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  • AI Insights

Mastering Loop Engineering: Another AI Workflow Gamechanger?

Loop engineering

Loop engineering is a game-changing approach to working with AI agents. It’s the practice of designing the control loop around an AI agent, effectively streamlining how work is discovered, executed,…

  • Jindrich Durcak
  • July 16, 2026
  • LLM Integration

Engineering an LLM-as-Judge Evaluation Loop for AI PR Reviewers

Artificial intelligence is rapidly becoming an active participant in modern software development. AI-powered coding assistants can generate code, explain complex logic, and even review pull requests before another engineer sees…

  • Jindrich Durcak
  • July 13, 2026
  • RAG & Vector Databases

Building a Production-Grade Hybrid Search RAG Pipeline with Local Reranking

When developers first build a Retrieval-Augmented Generation (RAG) system, they usually follow what’s now known as “classical RAG“: chunk documents, convert them into dense vector embeddings using an API like…

  • Jindrich Durcak
  • July 9, 2026
  • AI Agents & Agentic Systems, LLM Integration

How We Built a Production-Ready Agentic Code Reviewer with CrewAI

In the current landscape of AI engineering, multi-agent frameworks like CrewAI and AutoGen are highly celebrated. The promise is tempting: take a complex process like reviewing a pull request, decompose…

  • Jindrich Durcak
  • July 6, 2026
  • RAG & Vector Databases

RAG Memory: How to Build Long-Term Conversation Memory for AI Agents

rag memory

In some cases, traditional approaches fall short. Retrieval-Augmented Generation (RAG) has become one of the most effective techniques for improving the accuracy of Large Language Models (LLMs). Instead of relying…

  • Jindrich Durcak
  • July 2, 2026
  • AI Insights

Avoiding the Hidden Pitfalls of AI Technical Debt

AI technical debt

What are the risks of unchecked AI adoption for the software industry? The software industry is on the cusp of a revolution with the rise of artificial intelligence. While AI…

  • Jindrich Durcak
  • June 29, 2026
  • AI Insights

AI Engineering Operations: Coding is Being Pushed to the Sides

AI Engineering Operations

As the world becomes increasingly reliant on artificial intelligence, the way we approach AI engineering is undergoing a significant transformation. Gone are the days when AI was solely focused on…

  • Jindrich Durcak
  • June 25, 2026
  • AI Insights

Transforming Development with Local AI Models for Coding

Local AI Models for Coding

AI coding assistants have become mainstream, but a growing number of developers are now asking whether local models can replace Claude and GPT for daily development workflows. The answer lies…

  • Jindrich Durcak
  • June 22, 2026
  • AI Agents & Agentic Systems

The True Meaning of Agentic AI Systems

Agentic AI systems

There are many misconceptions when it comes to Agentic AI systems. As it is one of the most overused terms in the IT industry. The term “Agentic AI” is often…

  • Jindrich Durcak
  • June 18, 2026
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