Vladyslav Manzyuk's Work | ContraWork by Vladyslav ManzyukVladyslav Manzyuk
Offline AI integrator: local RAG, OCR, no cloud
Open thermodynamic multi-agent simulation and survival game in Python: mass-conserving chemistry, ecology grid, genetics, barter market. Playable Pygame/TUI plus headless runs for experiments. Price forecaster for used PC parts: CatBoost + RSS news + local Qwen correction, 7/14/28-day scenarios in a desktop app. Docker, Python, honest eval with no-guarantee disclaimers. Linda Probe - offline file search for Windows: names, text inside documents, OCR for scans, photo search by description. EN/PL/RU, no cloud, Microsoft Store release. Linda - offline AI-text detector (EN/PL/RU). Windows app + PDF reports, no cloud.
Left: check report (99%, authorship split, per-sentence scores). Right: app with heatmap and verdict.
Ensemble: stylometry + 2 transformers, calibrated sensitive/precise modes. Shipped in Microsoft Store, models on Hugging Face, method docs with honest limits.