"My main project right now is to establish a framework for large-scale, unsupervised code generation in our codebase... sifting through the unsupervised agent’s

"My main project right now is to establish a framework for large-scale, unsupervised code generation in our codebase... sifting through the unsupervised agent’s (Qwen’s) output" Ouch. I love my local AI setup with Qwen, but that is a mismatch right there. That model is not the right match for that project. It's like trying to develop a major software solution by just throwing in hundreds of fresh junior programmers and have them spew out random code bits, while what you needed is a good PM, a great architect and a handfull of senior engineers. Might as well pack it in for a year until your model has grown into the ability for those rolls. There is a reason why Opus 4.6 and now Fable dramatically changed the SWE capabilities, and IMHO Qwen is not there yet.