Blog

Courtsey Openai

Welcome to the Kamrun Analytics Blog — your destination for clear, practical, and insightful content on today’s most impactful technologies. We explore topics that help readers stay informed and inspired in a rapidly evolving tech landscape. Whether you’re a beginner, a professional, or a business leader, our goal is to simplify complex concepts and share knowledge you can use.

Latest Post

RAG2
Top Beginner mistakes with RAG : How to Fix Them
By approaching RAG as a carefully engineered system—not just a quick “embed and search” script—you can avoid the most painful beginner mistakes and build...
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How AI Analyzes Sentiment to Auto‑Generate Images and Visuals (Beginner’s Guide)
Sentiment Analysis & image generation Artificial intelligence is getting surprisingly good at “reading the room” online. It can scan thousands of comments,...
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This image indicates someone using python loops to solve a problem.
Loops in Python: for, while, and When to Use Which
Python Loops Explained 1. Introduction Loops are one of the first big “aha!” moments in programming. Instead of copying and pasting the same line of code...
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How to load, clean & analyze data in pandas
Pandas Tutorial for Beginners: Load, Clean & Analyze Data Step by Step
Pandas Tutorial: Loading, Cleaning & Analyzing Data Working with data in Python almost always leads to one library: pandas. It is the go-to tool for...
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DALL·OpenaiSetup1
Python Basics and Core Concepts: Beginner-Friendly Guide
Python core concept explained Python is one of the most popular programming languages in the world. It is known for being simple, readable, and powerful....
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The future of Agentic AI
The Best Top 10 Agentic AI in 2026: A Beginner-Friendly Guide
Agentic AI 2026 1. Introduction Agentic AI has moved from buzzword to reality. In 2026, many everyday tools are no longer just “smart assistants” that...
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RAG_humanloop
How to Improve AI Accuracy and Compliance Using RAG + Human Oversight
1. Introduction AI accuracy and compliance have become critical for organizations relying on intelligent systems for decision-making and customer interactions....
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RAG Customer Support Automation
RAG for Customer Support automation
How Retrieval-Augmented AI Transforms Help Desks 1. Introduction Customer support is being reshaped by AI. Chatbots, virtual agents, and automated help...
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RAG vs Fine-Tuning
RAG vs Fine-Tuning: How to Choose the Right AI Approach
  Introduction As businesses adopt AI to improve search, customer support, analytics, and automation, one question appears again and again: Should we use...
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RAG_PipeLINE
How to Build RAG Pipeline with LangChain
LangChain rag pipeline with python Large Language Models (LLMs) like GPT-4 can generate excellent text, but they don’t have access to your internal documents,...
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RAG
How RAG Actually Works: A Beginner-Friendly Guide
Knowledge base augmentation Retrieval-Augmented Generation (RAG) is a design pattern that addresses both the two LLM limitations (a) Their knowledge is...
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Human-in-the-loop AI
Human-In-The-Loop - Agentic AI
Human Oversight in AI Artificial Intelligence now plays a role in many areas—self-driving cars, medical diagnosis, automated trading, and even content...
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LangGraph vs LangChain
langchain vs Langgraph Workflows: Use Cases
LangGraph vs LangChain Workflows — Key differences 1. Introduction If you’ve started building AI or LLM-powered applications in Python, you’ve probably...
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How Agentic AI Is Transforming Real-Time Decision Making
Agentic AI for industry transformation Agentic AI is reshaping how organizations sense what’s happening, reason about it, and act in real time. Instead...
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This image indicates a smart woman handling her business with the help of agentic AI
Agentic AI for Small Businesses: Use Cases
AI tools for small businesses Artificial intelligence used to feel like something only big tech companies could afford. That’s changing fast. Today, even...
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Prompt trains AI agent to self correct
How prompt engineering trains ai agent to self correct
Prompt engineering optimizing ai agent   1. Introduction Modern AI agents can do more than just answer questions; they can follow instructions, use...
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This image indicates how human and agent work together to complete the complex task.
Multi-Agent Systems and Productivity: You Can Actually Picture
Multi-Agent & Team work 1. Introduction Modern work is full of moving parts: people, tools, data, deadlines, and constant change. No single person—or...
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content_pipe
LangGraph Agents Content Pipeline Automation
The LangGraph content pipeline has transformed AI content creation far beyond the old “ask a chatbot for a blog draft” approach. Today, leading marketing,...
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Simple 3-agent AI workflow example with Planner, Researcher, and Writer agents
Multi-Agent Workflow: Step-by-Step Guide to Building AI Agent Workflows
Multi-Agent Workflow: Step-by-Step Guide to Building One Multi-agent workflows make AI more reliable and modular. Instead of relying on one large prompt,...
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Latest Technology & AI Update
AI Agents Move Into Office Productivity Suites Major productivity platforms are accelerating the transition from simple chat interfaces to autonomous AI...
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