Breaking the Rule-Based Ceiling: My Take on the New IRPA Taxonomy

If you’ve ever tried to set up a standard Robotic Process Automation (RPA) bot, you know the pain. You build a perfect flow, and then—boom—the website updates its CSS, a button moves three pixels to the left, and your “digital worker” has a total meltdown. It’s brittle, it’s frustrating, and honestly, it’s not very “intelligent.” … Read more

Fact-Checking the Machine: My Implementation of the ELEVATE Framework

We’ve all seen it: a RAG system retrieves a document, but the LLM still “hallucinates” by misinterpreting a date or a name within that document. The ELEVATE paper (arXiv:2506.xxxxx) addresses this head-on with a sophisticated “Retrieve-Verify-Refine” loop. As a DIY researcher, I found this paper particularly compelling because it moves away from the “hope it works” approach … Read more