One engineer. Two AI lanes. Physics as the referee.
PIE (Personal Invention Engine) is a one-engineer operation based in Türkiye.
The engine lane writes and runs the evolutionary machinery. An independent verification lane builds the oracles, grades every claim, and maintains the ledger. The separation is deliberate: it is the same discipline as a design office and an independent stress office — implemented in software, from day one.
The stack, honestly named
CalculiX FEA (static + modal), Gmsh meshing, D3Q19 lattice-Boltzmann, pandapower AC load flow, and validated in-house cores (2D structural within 1.66% of an external reference; hydraulics within 0.0143 m of real EPANET).
CPPN, field-lattice and L-system genomes with MAP-Elites archives — evolutionary search under hard physics gates, with worst-case-governs claim discipline.
A 968,761-theorem semantic math shelf and 18 sourced engineering datasets — feeding inspiration, never judgment. Dataset provenance is under audit; nothing from this layer is claim-grade, and no number on this site depends on it.
Contact
info@pieindustrial.com
Türkiye · working with industrial partners on additively-manufactured
structural components.