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filipsedivy/README.md

Filip Šedivý

Software Engineer · AI/ML & Computer Vision

Czech Republic · Currently @Boost.space

Website X LinkedIn Hugging Face ORCID

// about

I'm a senior software engineer from the Czech Republic with a master's in computer science and 8+ years of experience. My neural networks scanned 6+ million images in the fight against child abuse material, and my security research made national news.

At Boost.space I build on vector search and LLMs, develop the MCP server and work on the PHP/Nette API. After hours: model-level computer vision, training and inference, LLM and cybersecurity research.

// stack

AI & ML PyTorch · TensorFlow · Keras · YOLO
LLM & RAG LangChain · Hugging Face Transformers · FAISS · Qdrant
Backend Python · PHP · Nette · Docker

// highlights

  • AI forensics against child abuse material · 2019 — 2024 A CNN-based forensic tool (COPINE scale) that analyzed 6M+ photos on Rajče.net (out of ~13M crawled). Covered by national media, awarded by the Governor of the Zlín Region. bachelor-csam · Živě.cz coverage

  • Flaw in the national vaccination registry · 2021 Demonstrated how the Czech COVID-19 vaccination booking system could be bypassed. CNN Prima NEWS interview

// experience

  • Backend Engineer · Boost.space · 2022 — now — Building the platform's MCP server end-to-end, plus vector search and retrieval algorithms — on the edge between LLMs and backend engineering (Python, PHP/Nette).
  • Tutor & Mentor · Tomas Bata University in Zlín · 2021 — 2024 — Programming and neural networks at the Programming Support Center.
  • Senior PHP Developer · NETVOR · Fondee.cz · 2021 — API architecture for an online investment platform.
  • Network & Security Specialist · Petra Clinic · 2016 — 2022 — GDPR-compliant network protecting sensitive medical data.

// education

  • MSc & BSc in Computer Science · Tomas Bata University in Zlín · 2019 — 2024 — Both theses on deep-learning forensics; bachelor thesis awarded by the Governor of the Zlín Region.

// open source

AI & Computer Vision

  • bachelor-csam — Forensic tool for detecting CSAM with deep neural networks (COPINE scale). My thesis project. stars
  • bachelor-rajce-crawler — Crawler that built the dataset behind the forensic tool.
  • pixel.py — Image data preprocessing toolkit. stars
  • PyNeuron — Core ML implementations to understand AI fundamentals from the ground up.

PHP & Backend

  • php-eet — Client for the Czech electronic records of sales. 165k+ installs. stars
  • cnb-api — PHP library for Czech National Bank exchange rates. stars
  • php-download-file — Extensions for file downloads. stars

Security


Full résumé → filipsedivy.com

Pinned Loading

  1. pixel.py pixel.py Public

    Image Data Preprocessing Toolkit

    Python 3 2

  2. CVE-2020-15227 CVE-2020-15227 Public

    CVE-2020-15227 checker

    Python 1 1

  3. php-eet php-eet Public archive

    💸 Client for electronic records of sales

    PHP 48 21

  4. cnb-api cnb-api Public

    💸 Powerful PHP library for CNB exchange rates 💎

    PHP 7 1