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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.

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

15 merged pull requests in established open source projects:

In review at OWASP DependencyCheck, GeoPandas, rioxarray and Kigali Sim.


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, 1st place among 300 participants
    Advanced combat simulation with stochastic Lanchester models and RL-aided route planning.

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


🧰 Tech stack

Core domains: 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

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  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 546 130

  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