Hey, I'm

Mikołaj!

pronounced: MEE-koh-why

I’m a software engineer who loves building reliable software. Currently working on agentic infrastructure at Snowflake ❄️.

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About

I build Cortex Agents at Snowflake, the agentic systems powering Snowflake Intelligence. My focus is reliability, quality signals, and production readiness at enterprise scale.

My path spans backend systems, distributed infrastructure, and ML research, shaped by time at Google, Meta, Amazon, and Quadrature Capital. I care about systems that are both technically rigorous and practically useful.

As a first-gen student from a small town in Poland 🇵🇱, I'm grateful for the opportunities and mentors I've had. Always happy to pay that forward, so feel free to reach out about software, ML, or starting a career in tech.

Outside of work, I enjoy investing, video and board games, and taking walks or hiking.

Currently
Warsaw, Poland
Focus
Distributed Systems, ML Infrastructure, AI Agents
Education
MSc Computer Science, Jagiellonian University

Experience

  1. Snowflake

    Feb 2026 - Present

    Warsaw, Poland

    Software Engineer · Cortex Agents

    Improving the quality and reliability of Cortex Agents, an agentic AI platform powering enterprise products like Snowflake Intelligence.

    Go · Python · Large Language Models · AI Agents

  2. Google

    Jun 2025 - Oct 2025

    Warsaw, Poland

    Software Engineer Intern · Sovereign Cloud

    Backend infrastructure for Google Sovereign Cloud.

    Go · gRPC · GCP · Linux

    More details
    • Shipped two projects ahead of schedule for the Sovereign Cloud team and received a full-time return offer.
    • Built a Go framework for containerized gRPC services, quickly adopted by 5+ teams.
    • Designed a release validation system (Go, GCP) that became a core part of the team's CI/CD pipeline.
  3. Quadrature Capital

    Jul 2024 - Sep 2024

    London, United Kingdom

    Platform Engineer Intern · Systematic Trading

    Platform infrastructure for Quadrature, a proprietary algorithmic trading firm.

    Kubernetes · ArgoCD · Docker · Python

    More details
    • Expanded the Kubernetes-based platform supporting the automated trading system.
    • Contributed to multiple projects simultaneously, addressing challenges across different business areas.
  4. Amazon

    Jul 2023 - Oct 2023

    Gdansk, Poland

    Software Development Engineer Intern · Supply Chain Forecasting

    Data pipelines for supply chain forecasting models serving Amazon’s logistics network.

    Python · AWS · SQL

    More details
    • Optimized execution time of a data processing pipeline for supply chain forecasting models by ~90%.
    • Automated a data ingestion workflow, saving 10+ hours of manual work weekly using Python and AWS.
  5. Meta

    Jul 2022 - Sep 2022

    London, United Kingdom

    Production Engineer Intern · Scribe

    Reliability infrastructure for Scribe, processing terabytes per second of logs across Meta.

    Python · Distributed Systems · Reliability Engineering

    More details
    • Implemented a performance testing service for Scribe, a critical log server handling TB/s of data.
    • Expanded CI/CD pipelines to stress-test Scribe against hardware failures and heavy-load scenarios (chaos engineering).

Education

  1. MSc Computer Science

    2023 – 2025

    Jagiellonian University

    Specialization: Machine Learning

    Focused on ML systems, explainability, and efficient model design. Was actively involved in research through the Group of Machine Learning Research (GMUM).

    More details

    Grade: 5/5 Distinction (summa cum laude)

    Awards:

    • MSc researcher scholarship on the XAI Paint grant: Interpretable and Interactive Multimodal Retrieval in Drug Discovery (Foundation for Polish Science, EU-funded).
    • Student scientific grant for neural network pruning research (Excellence Initiative, Research University program).
    • Rector’s Scholarship for Outstanding Academic Achievements.
  2. BSc Computer Science

    2020 – 2023

    Jagiellonian University

    Built strong foundations in algorithms, mathematics, and operating systems. Member and sysadmin of the Computer Science Students’ Association (KSI UJ).

  3. High School Diploma

    2017 - 2020

    Small Town High School

    Humble beginnings at a small public school in a small town in Poland.

Selected Works

Research publications and open-source projects in machine learning, AI explainability (XAI), and chemistry.

  • One Shot vs. Iterative: Rethinking Pruning Strategies for Model Compression

    A comparison of one-shot and iterative pruning, with practical guidance for model compression.

    Read More ↗

  • OMENN: One Matrix to Explain Neural Networks

    Convert any neural network into an interpretable matrix multiplication, explaining the model’s decision.

    Read More ↗

  • ProtoQuant: Quantization of Prototypical Parts for General and Fine-Grained Image Classification

    An explainable method for neural networks which grounds decision in prototype parts from quantization.

    Read More ↗

  • ReAgentAI

    An AI agent for chemical tasks, with tool integrations like retrosynthesis engine or molecular visualizations.

    Read More ↗

Contact

Open to research collaboration, interesting engineering problems, and conversations about AI systems. If you're early in your career or exploring tech, I'd be glad to help. Just reach out.

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