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Hi, I’m Cybernetic-Ransomware

aka Aleksander Marszałkiewicz


👨‍💻 About Me

I’m a Python backend developer with professional experience in building data‑heavy and service‑oriented systems. My work sits at the intersection of backend engineering, data pipelines, and DevOps, with growing hands‑on experience in applied machine learning.

I have over 4+ years of commercial Python experience, a solid DevOps foundation, and practical exposure to machine‑learning systems, especially vision‑language models and OCR‑based pipelines.

Before moving fully into software development, I worked in project management and industrial software implementations, which left me with an unusually high tolerance for legacy systems, unclear requirements, and reality.


🔁 Professional Journey

flowchart LR
    %% Nodes
    PM(Project Management<br/>Industrial Systems)
    ERP(ERP Implementation<br/>& Administration)
    DW(Databases<br/>& Data Warehousing)
    PY(Python Backend<br/>Development)
    PIPE(Data Pipelines<br/>& Observability)
    ML(Applied ML<br/>& OCR Systems)

    %% Connections
    PM --> ERP --> DW --> PY --> PIPE --> ML

    %% True Neon Palette
    classDef nBlue fill:#00f2ff,stroke:#00b7ff,stroke-width:2px,color:#000,font-weight:bold;
    classDef nGreen fill:#00ff9f,stroke:#00d986,stroke-width:2px,color:#000,font-weight:bold;
    classDef nOrange fill:#ffaa00,stroke:#ff8800,stroke-width:2px,color:#000,font-weight:bold;
    classDef nRed fill:#ff3131,stroke:#d00000,stroke-width:2px,color:#fff,font-weight:bold;

    %% Apply Styles
    class PM,ERP nBlue;
    class DW,PY nGreen;
    class PIPE nOrange;
    class ML nRed;
Loading

🚀 Current Focus

flowchart LR
    %% Main Node
    root((Focus))

    %% Categories
    Py{Python}
    Dev{DevOps}
    Data{Data}
    Obs{Observability}
    ML{ML}

    %% Leaves
    Py1[Backend services]
    Py2[Data processing]
    Dev1[Docker]
    Dev2[Local-first infra]
    Data1[Pipelines]
    Data2[Warehousing]
    Obs1[Monitoring]
    Obs2[Reliability]
    ML1[OCR]
    ML2[Vision-Language Models]

    %% Connections
    root:::main --> Py:::nBlue & Dev:::nBlue & Data:::nGreen & Obs:::nOrange & ML:::nRed
    
    Py --> Py1:::nBlue & Py2:::nBlue
    Dev --> Dev1:::nBlue & Dev2:::nBlue
    Data --> Data1:::nGreen & Data2:::nGreen
    Obs --> Obs1:::nOrange & Obs2:::nOrange
    ML --> ML1:::nRed & ML2:::nRed

    %% True Neon Palette Styles
    classDef main fill:#1a1a1a,stroke:#fff,stroke-width:4px,color:#fff;
    classDef nBlue fill:#00f2ff,stroke:#00b7ff,stroke-width:2px,color:#000,font-weight:bold;
    classDef nGreen fill:#00ff9f,stroke:#00d986,stroke-width:2px,color:#000,font-weight:bold;
    classDef nOrange fill:#ffaa00,stroke:#ff8800,stroke-width:2px,color:#000,font-weight:bold;
    classDef nRed fill:#ff3131,stroke:#d00000,stroke-width:2px,color:#fff,font-weight:bold;
Loading

🧪 Technologies & Skills

Programming & Backend

  • Python (3.12+)
  • FastAPI, Django
  • Async & task queues (Celery)

Data & Messaging

  • Pandas, Polars
  • PostgreSQL, TimescaleDB
  • RabbitMQ, Kafka
  • ETL & data warehousing

DevOps & Infrastructure

  • Docker, Docker Compose
  • Kubernetes
  • Local-first environments

ML / AI Tooling

  • OCR pipelines (Tesseract)
  • Vision‑Language Models
  • Custom LoRAs
  • Flux-dev, NVIDIA Nemotron, Gemma
  • LangChain, LangSmith

🧭 Learning & Direction

flowchart LR
    %% Nodes
    A[Robust Python Systems]
    B[Better Observability]
    C[Go]
    D[Rust]
    E{{High-performance<br/>Concurrent Backends}}

    %% Flow
    A --> B
    B --> C & D
    C & D --> E

    %% True Neon Palette Styles
    classDef nBlue fill:#00f2ff,stroke:#00b7ff,stroke-width:2px,color:#000,font-weight:bold;
    classDef nGreen fill:#00ff9f,stroke:#00d986,stroke-width:2px,color:#000,font-weight:bold;
    classDef nOrange fill:#ffaa00,stroke:#ff8800,stroke-width:2px,color:#000,font-weight:bold;
    classDef nRed fill:#ff3131,stroke:#fff,stroke-width:4px,color:#fff,rx:10,ry:10,font-weight:bold;

    class A nBlue;
    class B nGreen;
    class C,D nOrange;
    class E nRed;
Loading

📫 Contact

I prefer concrete problems, clear ownership, and systems that survive contact with reality.

Pinned Loading

  1. create_WordCloud create_WordCloud Public

    Script dedicated to search words in .text file by regex formula and make a .png Word Cloud shaped by a .png file. --refactoring to functional

    Python 1

  2. Image_binary_converting Image_binary_converting Public

    Select bitmap and turn it in into .txt ASCII image file.

    Python 1

  3. Animals_Healthcare_Application Animals_Healthcare_Application Public

    Portfolio app that is being created as a mentoring training

    HTML 1

  4. bpoe-api-gateway bpoe-api-gateway Public

    Python 1

  5. bpoe_events_reports bpoe_events_reports Public

    Python 1

  6. Nerogar/OneTrainer Nerogar/OneTrainer Public

    OneTrainer is a one-stop solution for all your Diffusion training needs.

    Python 2.7k 258