Production AI Systems 2026: How to Build a RAG + AI Agents Platform That Actually Works
A practical engineering guide to production RAG, AI agents, tool calling, structured outputs, MCP, security, observability, and evals.


Direction map
Ecosystems and categories help jump into the right direction quickly.
EcosystemTest DvurechenskyTest tasks completed for organizations for free on various technologies.
EcosystemUnifierUnifier - a distributed system for managing voluntarily connected agents and their unification into logical clusters. The purpose of the system is to create a unified digital space for the control, automation, and interaction of devices.
EcosystemDvurechensky TemplatesProject templates and starter kits for development.
EcosystemDvurechensky ToolsTools, utilities, and engineering repositories.
EcosystemDvurechensky DocsCollection of knowledge portals, documentation, and references.
EcosystemLizeriumTools, portals, and developments around data, localization, and applications. A collection that was born during the creation of the game Freelancer Lizerium in C++ and Unity version of the game.Semantic navigation
Categories connect projects, materials, and external resources into a readable structure.
lizeriumCategoryLizerium serversServers raised for the operation of the Lizerium infrastructure
lizeriumCategoryLizerium frameworksFrameworks created within the development of the ecosystem
dvurechensky-templatesCategoryProject templatesTemplate projects for quick design
dvurechensky-test-tasksCategoryTest assignmentsTest tasks completed along the way
dvurechenskyCategoryServersServers created in the process of ecosystem expansion
dvurechensky-docsCategorySitesKnowledge portals created online based on projects.Blog and syncs
Posts collect manual notes, imported materials, videos, and updates.
A practical engineering guide to production RAG, AI agents, tool calling, structured outputs, MCP, security, observability, and evals.
Seed data has been supplemented with real websites, knowledge portals, tools, repositories, and organizations.
The catalog has received the first placeholders for future content.
The foundation of the project catalog and admin panel has been created.
In this video, I test my own sound visualization system for the Unifier project. The experiment aims to transform audio, speech, and AI agent signals into real-time visual effects. Patent...
In this video, I test my own real-time sound visualization system developed for the Unifier project. Patent: https://github.com/Dvurechensky/Dvurechensky/blob/main/Media/files/Unifier.Pat...
This release includes updated NuGet packages and new builds for Visual Studio 2022.
Lizerium.Localization.Toolkit v1.0.4 includes updated NuGet packages and new VSIX for Visual Studio 2022.
Lizerium.Localization.Toolkit v1.0.3 release for .resx localization workflow: GUI editor, sample apps, and VSIX extension.
Lizerium.Localization.Toolkit v1.0.2 is a release for the .resx localization workflow, including a GUI editor, sample applications, and a Visual Studio VSIX.