A system brought to life

Vladimir Sibirov on building software systems and engineering teams

AI Engineering Goes Visual: Building an LLM RAG with PyFlyde & LangChain

Use Flyde to design and wire up LangChain, Vector Store, and Ollama or OpenAI API to perform Retrieval Augmented Generation

This part builds upon the Scraper app that we created in the part 1 and uses our visual programming skills to dive deeper in the LLM engineering world. This time we turn our article database into a RAG app, making use of LangChain, Vector Store and local LLaMA3 or OpenAI API.

A 21 minute read. Posted on February 23, 2025 In Flow-Based Programming

AI Engineering Goes Visual: Web Scraping & Data Prep with PyFlyde

Learn how to create a web scraper and local article database using PyFlyde, BeautifulSoup4, and Playwright

In this tutorial, we explore how to use Flyde, a visual programming tool, to build a web scraper that feeds into a Retrieval Augmentation Generation (RAG) system. We will cover the process of scraping web content and storing it locally, setting the stage for more advanced AI engineering tasks.

A 25 minute read. Posted on February 22, 2025 In Flow-Based Programming

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ABOUT ME
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Hi! My name is Vladimir

I'm a tech lead, teamwork amplifier, and flow-based programming ambassador