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Hey, I'm Abem

AI Researcher & Engineer

Building intelligent systems at the frontier of AI

Projects

Selected builds with measurable outcomes. Designed for clarity, reliability, and speed.

T-SAR-JEPA: Self-Supervised Temporal SAR Anomaly Detection

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One of four winners, IEEE GRSS Data Fusion Contest 2026 · IGARSS 2026 oral presentation

A self-supervised JEPA architecture that learns to predict what a future radar scan of a location should look like, then flags real-world change wherever what actually happened diverges from that prediction. Applied to 1,582 satellite collects spanning one year of SAR imagery. Named one of four winners of the 2026 IEEE GRSS Data Fusion Contest and accepted for oral presentation at IGARSS 2026.

JEPASAR imagery processingInSAR coherencePyTorch

RegFlow: Institutional Agentic Registrar Automation

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In production at the DSU Registrar's Office · Provost-endorsed

A three-tier extraction pipeline, regex first, local OCR fallback, LLM as a last resort, that replaced a fully manual process: staff hand-parsing 1,456-page PDF batches covering 350 to 480 students per run and hand-typing every graduation status email. Designed to process a full graduating class, about 2,000 students, for under $2 a year in total API cost, and FERPA-compliant by construction.

PythonAzure OpenAIFastAPINext.js

EXAI-KG: Clinical Knowledge Graph & OMOP CDM ETL Pipeline

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A containerized pipeline that converts synthetic patient records into OMOP CDM, the standard clinical-data format hospitals and researchers use to make patient data interoperable across systems. Populated over 680,000 records across five clinical tables for 1,147 patients, validated by 20 passing integration tests.

DockerKnowledge GraphsOMOP CDM

Valet Agent: Autonomous Parking with PPO

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A Unity-based smart parking simulation using ML-Agents, where an autonomous car learns to park in randomized spots while avoiding obstacles through reinforcement learning with realistic physics. A reward system promotes proper alignment, low speed, and collision avoidance, with dynamic obstacle placement and environment resets built for generalized training.

UnityUnity ML-AgentsPPO

AI Debate Club: Multi-Agent Argumentation System

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Two roleplaying agents argue user-defined topics, backed by web research, persistent memory, and persona-driven reasoning, orchestrated with LangGraph.

LangGraphAgentsStreamlit

Neuroevolution Game Agent

Temple Run AI neuroevolution game agent thumbnail

An agent that learns to navigate a Temple Run-style endless runner through evolutionary computation: neural network weights evolved by genetic algorithms across successive generations, rather than trained by gradient descent.

NeuroevolutionGenetic AlgorithmsPython

Publications

Peer-reviewed research in clinical AI and geospatial machine learning.

IEEE ICHI 2026
June 2026 · Minneapolis, MN

EXAIM: Explainable AI Middleware for Real-Time Multi-Agent Clinical Decision Support

Abem Woldesenbet, Andy Behrens

First author · oral presentation

IGARSS 2026DFC26 Winner
August 2026 · Washington, D.C.

T-SAR-JEPA: Self-Supervised Temporal Anomaly Detection in SAR Amplitude Stacks via Latent Prediction

Kerod Woldesenbet, Abem Woldesenbet

One of four winners, IEEE GRSS Data Fusion Contest 2026 · oral presentation

Experience

Applied AI in sports analytics and global development, plus ongoing research in clinical decision support and geospatial ML.

Applied AI Engineering Intern

Oklahoma City Thunder

June 2026 - Sept 2026·Remote / Oklahoma City, OK

Built and owned, end to end, a conversational AI assistant embedded in the team's Basketball Operations infrastructure, giving analysts and decision-makers natural-language access to internal data and tools instead of writing queries themselves.

  • •Designed every layer: an async Django Channels ASGI agent runtime streaming responses over HTTP, a hybrid dense and sparse retrieval engine (BGE-M3 and Qdrant), and a permission-aware tool layer enforced in the backend so the model never touches data a user isn't cleared to see
  • •Built the durable session persistence layer on PostgreSQL and the analyst-facing frontend
  • •Reported to the Director of Data Solutions, Insight & Foresight

Artificial Intelligence Consultant

UNICEF Frontier Data Network

Aug 2026 - Sept 2026·Remote / Florence, Italy

Helped build GeoSight, an AI-powered digital public infrastructure dashboard for real-time SDG monitoring, unifying international indicator feeds into interactive geospatial analytics.

  • •Orchestrated agentic workflows over the Google and UN Data Commons APIs and UNICEF SDMX data streams to turn natural-language questions into interactive dashboards
  • •Presented the platform to UN and Google Data Commons stakeholders as part of a UNICEF-featured builder team
Dakota State University Logo

AI/ML Researcher

Dakota State University

Aug 2025 - Present·Hybrid

Researcher in Prof. Andy Behrens's lab, building explainable AI pipelines, clinical decision-support middleware, and institutional automation systems.

  • •EXAIM: built a transparency middleware for real-time multi-agent clinical decision support, validated on 40 clinical cases; accepted as first-author, peer-reviewed research to IEEE ICHI 2026
  • •RegFlow: built a three-tier extraction pipeline that automated the DSU Registrar's graduation-audit process, FERPA-compliant by construction and in active institutional production
  • •EXAI-KG: built a containerized pipeline that populated over 680,000 clinical records into the OMOP CDM standard, supporting explainable AI research on a synthetic patient cohort

Technical Skills

Core tools and technologies across research and applied engineering

Deep Learning & ML

PyTorch
TensorFlow
Self-Supervised Learning (JEPA)
Reinforcement Learning (PPO)
scikit-learn
HuggingFace Transformers

LLM & AI Agent Systems

Multi-agent orchestration
Claude Agent SDK
RAG & vector search
MCP
Explainable AI (XAI)
Evaluation harnesses

Data & Infrastructure

PostgreSQL / pgvector
FastAPI
Next.js
Docker
Microsoft Graph API
CI/CD

Geospatial / Remote Sensing

SAR imagery processing
Temporal stack analysis
InSAR coherence

Security

Reverse engineering (Ghidra, WinDBG)
Binary analysis

Languages

Python
SQL
Go
C / C++
TypeScript

Honors & Certifications

Recognitions earned through research, competitions, and professional development.

Winner (one of four teams), IEEE GRSS Data Fusion Contest 2026

International competition, IEEE Geoscience & Remote Sensing Society

April 2026

Spotlight Presenter, Future AI Leaders Program

The AI Summit New York, Javits Center

Dec 2025

President's Academic Honors List

Dakota State University

DSU SRI Scholar

Dakota State University Student Research Initiative

United Nations logo

Tech Over Hackathon - United Nations

United Nations • New York, NY

June 2025

View Certificate
  • •Collaborated with 8 developers from 5 countries to extend UNICEF/ITU's geospatial framework.
  • •Accelerated decision-making for UNICEF stakeholders, supporting rapid response to climate crises.
Microsoft logo

Microsoft SC-900: Security, Compliance, and Identity Fundamentals

Microsoft

Issued June 2025

View Certificate
US Cyber Open logo

US Cyber Open - Competitive CTF Participant

US Cyber Open

Issued July 2025

View Certificate

Here Is My Contact Info

Let's connect and discuss opportunities.