ANTONI PATERAI RESEARCHER / CONSULTANT

Curriculum vitae

Research-minded.
Product-aware.
Hands-on.

I’m Antoni Pater, a fourth-year Computer Science and Intelligent Systems student at AGH. I work across AI research, data science, machine learning, and applied systems.

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01 · Experience

Where I work and lead.

Current

Data Science & ML - Search

E-commerce

Working with search queries, relevance data, process automation, and operational optimisation.

Current

Co-founder

Procero

Building an operational intelligence product for grocery purchasing and inventory decisions.

↗
Current

Domain Group Lead

Athletic Intelligence

Leading algorithm work for football clubs.

Previous

Former AI Researcher

AI Lab, AGH

Student research in artificial intelligence.

Leadership

President

AGH Quant Finance

Leading a student community around quantitative research and finance.

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02 · Expertise

Core areas.

  1. 01Python
  2. 02Data Science
  3. 03Machine Learning
  4. 04LLMs
  5. 05AI Agents & RAG
  6. 06Causal Inference
  7. 07Statistics
  8. 08NLP
  9. 09Transformers
  10. 10SQL & Databases
  11. 11Git
  12. 12Search & Relevance
  13. 13Quant Finance

03 · Current focus

What I’m working on now.

Building

Agents & RAG for industry

Knowledge and workflow agents for a domain-specific operational environment.

Developing

Bayesian Networks

Probabilistic graphical models for reasoning under uncertainty and structured decision problems.

Researching

Causal Inference

Estimands, nuisance models, observational action valuation, and defensible conclusions from data.

Developing

Reinforcement Learning

Sequential decision-making, policy evaluation, and learning from interaction.

04 · Selected work

Research and products.

Research · Medtech

BloodAI

Multi-label BERT pipeline for medical triage, combining laboratory parameters with an adaptive interview to estimate eight care routes.

Best Paper Award · PP-RAI 2026 ↗
Product · Retail

Procero

Operational intelligence for grocery purchasing and inventory decisions. A 9-store case reduced order preparation from two hours to eight minutes.

Co-founder · production product ↗
Research · Causal inference

Decision valuation under context-dependent action selection

Study of how observational action valuations change across estimands, nuisance models, trimming, covariates, and feature definitions.

Research in review ↗

05 · Education

AGH University of Krakow

Computer Science and Intelligent Systems · fourth-year student · 2023-2027

06 · Recognition

2026Best Paper Award

7th Polish Conference on Artificial Intelligence · BloodAI

2026Global Top 500 participant

Anthropic × Cerebral Valley Opus 4.7 AI Hackathon

2025Finalist

Shark Tank Tech-On Kraków · BloodAI

Contact

Kraków · remote

Looking for someone who can turn hard problems into working AI systems?

antonipaterbusiness@gmail.com ↗

Open to AI research, data science, applied AI roles, and selected consulting projects.