AI Integrations and Agents

AI integrations and agents for real workflows

This section covers practical AI adoption in applications and business processes: assistants, document processing, knowledge-base search, RAG and integration with existing systems.

Related services include AI agents and RAG systems, business process automation and API integrations.

Running a Local LLM in Production: Integrating Ollama with Laravel

How we added the Qwen2.5 7B via Ollama to the production pipeline, tested the CPU inference and came up with a hybrid scheme: local model for primary analysis, DeepSeek for complex candidates.

Wire Room

How the AI news pipeline Wire Room works: RSS collection, rewriting, search for duplicates and publication on the site and in channels. Separately, I show the scenario of sending the news by the editor through the Telegram bot.

Book Processing Pipeline

How photos of books turned into cards on Ozon, Wildberries and Yandex Market. A look at Laravel system with data recognition, pricing, publication and synchronization of balances.

Building “Electronic Brain”: an AI Knowledge Base with GPT, Email, Voice Notes and RAG

How an AI knowledge base works, combining emails, documents and voice notes. I analyze the processing of sources, indexing of RAG database and searching for information through a dialogue with GPT.

Building an Intelligent News Pipeline

Development of the news pipeline on Laravel: collection of materials, processing by neural networks and preparation for publication. I talk about background tasks, status control, API errors and editor interface.