Hubert Pyskło

Hubert (Marek) Pyskło

I'm a Computational Sciences & History student at Minerva University (graduating May 2027), studying across San Francisco, Seoul, Taipei, Berlin, Hyderabad, Buenos Aires, and Tokyo.

Last summer I interned as a Research Engineer at Wordware (YC S24), where I built eval infrastructure for AI agents, benchmarked agent memory architectures, and developed a filesystem-based retrieval.

Before that I spent 4 months at Samsung Heavy Industries in South Korea, building an on-prem inference RAG system for shipbuilding document analysis.

Earlier, I co-founded Econverse, a student startup incubator in CEE - 3,500+ students, $500K+ raised from Microsoft, Baker McKenzie, and National Development Bank.

I'm also on the board of AI Consensus, where as Lead for Asia I ran hackathons in Korea with students from 23 countries - sponsored by AWS, Perplexity, and Upstage - and in Taiwan with the Ministry of Digital Affairs.

I like 20th-century history (Deng's reforms, the Cold War), poker, skiing, and shooting. I'm an RBF Scholar (2025 cohort).

projects

Agent-Diff - Research infrastructure for evaluating AI agents, RL training (Qwen 30B, 0.31 → 0.55) and SFT + GRPO (Ministral 14B, 0.28 → 0.45) on 3rd-party APIs (Slack, Linear, Box, Google Calendar). 108 endpoints, 224 benchmark tasks. Pre-print on arXiv, dataset on HuggingFace.
Python, PostgreSQL, SQLAlchemy, PyTorch, TypeScript

experience

2025 Research Engineer Intern at Wordware (YC S24). Designed evaluation frameworks, scoring metrics, and test suites with LLM-as-judge verification. Built automated Q&A test generation from company internal data. Integrated into CI/CD pipeline. Benchmarked retrieval architectures (vector DB, SQL, graph, filesystem) for agent memory.
2025 AI Engineer Intern at Samsung Heavy Industries, South Korea. Built local inference RAG system for shipbuilding ITT document analysis - 92.5% accuracy across 217 risk factors.
2024– Board Member at AI Consensus. Previously Lead for Asia, organized one of the largest student AI conferences in Taiwan with the Ministry of Digital Affairs. Ran responsible AI hackathon in Korea with students from 23 countries - partners included AWS, Perplexity, and Upstage. (Nature, Minerva press release)
2022–25 Co-Founder & VP at Econverse. Built and operated the largest student startup incubator in Central Europe - 3,500+ students across Poland, Czechia, Slovakia, and Hungary, $500K+ raised from Microsoft, ABB, National Development Bank, and Baker McKenzie. (Forbes Poland, Emerging Europe)
2020–22 Co-Founder at Token Studio. Crypto investment analytics - $25k+ angel from execs at Getin Noble Bank and BNP Paribas. Didn't find PMF, shut down.

education

2023–27 Minerva University, San Francisco - B.Sc. Computational Sciences, Minor in History. Benchmark-backed, ~2% acceptance rate. Built around active learning - each semester in a different city (San Francisco, Seoul, Taipei, Berlin, Hyderabad, Buenos Aires, Tokyo).
2020–22 IB World School No. 1349, Poznań - International Baccalaureate, 41/45.

recognition

media