Work

Every project carries what can be checked

Reproduces from a clean clone in under a minute. 30-split significance testing, cross-platform verified.

Quantum computing · 2026 · QIntern 2026 · QWorld

Verified

A quantum document pipeline, measured honestly

Quantum feature extraction and Grover string search for document processing, benchmarked against Tesseract and against itself.

Reference structure reproduced at 0.000 kcal/mol gap. 35 of 35 noise runs recovered it.

Quantum computing · 2026 · WISER Global Quantum+AI Program

Verified

Folding RNA with quantum optimization

A hybrid quantum-classical solver for mRNA secondary structure, built for the Moderna challenge — and a control that proved the formulation was the problem.

No held-out evaluation published. The training metrics were lost with the cloud account.

AI / ML · 2025–2026

Metrics pending

Veritas AI, and what distributed training actually costs

Three iterations of a long-context misinformation classifier, and the infrastructure failures that shaped each one.

97.8% accuracy on 4,134 images. Not a sealed test split — val drove checkpoint selection.

AI / ML · 2026

Metrics pending

A plant disease classifier that knows when to say nothing

Two-stage leaf diagnosis on PlantVillage — and a measured decision about when the model should refuse to answer.