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Kotsur69/README.md

Hi, I'm Mateusz Mazur 👋

Full-stack developer building business tools and local-LLM systems

I turn messy, real company processes (steel pricing, contract registers, H&S programmes, supplier email) into software that people use every day: Next.js + PostgreSQL on the web side, Python for data, ML and LLM pipelines.

  • 🏭 Three of my apps run in production or internal testing at a large industrial company
  • 🧠 Currently learning RAG pipelines in Python (retrieval, chunking, evaluation)
  • 🤝 Open to B2B collaboration: internal tools, process automation, local/private LLM integrations
  • 📫 LinkedIn · matitrampolin@gmail.com

Featured projects

Business applications

Project What it is Stack
SteelQuote Pricing and offer platform for steel sales teams: real-time pricing for 6 steel types, configurable approval flows and validation rules, role-based visibility, PDF/Excel export, analytics. v2.0 live in production. Next.js 14 · TypeScript · PostgreSQL
AMSafe Gamified H&S (BHP) PWA for a production warehouse: daily quizzes, missions, points and ranks, worker → leader → manager hierarchy, push notifications. In production. Next.js · Prisma · PostgreSQL · Web Push · S3
CRU2026 Rebuild of a legacy CakePHP contract registry: server-side read authorization, SharePoint storage through Microsoft Graph, migration of ~20k legacy records. Next.js 14 · Prisma · PostgreSQL · MS Graph
Logistics Network Map Turns shipment exports into an interactive route map with tonnage-weighted routes, hubs and top customers, in one offline HTML file. Python · pandas · OSRM

AI & LLM systems

Project What it is Stack
AI_Mail_Arbitrium Classifies supplier email replies with a local LLM: JSON-Schema constrained decoding, verbatim evidence grounding and a deterministic human-review queue. Nothing leaves the machine. 217 tests. Python · LM Studio · Qwen3 · Outlook COM
Synthara (private) Multi-persona AI content platform: FastAPI + Celery workers, ComfyUI image/video generation, n8n scheduling and a Next.js human-in-the-loop review dashboard. FastAPI · Celery · Redis · PostgreSQL · ComfyUI · n8n · Docker
LunaCore HUD Electron dashboard for the Claude Code CLI: context and usage telemetry, session tabs, and parallel AI workers in git worktrees that finish as PRs. Electron · JavaScript · Python

Quant & trading research

Project What it is Stack
money_printer_turbo Research harness for US-equity strategies with pre-registered kill gates, a deflated Sharpe ratio and fill-realism checks on real quotes. Three theses honestly killed, and $1,759 of data purchases avoided by gates. NautilusTrader · CatBoost · Databento
crypto-regime-trader Binance bot: pattern + market-regime engine, LLM news sentiment, Kelly sizing, scale-out exits, walk-forward backtests, pytest suite. Testnet-first. Python · Flask · pandas

Older experiments: news & analyzer tools · newsletter tools


Stack

  • Frontend: TypeScript · React · Next.js (App Router) · Tailwind CSS · shadcn/ui · PWA
  • Backend: Node.js · Prisma · PostgreSQL · NextAuth · FastAPI · Celery · Redis · REST
  • Data / ML: Python · pandas · NumPy · CatBoost · NautilusTrader · walk-forward / CPCV validation
  • LLM: local models (LM Studio, Ollama, Qwen) · structured output / JSON Schema · prompt pipelines · ComfyUI · learning: RAG
  • Integrations & ops: Microsoft Graph / SharePoint · Outlook COM · n8n · Docker · Vercel · Electron · Git

Languages and tools


Interests & currently

  • 🔎 RAG pipelines in Python: retrieval, chunking strategies, evaluating answer quality
  • 🧠 Applied ML and LLMs beyond demos: private, local models doing real business work
  • 📈 Algorithmic decision systems and finance, validated honestly (walk-forward, kill gates)
  • 🏗️ Backend architecture: authorization, data migrations, systems that are easy to run
  • 🌐 Networking fundamentals: TCP/IP, traffic analysis (Wireshark, tcpdump)

I like building systems designed for an AI-focused future, grounded in solid understanding. I believe AI is often misunderstood, but it has the potential to fundamentally change the way we live and interact with the world.

Pinned Loading

  1. AMSafe AMSafe Public

    AMSafe is a cutting-edge web app designed to inspire and engage warehouse workers in actively participating in health and safety (H&S) best practices. By blending gamification, real-time feedback, …

    TypeScript 1

  2. SteelQuote SteelQuote Public

    Web app for steel sales teams: real-time pricing for six steel types (HRS, CR, HDG, pickled, teardrop, Magnelis), role-based offer approval, route-based transport costs, quarterly PGL scheduling, P…

    TypeScript 1

  3. Logistics_Network_Map Logistics_Network_Map Public

    Logistics Network Visualizer is a tool for logistics companies to analyze truck routes and transport flows. It displays routes graphically with thickness based on tonnage, highlights top customers,…

    Python 1

  4. money_printer_turbo money_printer_turbo Public

    Production blueprint: NautilusTrader + CatBoost algorithmic trading framework (L2 microstructure, CPCV, DSR-gated promotion, IBKR/Alpaca execution)

    Python 2

  5. Luna-Core-HUD Luna-Core-HUD Public

    LunaCore HUD is an interactive desktop dashboard and action deck for Claude Code CLI. Visualize your session, monitor context window usage, and track active MCP servers or 300+ skills in real-time.…

    JavaScript 2

  6. crypto-regime-trader crypto-regime-trader Public

    Binance trading bot (v3): pattern + market-regime decision engine, LLM news sentiment, Kelly position sizing, scale-out exits, walk-forward backtesting, Flask dashboard, pytest suite. Testnet-first.

    Python 1