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Volodymyr Borysenko

Software Engineering + AI/ML | Data Science @ UC Berkeley | RISE Global Winner


πŸ‘¨β€πŸ’» About

  • πŸ”­ Building TacticSquare for UAV coordination simulation and FireImpactology for wildfire exposure analysis.
  • 🎯 Focus: multi-agent RL, stochastic combat models, graph optimization, remote sensing.
  • πŸ›° Working with Sentinel-2 and ERA5 data, downscaled climate projections and geospatial pipelines.
  • πŸ‡ΊπŸ‡¦ From Ukraine; my projects span heat risk, wildfire exposure and UAV coordination.
  • πŸ“ˆ Kaggle: rank 5 of 564 in Store Sales forecasting, top 1% in Housing Prices, 40+ public notebooks.

πŸš€ Selected projects

  • Waves (live demo) - FastAPI heatwave map for Ukraine with deterministic personal-risk scoring and Mistral-generated bilingual action plans under privacy and medical-safety guardrails.
  • heat-risk-cuda - custom CUDA C++ kernels compiled at runtime with NVIDIA cuda.core, verified for exact parity with NumPy and PyTorch references (171 GPU tests) and benchmarked on a Tesla T4: a shared-memory tiled kernel cut end-to-end time 2.2Γ— and runs about 5Γ— faster than the PyTorch baseline.
  • SwarmDAQ (live demo) - performance exchange for AI agents built at WeaveHacks 2025: agents bid on tasks, a market maker routes work to the best swarm, and reputation updates after every run, with W&B Weave tracing and Redis memory.
  • LargeVCModel - Next.js + PostgreSQL platform for relationship search, company research, investor-fit scoring and secure Google integrations.
  • TacticSquare - AI combat simulator for UAV coordination, route planning and attrition forecasts using RL, graph search and Bayesian Monte Carlo; field-tested in Ukraine with 10 divisions and backed by external funding.
  • FireImpactology - wildfire analytics pipeline: MODIS/VIIRS/Sentinel-2 + ERA5 + Gaussian plume to map PM2.5/PM10 and health risk.
  • Schmidt DSE Climate Pipeline - xarray and Dask workflows for downscaled CMIP6 analysis and National Park Service climate-risk maps at the Eric and Wendy Schmidt Center for Data Science & Environment.
  • DEMI - wearable prototype with gas sensors, microcontroller and CV backend that detects TVOC spikes and automatically triggers a deodorizing spray.

🌐 Open source

42 merged pull requests across 11 established open source projects:

Project Merged Highlights
OWASP Java Encoder 5 Added the new Encode.forJson API, escaped DEL and C1 controls in the JavaScript encoders, added XML 1.1 tags and EL functions, propagated the forUri deprecation and fixed OSGi import ranges
GeoPandas 2 Made the explode index dtype consistent across platforms and removed a dead testing helper
All the Places 27 Fixed missing Coles stores, fixed duplicate Japan Post refs and added 25 spiders including Royal Mail, NTT public telephones, Packeta, Curves and Mizuho Bank, covering 234,000+ locations
NVIDIA NeMo Curator 1 Allowed boilerplate removal at both the top and bottom of documents
rioxarray 1 Raised an informative error for 2D spatial coordinates and fixed rio.shape
Kigali Sim 1 Added operation types to the program validator
PySAL mgwr 1 Fixed the search method values in the bandwidth selector docs
OWASP CVE Lite CLI 1 Refactored the install command
OWASP API Security Testing Framework 1 Read requestBody from inline config endpoints
Dependency-Track 1 Pointed the About dialog to the v5 docs
PySAL segregation 1 Fixed a duplicate table row and updated the community link

In review at OWASP DependencyCheck, GeoPandas and Newton.


πŸ… Achievements

  • RISE Global Winner (Schmidt Futures & Rhodes Trust), 2024
    Top 100 of 50,000+ from 170+ countries with scholarship and project funding.

  • King Abdulaziz and Mawhiba Award, 2024
    Top 10 of 1,500 finalists for a combat-operations simulator using Monte Carlo and cellular automata.

  • Genius Olympiad Gold (Environmental Science), 2024
    "FireImpactology" for wildfire, air quality and health impact modeling.

  • INFOMATRIX International Platinum Medal, 2024
    1st place among 300 participants for advanced combat simulation with stochastic Lanchester models and RL-aided route planning.

  • All-Ukrainian Programming Cup, 3rd place and Jane Street Award, 2025

  • NASA Space Apps Challenge, 2nd place in Ukraine, 2023
    FireImpactology wildfire and air quality pipeline.

  • Venture and deployment
    $50,000 raised to scale TacticSquare pilots with 10 divisions and international visibility.


🧰 Tech stack

Core domains: CUDA and GPU computing, RL (DQN, PPO), multi-agent systems, Monte Carlo, stochastic processes, graph algorithms, geospatial and remote sensing (GeoPandas, Rasterio, rioxarray, GDAL), time series, simulation.


πŸ“Š Stats


πŸ”— Links

Pinned Loading

  1. geopandas/geopandas geopandas/geopandas Public

    Python tools for geographic data

    Python 5.3k 1.1k

  2. OWASP/owasp-java-encoder OWASP/owasp-java-encoder Public

    Contextual output encoding for Java 8+: HTML, JavaScript, CSS, XML and URI components. Zero-dependency core with optional JSP and Jakarta adapters.

    Java 547 130

  3. heat-risk-cuda heat-risk-cuda Public

    Custom CUDA C++ kernels compiled at runtime with NVIDIA cuda.core, tested for exact parity and benchmarked against NumPy and PyTorch on a Tesla T4

    Python

  4. largevcmodel largevcmodel Public

    VC research and outreach app built with Next.js, TypeScript, and PostgreSQL. Connects Gmail and Google Contacts to search relationships, score investment opportunities, and draft outreach.

    TypeScript

  5. mistral-waves mistral-waves Public

    Python pipeline for assessing health risks from extreme heat using temperature percentiles, nighttime temperature thresholds, and heat index exceedances.

    Python

  6. swarmdaq swarmdaq Public

    A performance exchange for AI agents where agents bid on tasks, compete through mathematical routing and improve across repeated missions

    TypeScript