Entries by Hatim Khouzaimi

Agentic AI in 2025: why moving to production remains the real challenge

 In 2025, agentic AI has established itself as a major trend. But beyond the demonstrations, one question dominates: how can organizations truly move to production in a controlled, sustainable, and responsible way? This article synthesizes the main obstacles observed and the governance, orchestration, and observability requirements needed to industrialize AI agents. Agentic AI in […]

Introduction to Retrieval Augmented Generation (RAG) with LangChain and Ollama

1. Why are we talking about Retrieval Augmented Generation (RAG) today? Generative AI models (like GPT, Claude, or LLaMA) are capable of producing fluent and relevant text. But they have a major limitation: they can only answer based on what they learned during training. Therefore, they can: Provide outdated information. Invent nonexistent facts (hallucinations). Ignore […]

A gentle introduction to workflow automation and agentic AI

If you’d like to dive deeper into this topic, you can watch the full webinar here : A gentle introduction to workflow automation and agentic AI. Why workflow automation and agentic AI are essential today Artificial Intelligence (AI) has become one of the fastest-growing technology trends. Two concepts in particular, workflow automation and agentic AI, […]

Complete Guide: How to Integrate AI into Your Business in 2025

Introduction Artificial Intelligence (AI) has become a strategic lever for business competitiveness, especially with the rise of generative AI. 31% of companies were using generative AI at the start of 2025 compared to only 12% at the end of 2023, and the share of executives resistant to these tools has decreased [1]. The purpose of […]