Starting in 2024, I made the decision to expand upon the mentoring sessions I had previously organized or presented for Ciklum’s Java and AI communities (such as: AI Frameworks Review for Java, JVM Performance, Advanced Debugging Techniques for Java, Neural Networks with Java & Python etc.).
In collaboration with my colleague Denys Osipenko, a group of 10 mentors and AI Experts and with great help from my colleagues Iryna Sayyah and Kateryna Yashcenko from the L&D Department, we developed a GenAI Upskill Program within Ciklum. This program is tailored to guide our developers through specialized learning paths and mentoring sessions.

As a mentor in the program, I delivered a talk on Context-Aware RAG Chatbots. The focus of my presentation was on Knowledge Representation, Context Understanding, and Enterprise Chatbots, exploring the architecture and addressing the unique challenges at this scale.

Feel free to review the presentation slides, and if you have any questions or would like to discuss this topic further, don’t hesitate to reach out!


See more technical details and the 2-hour video recording on
Context-Aware RAG Chatbots.