opennars VS OptaPlanner

(For research)Test Chamber, the most complex application with its doors keys and pizzas is nowhere near complexity of the real ant world. Saw the car detection and Lego bot too. https://github.com/opennars/opennars/wiki/Test-Chamber

Non Axiomatic Reasoning System

You could also look at OpenNars, written by Pei Wang who studied with Hofstadter: https://github.com/opennars/opennars The theory behind the NARS system might approach what you are thinking about.

However, if you need to solve constraints etc., see: https://www.optaplanner.org/

Try looking for something built around Optaplanner - basically taking the end game of rostering and working backwards.

OptaPlanner takes some of the items tracked in tool like Odoo and creates plans based on them. I.E. how do you manage shifts while juggling multiple constraints (Jerry can only work weekends, Jeff can only work afternoons, Jim can work weekends but only on double time, etc.)

There is a library out there called Optaplanner that is designed for optimization of NP complete problems. It is hard to tell if that is exactly what this is, but I think you should be able to use this regardless.

Just stumbled upon https://www.optaplanner.org. Looks very interesting but also really overkill.

OptaPlanner - a generic scheduler.

OptaPlanner

I've never used it but it sounds like OptaPlanner may be a scheduler in the same vein?