Without benchmarks and/or a whole suite of non-cherrypicked examples, this means nothing because you can trivially make an AI generate anything from text.
i will say that my current harness: https://github.com/cartazio/oh-punkin-pi is a testbed for a bunch of 2nd gen harness tech, largely optimized for reasoning llms only. the next one after this harness is gonna be epicccc