The training logic: a language model writing the assembly code for chairs, desks and traditional joints, block by block.

Assembly as physics: blocks attract, separate and settle until a chair holds together on its own.

Evolution at work: a staircase improved over twenty generations in three staged phases.

Results, session by session: population growth, the design space and its Pareto frontier, and the full pipeline scored end to end.