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Wyllgner/README.md

Research areas

"Technology is best when it brings people together."
Matt Mullenweg


About

Researcher and developer in Artificial Intelligence, working with Natural Language Processing, Computer Vision, Multi-Agent Systems and Multimodal Processing.

  • Data Scientist at SETIC, Rondônia State Superintendency of Information Technology
  • B.Sc. in Computer Science, Federal University of Rondônia (UNIR), 2025
  • Postgraduate student in Applied Artificial Intelligence, Federal University of Paraná (UFPR)
  • Special student at ICMC/USP (PPG-CCMC), Research in Computing with Data
  • Current research: testing of AI agents, AI-generated image detection, bioinformatics and medical imaging
  • Outside of work: Judo black belt


Technical Skills

Area Focus
Artificial Intelligence NLP, LLMs, AI agents, multi-agent systems, multimodal models
Computer Vision Image enhancement and segmentation, medical imaging (OCT), facial expression recognition
Data Science Graph machine learning, synthetic data generation, MLOps
Software Engineering Full-stack systems with integrated AI modules, metamorphic testing, agile (XP)

Experience

Role Organization Period
Data Scientist SETIC, Rondônia State Government 2026 to present
Software Engineer, AI systems, computer vision and image processing DATAFull Tecnologia 2025 to 2026
Undergraduate Researcher, OCT image enhancement and segmentation for glaucoma treatment UNIR / CNPq · Porto Velho Eye Hospital 2024 to 2025
Teaching Assistant, Computer Organization; Electronics for Computing UNIR 2023 to 2024
Student Representative, Computer Science Department Council UNIR 2024 to present
Samsung N.A.V.E Tech program Samsung Brasil / UNIR 2023 to 2024

Publications

Conference papers

  1. When the Trigger Fails: Metamorphic Testing of Tool-Calling AI Agents. SAST 2026. Artifact badges: Available, Functional.
  2. Procedural Framework for Synthetic Data Generation Based on Statistical Simulation: An Approach for Human Behavior Analysis. WebMedia 2025.
  3. Engineering a Secure and Traceable System for Diploma Issuance in a Brazilian Federal Institution. WSIS 2025.

Accepted (2026)

  1. SPIN-Seq: Predicting the Typed Residue Interaction Network from Sequence. Brazilian Symposium on Bioinformatics (BSB).
  2. ProgSinais: Programming Feedback in Libras with LLMs and Verified Signability. WebMedia 2026, Extended Proceedings.
  3. TokenAudit: Deterministic Verification of Disclosure-to-Enforcement Consistency in ERC-3643 Tokens with LLM-Based Extraction. WebMedia 2026, Extended Proceedings.

Book chapter

  1. PVPI: A Deterministic Platform for Authenticity Verification, Traceability and Detection of AI-Generated Images. In Perspectivas em Transformação Digital, UFSC, 2025.

Awards & Recognition

Year Recognition
2026 Research Artifact Badges Available and Functional, SAST / CBSoft
2025 Best Final Report in Undergraduate Research, UNIR / CNPq
2024 1st Place, OPEN DAY ADS Programming Marathon, IFRO
2023 to 2024 Competitor, SBC Programming Marathon

Teaching & Talks

  • Introduction to Machine Learning on Graphs, short course, 2025
  • LaTeX for Scientific Writing, short course, 2025
  • Introduction to Machine Learning, short course, 2024
  • Minecraft as a Platform for AGI Studies: Multimodal Architectures with Persistent Memory, seminar, 2024
  • Humanoid robot NAO V6 demonstration, UNIR Open Doors, 2024

Selected Repositories


GitHub Activity

Contribution graph

Popular repositories Loading

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  3. ImgsProc-Project ImgsProc-Project Public

    Classic image processing algorithms written pixel by pixel in Python, served by a Flask API to an Android app. Digital Image Processing course, UNIR (2024)

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    Trendy: a Twitter inspired microblogging social network in PHP and MySQL. Final project for the WDI course at UNIR (2024)

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