Michael Liu leads work on agents and context, organizing source material and structuring information flows so teams and AI systems can carry relevant context through a workflow.
His work supports stronger follow-through without shifting financial judgment away from the people accountable for it.
At Ignition, he focuses on making information more usable, traceable, and reliable.
