Reverse-engineers a physical product (power tool, appliance, consumer device, mechanism, vehicle part) as an engineering system — function structure, costed BOM, materials and processes, Boothroyd DFA index, should-cost, repairability, FMEA, design decisions…
Discover interpretable equations from engineering or scientific data with the LLM-SR loop — you propose physically motivated equation skeletons as Python functions with free constants, the script fits the constants (BFGS, multi-start, sandboxed), scores train…
Design 3D-printed hobby high-power rockets (NAR/TRA Class 2, certified commercial motors only) — airframe, nose cone and fin geometry, Barrowman stability with fin sizing to a target caliber, 1-D flight simulation (apogee, rail-exit speed, thrust-to-weight,…
Sets up, runs, diagnoses, and reports OpenFOAM CFD simulations from a plain-language request, using the CFD Forge method — registered flow families with acceptance contracts, a closed action vocabulary, and deterministic validators that alone decide ACCEPT /…
Predict laser powder bed fusion (L-PBF) defect regimes — keyholing, lack of fusion, balling, or none — from process parameters (material, laser power, scan speed, beam diameter, hatch spacing, layer thickness), check measured melt-pool dimensions against the…
Predict metal additive manufacturing melt-pool depth, width and length and melt-pool mode (keyhole, lack of fusion, balling, desirable) from laser/electron-beam power, speed, beam size and alloy properties, with Rosenthal estimates, dimensionally consistent…
Design 3D-printable lattice unit cells for a target stiffness — TPMS and hybrid-TPMS implicit cells, printability checks (one connected solid, no sealed cavities, periodic), voxel homogenisation of the full 6x6 stiffness (checked against exact solutions),…
Screen metal alloys — known grades or new compositions — for laser powder bed fusion printability. Parse a composition, get thermophysical properties (Thermo-Calc/TC-Python CALPHAD when available, built-in alloy data or flagged estimates otherwise), compute…