# Arkadiusz Słota

[@Maggio333](https://hacklab.so/Maggio333)

Arkadiusz Słota is COO / Chief of Staff / Builder at Fabryka AI and Board President at ATS REFLECTUM, based in Katowice. No AI coding activity was synced in the last 30 days.

Software architect and AI researcher at Fabryka AI, formerly Slayer Labs\. Works on agent memory, model training and engineering systems\.

Location: Katowice

Joined: 2026-09-08

1 followers · 0 following

## Links

- [GitHub](https://github.com/Maggio333)
- [LinkedIn](https://linkedin.com/in/arkadiusz-s%C5%82ota-229551172)

## AI usage (All time)

No activity in this period.

## Accomplishments

### [szem\-memory\-system](https://github.com/Maggio333/szem-memory-system)

Public repository on the Maggio333 GitHub account \(7 stars\): a self\-correcting long\-term memory substrate for agentic systems with dialectical knowledge nodes and per\-role sector access over git\+SSH, harness\-independent and clone\-and\-go\.

### [slay\-piano\-gpt](https://github.com/Maggio333/slay-piano-gpt)

Public repository on the Maggio333 GitHub account \(2 stars, Python\): a small decoder\-only Transformer of about 0\.82M parameters trained from scratch on about 12k Irish jigs in ABC notation\.

### [ai\-agent\-starter\-pack](https://github.com/Maggio333/ai-agent-starter-pack)

Public repository on the Maggio333 GitHub account \(3 stars, Python\): a production\-ready AI agent framework using Clean Architecture, dependency injection and ROP patterns\.

### [ChatElioraSystem](https://github.com/Maggio333/ChatElioraSystem)

Public repository on the Maggio333 GitHub account \(1 star, C\#\): an AI chat system using retrieval\-augmented generation \(RAG\) with long\-term memory, built on \.NET 8\.0, WPF, MAUI and Clean Architecture\.

### [CrosswordAIGenerator](https://github.com/Maggio333/CrosswordAIGenerator)

Public repository on the Maggio333 GitHub account \(1 star, C\#\): a generator of crossword datasets for AI training, with deterministic XAML generation for LoRA fine\-tuning and RAG\.

### [Reflectum\.SemanticSpace](https://github.com/Maggio333/Reflectum.SemanticSpace)

Public repository on the Maggio333 GitHub account \(C\#\): a \.NET library for semantic space operations, similarity calculation and text repetition detection, built with Clean Architecture and unit tests\.

### [EskadraBielika\-dodatkoweMateria\-y](https://github.com/Maggio333/EskadraBielika-dodatkoweMateria-y)

Public repository on the Maggio333 GitHub account \(3 stars\): supplementary documents for participants of Eskadra Bielika\.

## Experience

### COO / Chief of Staff / Builder — Fabryka AI

2026\-06 – Present

Current COO/Chief of Staff and builder role from June 2026\. The earlier public Fabryka AI page also identifies co\-founder/research\-and\-engineering work on datasets, evaluations, training infrastructure and systems engineering; those supported responsibilities are retained here\.

### Board President — ATS REFLECTUM

2025\-08 – Present

Katowice, Poland

Board\-president role \(Prezes zarządu\), listed from August 2025\.

### Software Architect – BIM Team Supervision — Optimal Design of Structures

2025\-11 – 2026\-09

Software architecture and supervision of the team developing BIM software\.

### Software Engineer — NGK Ceramics Europe S\.A\.

2023\-02 – 2025\-05

Dąbrowa Górnicza, Poland

Software\-engineering role listed February 2023–May 2025\.

### Software Engineer — Sii Poland

2021\-04 – 2023\-02

Katowice, Poland

Software\-engineering role preceding the NGK Ceramics position\.

### ERP Programmer / Designer — Simple S\.A\.

2020\-12 – 2021\-04

Katowice, Poland

ERP programming and design role, listed December 2020–April 2021\.

### Game Tester — Keywords Studios

2020\-11 – 2021\-03

Katowice, Poland

Game\-testing role listed November 2020–March 2021\.

### Junior Software Engineer — Askom Sp\. z o\.o\.

2019\-11 – 2020\-04

Junior software\-engineering role, listed November 2019–April 2020\.

### Junior Safety Engineer — Bombardier Transportation \(ZWUS\) Polska Sp\. z o\.o\.

2018\-11 – 2019\-03

Junior safety\-engineering role, listed November 2018–March 2019\.

### Builder — Fabryka AI

Builder work under the SlayerLab name, recorded in the earlier GitHub profile\. The newly exported profile identifies Fabryka AI as formerly Slayer Labs and lists the current COO/Chief of Staff/Builder phase separately below; no dates are invented for this earlier record\.

## Education

### Engineering studies, Computer Science — University of Silesia in Katowice

Computer\-science engineering programme listed for 2015–2019\. The source gives years without months\.