sharmabittublog.hashnode.devSep 8, 2025 · 3 min read

Skills Required to Become an LLMOps Engineer

The rise of Large Language Models (LLMs) such as GPT, Claude, and LLaMA has opened new frontiers in AI. But building, deploying, and managing LLM-powered systems at enterprise scale requires a specialized role: the LLMOps Engineer. Just as MLOps Engi...

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#llmoptimization-rag-finetuning-promptengineering-aimodels-retrievalaugmentedgeneration-airesearch-campus360-openai-langchain-supabase-vectorembeddings

Explore Hashnode

Trending tags this week

RAG with LangChain: Quick Implementation Guide

⚡ Intro to FastAPI for LLMOps: Theory

Introduction to ChromaDB: The Open-Source Vector Database for LLMOps

Introduction to Weaviate: An Open-Source Vector Database for LLMOps

Comparing LLaMA, GPT, Claude, Mistral, and Gemini: A Deep Dive into Modern LLMs

Open-Source vs Proprietary LLMs: Making the Right Choice for Your Business

What is LLMOps? A Complete Guide to Large Language Model Operations

Prompt Engineering in LLMOps: Understanding User & System Prompts

How Self-Attention Mechanism Works: The Core of Transformers & LLMs

Skills Required to Become an LLMOps Engineer