Work

Engineering projects and research contributions, from model experiments to usable systems.

LexiChem Experiments Workbench with molecular visualization
Capstone application · local interface

LexiChem

A workspace for designing molecules from text

Completed

LexiChem starts from a natural-language description of a molecule, generates candidate structures, and checks them with RDKit for 2D/3D exploration. I built the data pipeline, ran model experiments and ablations, and brought inference into the product.

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NexOps factory overview showing machine states, shift output and OEE
Factory overview from the repeatable local demo.

NexOps

Local-first MES and SCADA platform for shop-floor operations

Working investment/demo prototype

NexOps provides a local operational workspace uniting machine telemetry, production schedules, alarms, and shift OEE. As AI, Simulation & Platform Lead, I design repeatable factory simulations and lead the software runtime that streams live telemetry into operator dashboards.

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HMER pipeline from a CROHME handwritten sample through visual and structural modeling to LaTeX output
CROHME sample

HMER Research

Handwritten mathematical expression recognition

Research contributions

Research on converting handwritten mathematical expressions into structured sequences, including experiments in masked-language pretraining and multi-task learning.

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