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

Debating Itself into Intelligence: My Reproduction of Multi-Agent Consensus Alignment (MACA)

It’s 2:00 AM in Istanbul, and the only thing louder than the wind off the Bosphorus is the cooling fans of my dual RTX 4080 rig. For weeks, I’ve been wrestling with a problem every LLM hobbyist knows too well: inconsistency. You ask Llama-3 a logic puzzle, it gives you a brilliant answer. You ask again … Read more

The Secret Sauce: MCP + CoT

The researchers introduced a two-part framework of Spatiotemporal activity generation AI that I found particularly elegant to implement on my rig: On my Ubuntu machine, I simulated the six MCP categories described in the paper: temporal management, spatial navigation, environmental perception, personal memory, social collaboration, and experience evaluation. Implementation the Spatiotemporal activity generation AI: Running the Parallel … Read more

Designing the Invisible Web: Why I’m Building for Agents, Not Humans

As a DIY researcher, I’ve spent countless hours trying to get LLM agents to navigate websites. It’s usually a mess. You feed the agent a massive DOM tree or a high-res screenshot, and the model struggles to “see” the button it needs to click. That’s because the web was built for eyes and fingers—not for … Read more