Mardu Swanepoel

Mardu Swanepoel is Head of AI Engineering at Flinn AI, where he works on applied AI and product development. He has been listed as a speaker at AI Engineer Europe 2026 for the talk “What the Best Agents Share,” and earlier public bios describe him as a software engineer focused on backend, operations, data, and AI systems.

Strong AI Agents Bound Scope, Expose Work, and Undo Mistakes

Mardu Swanepoel of Flinn AI argues that the best agent products are not defined by maximum autonomy, but by how carefully they bound and expose it. Looking across Harvey, Cursor, Manus, and Claude, he identifies four shared patterns: focused modes that narrow the task, transparent execution that lets users inspect the work, personalization that reflects user or organizational methods, and reversibility that limits the cost of mistakes.

AI EngineerMay 26, 20267 min read