Experience

Software Engineer, AI Agents

Edgescale AI • Denver, CO

May 2026 - Aug 2026

Built an internal agent platform with container admission gating, isolated Kubernetes runtimes, and an Okta-gated console. Runs 6 production agents on 3 edge clusters.
Built a code-review agent: 15 review skills across 7 specialist lanes, running in a deterministic LangGraph kernel with generator/judge verification.
Cut the reviewer's false positives 73.5% (427 to 113) across 659 verified findings, at about $3 per review.
Shipped a gated self-improvement loop that mines the fixes for shipped defects into new review rules.
Built a self-improving skill loop on edge GPUs. 13 parallel lanes write skills and verify them against robot simulation, emulator state, and reproductions of 9 ML papers, keeping only results that clear a 95% statistical bound.

LangGraphMCPKubernetesDockerTerraformAWS

Linot Lab, UMass Amherst • Amherst, MA

Jan 2026 - Present

Reconstructing vorticity and velocity fields from sparse streakline images for inverse problems in fluid dynamics.
Designing and testing CNN + MLP/PCA models in PyTorch on the UMass Unity HPC cluster.
Synthesized a 50K-sample Kolmogorov flow dataset to measure reconstruction accuracy, generalization, and whether multimodal inputs are feasible.

PyTorchCUDASLURM

Nursing & Engineering Lab • Amherst, MA

Sep 2025 - Dec 2025

Found and fixed logic and numeric errors in an embedded EMG signal processing pipeline.
Fixed wrong variance and RMS values by repairing buffer indexing and the statistics.
Cut runtime by ~50% with buffer management and control-flow changes, enough to run on the embedded device.

CEmbedded SystemsSignal Processing

SciQuel • Remote

May 2025 - Sep 2025

Built REST APIs in TypeScript, Next.js, and React that post and fetch scientific article contributors from MongoDB and render them on article pages.
Redesigned the Prisma schema so scientific contributors are separate from site users, and kept the existing APIs usable.

Next.jsTypeScriptPrismaTailwind

Forschungszentrum Jülich • Jülich, Germany

May 2025 - Aug 2025

Fine-tuned DINOv2, a self-supervised vision transformer, on multi-terabyte hyperspectral imagery datasets, running distributed jobs on HPC through SLURM.
Cut environment deployment time 70% by automating infrastructure orchestration and resource allocation with Docker and SLURM job arrays.
Raised distributed processing throughput 30% with better data handling and caching across multi-node training jobs.
Supported by the DAAD RISE Scholarship.

PythonPyTorch LightningMLflowDockerSLURM

Build UMass • Amherst, MA

Feb 2025 - May 2025

Built and deployed a chatbot for NEFAC that answers support questions.
Improved the FastAPI and GraphQL backend, cutting API response times by 40% and handling 20+ concurrent queries per second. The API connects to a React frontend.
Added memory and context retrieval with FAISS and LangChain so answers can use the earlier conversation.

TypeScriptFAISSLangChainFastAPI

Salesforce • Amherst, MA

Aug 2024 - Dec 2024

Built Random Forest models for SaaS customer sentiment and lead conversion prediction, at 91% accuracy.
Used Prophet to forecast when to reach out.

PythonPandasProphetSQL

Tufts University • Medford, MA

May 2024 - Aug 2024

PyTorchPythonMATLAB