Reproduces from a clean clone in under a minute. 30-split significance testing, cross-platform verified.
Quantum computing · 2026 · QIntern 2026 · QWorld
VerifiedQuantum 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
VerifiedA 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 pendingThree 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 pendingTwo-stage leaf diagnosis on PlantVillage — and a measured decision about when the model should refuse to answer.