HKUDS/OpenOPC ? reverse-engineered prompt

Build me a Python app that acts like a personal AI company manager.

I want to give it a goal in plain English, and then it should create the right team of AI roles, assign work, hand tasks off between roles, and keep going until the job is done. It should feel like a real company running a project, with a simple CLI and a visual office style UI so I can watch the work move through different stages in real time.

Please make it smart about splitting big tasks into smaller ones, reusing what it learned from previous runs, and asking me only when it gets stuck on something important. It should also keep some memory of past projects so future runs get better.

If you need to check current docs or best practices while building it, go ahead and look them up online. Make the whole thing polished enough that I can try a few demo workflows like content creation, research, or a small software project.