AI is transforming how small enterprises operate — turning scattered data into strategic insight. With tools like ChatGPT and RAG, even the smallest firms can...
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Agentic IME: The New Frontier
Every software team today is asking: how can we build smarter, faster, and safer systems? The answer often lies not just in tools, but in...
Read MoreGenAI in User-Centered Design (UCD): Risks and Opportunities in Software Engineering
Summary: Generative AI (GenAI) is everywhere—from product planning to prototyping. But indiscriminate use can create ethical pitfalls, privacy issues, and poor decisions. In this post,...
Read MoreAutomating YouTube Content with n8n and LLMs
Managing the full YouTube content lifecycle — from idea to publishing — is repetitive and time-consuming. To address this, I built an automated pipeline that...
Read MoreWhat Are RAG and KAG? When to Use Which
Artificial intelligence has brought us new ways to connect large language models with external knowledge. One popular approach is Retrieval Augmented Generation, or RAG. Another...
Read MoreWhat is Context Coherence in RAG? Why Does It Matter?
I work with Retrieval Augmented Generation, or RAG, almost every day at GPT-Lab, Tampere University. It is a method where a system looks up information...
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