



This gap between plausible appearance and verifiable reality is the frontier we conquer.



An LLM produces SGDL non anthropomorphic code that encodes volume, contact constraints, and geometric continuity — entirely within a symbolic volumic expression. This demonstrates how SGDL represents not just shapes, but intelligent forms — ones that carry structure, behavior, and algebraic definition.

Why it matters:• Enables symbolic manipulation of physical structure• Supports generative, certifiable design processes• Opens the door to real-time neuro-symbolic agents reasoning in physical space






