#rag Development Tutorials & Tips | Roast Dev

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Building a Smart Café Menu Ordering Agent ☕🤖: Natural Language to Structured JSON with RAG

A Technical Deep Dive into Creating an Intelligent Interface Imagine walking into your favorite cafe and simply speaking your order: "Can I get a large oat milk latte and one blueberry muffin...

19.04.2025 0 Read More

RAG, Fine-Tuning, or Just Asking Nicely? How to Actually Train Your AI

Ever asked your AI a simple question and gotten a response that’s hopelessly outdated or just plain wrong? Or maybe your chatbot thinks your company’s latest product is a random Reddit thread. Ann...

19.04.2025 0 Read More

An Introduction to Retrieval-Augmented Generation

Chapter1 - Introduction to Retrieval-Augmented Generation (RAG) Overview Retrieval-Augmented Generation (RAG) is an AI framework that enhances the capabilities of Large Language Mode...

20.04.2025 0 Read More

Supercharging My VS Code AI Agent with Local RAG

My AI Agent Needed a Better Memory Working with AI assistants directly in my IDE (like Cline or Roo Code in VS Code) has become a core part of my workflow, especially for personal reflection ...

20.04.2025 0 Read More

Building a RAG with Docling and LangChain

Hands-on experience building a RAG with Docling and LangChain. Introduction This article and the sample notebook demonstrates the powerful integration of LangChain Docling alongside a Milvus v...

20.04.2025 0 Read More

Building a RAG-Powered Self-Improving Trading Department with LangGraph

Imagine walking into a trading floor that runs itself. Analysts don’t sleep, they never get tired, and they learn from their mistakes. Sounds sci-fi? Not anymore.In this post, we’ll build a RAG-po...

20.04.2025 0 Read More

🐾 Building a PetCare AI Assistant with Gemini and RAG

🚀 Overview As part of the Gen AI Intensive Course by Google & Kaggle, I built a PetCare AI Assistant — a conversational tool that helps pet owners get structured health advice based ...

20.04.2025 0 Read More

Hands-On WrenAI Review: Text-to-SQL Powered by RAG

WrenAI is a text to sql solution that I've been following for a while. Recently, I have some time to try it out, so let me share my experience.First of all, according to the installation guide provide...

20.04.2025 0 Read More

What-If Story Generator: Building a Narrative Assistant with RAG

https://www.kaggle.com/code/shomayato/2025-04-19-capstone-compose From 'What If?' to Outline: My Gen AI Capstone Project Using RAG Have you ever had a cool "What if...?" idea pop into your ...

21.04.2025 0 Read More

From Plain English to Grafana: How VizGenie Simplifies PromQL

Imagine you are a DevOps engineer trying to quickly fix a sudden rise in your server’s CPU use. You need a Grafana dashboard fast, but writing PromQL queries is confusing. Or maybe you are a product...

21.04.2025 0 Read More

Building a Smart Café Menu Ordering Agent ☕🤖: Natural Language to Structured JSON with RAG

RAG, Fine-Tuning, or Just Asking Nicely? How to Actually Train Your AI

An Introduction to Retrieval-Augmented Generation

Supercharging My VS Code AI Agent with Local RAG

Building a RAG with Docling and LangChain

Building a RAG-Powered Self-Improving Trading Department with LangGraph

🐾 Building a PetCare AI Assistant with Gemini and RAG

Hands-On WrenAI Review: Text-to-SQL Powered by RAG

What-If Story Generator: Building a Narrative Assistant with RAG

From Plain English to Grafana: How VizGenie Simplifies PromQL

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