Standard RAG that is based on AWS BeedRock consists of the following parts: pdf corpus of data strored in S3, connected Beedrock Embedding Model producer with default chunk strategy setup with fixe...

Let’s explore what network access patterns can be established with Wireguard VPN setup. We will deep dive into the installation process, configuration, generation of client keys and troubleshootin...

Cloud technologies have been one of my biggest professional passions for many years, and AWS has played a significant role in that journey. Through continuous learning, hands-on experience, and ...

Llama.cpp is one of the most efficient frameworks for running Large Language Models locally. Written in pure C/C++, it is optimized for performance and low resource consumption, making it a popular...

Some programming languages allow developers to “hack” or extend their internals by overriding existing methods in standard libraries, dynamically attaching new behavior to objects, or modifying cla...

Abstract Redis Valkey is getting more popular due to its performance increase compared to a classic Redis version, I’m starting a seris of posts related to migration from one vendor’s Redis implem...

Abstract In this post, we explore how refactoring SQS message processing from individual SendMessage calls to Batch SendMessage operations can significantly improve application performance and red...

Abstract This article explores how to build a multi-agent AI ecosystem using n8n, AWS Bedrock, OpenAI, and MCP servers—all with a no-code approach. The idea Each AI agent is designed with its ...

Abstract Cloud data lakes often store large volumes of logs, metrics, or event data in AWS S3. The formats vary: newline-delimited JSON (often gzipped), CSV, or more optimized columnar formats lik...

Abstract The AWS Community Builders program has produced an enormous trove of insightful blog content over the years. These posts, authored by community members across the globe, capture deep te...