A casting solidification simulator that runs in the browser, from STEP upload to a feeding decision, with a Julia and CUDA solver behind it.
1.6M elements in 9.9 s on a GPU, within 3.7% of a commercial reference
Julia · CUDA.jl · Gmsh · FastAPI · React · three.js
A graph neural network that predicts where a casting solidifies last, in seconds instead of hours. Weights published on Hugging Face under Apache-2.0.
Open weights on Hugging Face, hot-spot overlap 0.917
PyTorch Geometric · FEniCSx · Gmsh · Hugging Face · trame
Production management for iron and steel foundries. Workers report by voice or photo, and a person confirms every AI proposal.
Piloted at a two-plant foundry group
FastAPI · SvelteKit · PostgreSQL · Ollama · Whisper
Local OCR that turns old scanned metallurgy and foundry handbooks into Markdown with tables, formulas and figures, for a knowledge base in Obsidian.
Numbers F1 0.997 on 31 hand-checked handbook pages
Python · vLLM · llama.cpp · dots.mocr · Qwen3.5 · OpenTUI
A tool for screening heat-resistant nickel, cobalt and iron superalloys, with a search over metallurgy literature.
PHACOMP, CALPHAD and a literature search in one tool
FastAPI · NiceGUI · PostgreSQL / pgvector · pycalphad
A Streamlit app that reads a resume and runs a mock foundry interview, with a language model scoring the answers. Built as a course project.
Five prompting strategies compared side by side
Streamlit · OpenRouter · Python