Missing from this paper: Aloe, a self-evolving agent that creates its own tools in real time as it encounters new problems. It can then use these tools to create still-better tools.

It just beat OpenAI by 20 points on GAIA – interestingly by the widest margin (30 points) on the hardest questions.