HASON Marcel AI engineering

AI engineering / local LLMs / automation / practical thinking

Building useful AI, one real workflow at a time.

This is my working page: what I build, what I test, what I notice and how I think about AI, technology and human work.

Get in touch Explore my work
AI engineering Ollama RAG n8n PHP / APIs My notes
HASON Marcel in a neon local AI workstation
AI. Local. Human. A personal lab for work, systems and useful ideas.
01

Work in public

I use this space to collect what I am building, testing and learning around AI systems and automation.

02

Think practically

I care less about hype and more about tools that reduce friction, clarify decisions and help people work better.

03

Stay human

AI is strongest when it supports judgment, creativity and responsibility instead of replacing them.

What I work on

AI engineering with a practical backbone.

My work sits between software engineering, local AI, automation and the everyday reality of business processes.

LLM

Local AI

Ollama, model experiments, private inference, prompt workflows and local-first thinking.

RAG

Knowledge systems

Documents, search, RAG, structured context and ways to make internal knowledge easier to use.

API

Backend craft

PHP, SQL, APIs, integrations and the boring reliable parts that make AI actually useful.

n8n

Automation

n8n flows, repeatable processes, approvals, notifications and human review where it matters.

# notes from my AI workbench
ollama pull llama3
ollama pull mistral
ollama serve

idea        -> prototype
document    -> context
workflow    -> automation
output      -> review
experience  -> better system

Notes and philosophy

Technology should make people sharper, not smaller.

I am interested in AI that helps people think, create and decide better. Good systems are not only clever; they are understandable, useful and built with respect for the person using them.

  • AI should amplify human judgment, not hide it
  • Local tools matter when data and ownership matter
  • Automation should remove friction, not responsibility
  • Small experiments often teach more than big promises

Contact

Let us talk about AI, systems and useful work.

This page is a living space for my work, thoughts and practical experiments. More notes, case studies and projects can be added here over time.

marcel@hason.sk