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  • AI Agents & Agentic Systems

Reviewing the Full Potential of Agentic AI Architecture

agentic AI architecture

What are the trends and challenges in agentic AI architecture? The landscape of AI is shifting towards more autonomous and goal-driven systems, leaving behind the single Large Language Model calls…

  • Jindrich Durcak
  • April 13, 2026
  • AI Agents & Agentic Systems

AI Agent Testing for a Trustworthy Result

AI agent testing

AI agent testing faces challenges that are different than traditional software testing. Traditional testing methods often rely on predictable outcomes, but modern AI agents don’t play by those rules. Their…

  • Jindrich Durcak
  • April 10, 2026
  • AI Insights

Busting the Myth of AI Replacing Software Engineers

AI replacing software engineers

Is everything fine or is AI replacing software engineers? There is lately often medialized decrease of software engineers in the last few years. You might be wondering if the fears…

  • Jindrich Durcak
  • April 6, 2026
  • AI Agents & Agentic Systems

Building AI Agent Requires a Holistic Approach

building ai agent

Deciding whether to build an AI agent can be a puzzling task, especially when faced with the promise of cutting-edge technology. However, it’s essential to understand that AI agents are…

  • Jindrich Durcak
  • April 2, 2026
  • LLM Integration

Transform Your AI Outputs with LLM Observability

LLM observability

By 2028, 60% of software engineering teams will use AI evaluation and observability platforms – up from just 18% in 2025. The future of software engineering is rapidly evolving, and…

  • Jindrich Durcak
  • March 30, 2026
  • AI Insights

Thriving in the Era of AI Assisted Software Engineering

AI assisted software engineering

The adoption of AI in the engineering world has reached a boiling point. We’re not talking about early adopters or pioneers – we’re talking about the norm. Around 90% of…

  • Jindrich Durcak
  • March 27, 2026
  • AI Agents & Agentic Systems

AI Assisted Programming: Building a Repo-Aware MCP Server in Python

MCP Server in Python

The Context Gap in AI Assisted Programming The biggest limitation of modern AI assisted programming tools is not intelligence – it is context. While tools like Claude or IDE agents…

  • Jindrich Durcak
  • March 23, 2026
  • AI Insights

LLM Reliability Patterns: How to Build Resilient AI Systems in Production

LLM reliability patterns

Resilience engineering is crucial for LLM reliability in production environments. This involves handling various types of failures, such as rate limits, timeouts, and model-specific errors, to ensure a seamless user…

  • Jindrich Durcak
  • March 19, 2026
  • RAG & Vector Databases

Local RAG CLI for Markdown Search: Architecture, Pitfalls, and Lessons Learned

Semantic search over local Markdown documentation is a common backend requirement. Traditional tools like grep work well for keyword matching, but they fail when the query requires intent understanding. This…

  • Jindrich Durcak
  • March 16, 2026
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Recent Posts

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