> Markdown version of [/@artur-naumenko](https://www.wearedevelopers.com/@artur-naumenko). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Artur Naumenko Senior Software Engineer at Softeta focused on backend architecture and applied AI. ## About Artur Naumenko builds backend systems and explores applied AI at Softeta. A pragmatic generalist, he brings nine years of engineering background across banking, telecom, and government projects. He focuses on finding the right tool for the job. In his talk evaluating rules, heuristics, and LLMs, Artur compared a traditional stochastic system against a LoRA fine-tuned model for text transformation to determine when AI is actually necessary. Alongside his daily work, he mentors peers and runs summer academies to teach practical software engineering. ## Past Sessions ### World Congress 2026 Europe · July 8, 2026 Berlin, Germany - [Rules, Heuristics, or LLMs? Lessons from Solving the Same Problem Twice](https://www.wearedevelopers.com/videos/100112-rules-heuristics-or-llms-lessons-from-solving-the-same-problem-twice) · 30 min · 🎥 Watch recording ## Videos - [Rules, Heuristics, or LLMs? Lessons from Solving the Same Problem Twice](https://www.wearedevelopers.com/videos/100112-rules-heuristics-or-llms-lessons-from-solving-the-same-problem-twice) · Artur Naumenko ## Links - [LinkedIn](https://www.linkedin.com/in/arturnmk/) - [Blog](https://technikatsu.com/)