Siarhei Berdachuk
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RAG Optimization Techniques: Proven Patterns, Anti-Patterns, and Practical Tips

22-Jun-2025

RAG Optimization Techniques: Proven Patterns, Anti-Patterns, and Practical Tips

Comprehensive guide to improving Retrieval-Augmented Generation (RAG) systems with actionable strategies, common mistakes to avoid, and expert best practices

Unified AI Data Architecture for Legal Research: How PostgreSQL, PgVector, and Apache AGE Power Next-Gen Copilots

15-Jun-2025

Unified AI Data Architecture for Legal Research: How PostgreSQL, PgVector, and Apache AGE Power Next-Gen Copilots

A detailed breakdown of the architecture behind the GraphRAG Legal Cases project using Azure Database for PostgreSQL, Apache AGE, and advanced AI/ML services.

Test results for local running LLMs using Ollama AMD Ryzen 7 8745HS

29-May-2025

Test results for local running LLMs using Ollama AMD Ryzen 7 8745HS

Local LLMs Benchmark data on GPU: AMD Ryzen 7 8745HS 16/64 Gb RAM

How to Run LLMs Locally: A Complete Step-by-Step Guide

27-May-2025

How to Run LLMs Locally: A Complete Step-by-Step Guide

Unlock the power of AI on your own hardware with this comprehensive guide to running large language models (LLMs) locally. Learn about privacy, hardware

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