Projects

An open-source, scriptable builder for MRI birdcage RF coils. It sizes the capacitors with a ladder-network model, solves the full-wave eigenmodes with the Palace FEM solver, and picks out the homogeneous k = 1 mode automatically. Simulation only.

A neural surrogate that maps GaAs square-spiral geometry to L, Q and self-resonant frequency, benchmarked against held-out HFSS solves. All results are simulated (HFSS vs HFSS, generic textbook GaAs stack).

An OWL ontology and SHACL-checked RDF graph of the PyAEDT knowledge layer an HFSS agent uses, with SPARQL competency questions. 52,732 triples, rebuilt in three seconds.

A local web tool that turns a filter spec into a lumped filter laid out on a GaAs MMIC process and verified in full-wave EM. Low-pass and high-pass run end to end; band-pass runs at circuit level.

How I evaluated an AI agent that drives Ansys HFSS. An atomic prompt suite and gold benchmarks graded against reference projects, and an A/B race between two agents on the same task.

One prompt in DesignForge AI designs, builds and solves a 50→90 Ω Klopfenstein taper in Ansys HFSS, then checks it against the analytical model. The orchestrator ran on Claude Sonnet 5.

Agent skills that turn hours of MMIC component work in Ansys HFSS into minutes, a skill chain that built a GaAs bandpass filter end to end, and the demos from the DesignForge booth at IMS 2026.

A five-phase image pipeline that helps an AI agent reconstruct engineering diagrams such as PCB traces and RF filter layouts. On 13 diagrams it beat single-shot multimodal reconstruction every time, with mean geometry IoU 0.95 against 0.59.