If that's the goal, the technology for how these agents "learn" would be the most interesting one, even more than the demos in the link.

LLMs can barely remember the coding style I keep asking it to stick to despite numerous prompts, stuffing that guideline into my (whatever is the newest flavour of product-specific markdown file). They keep expanding the context window to work around that problem.

If they have something for long-term learning and growth that can help AI agents, they should be leveraging it for competitive advantage.