Contact
Let's talk.
Tell me about your project, question, or idea. I read everything, and I am open to freelance, volunteer, and trial work.
FAQ
Common questions
What do you actually build?
Manufacturing software on Django and MySQL, automation of exported SAP reports in Python, Excel data pipelines, and AI agents on LLM APIs. Typical builds: role-gated factory systems for production and quality reporting, report suites that replace manual export-and-clean-up work, and agents that read production data and flag anomalies. If it removes manual work from a factory, it is in scope.
Are you a software developer?
I am an industrial engineer who builds software, and I am specific about the difference. I am not a career senior developer. I know manufacturing processes, I know what the shop floor actually needs, and I build and ship working tools using AI assistance. More than 12 standalone tools are running in production. If you need deep computer-science engineering, hire a senior engineer. If you need someone who understands the process and can deliver working software against it, that is what I do.
Can SAP reports be automated without changing SAP itself?
Yes, and nothing inside SAP is touched. I automate the work that happens after the export: you drag in the raw report your team already pulls, and the tool parses it, stores it in a database, reconciles it, and produces the finished report in the layout managers expect, with date-range history. There is no integration into SAP, no transaction driving, and no change to your SAP system. One suite took daily reporting from roughly 2 hours of manual clean-up to under 4 minutes, with no copy-paste errors.
What does an AI agent actually do in a factory?
It reads production and downtime data, compares it against the plan, flags anomalies, and writes a short plain-language summary of the top issues with likely causes, delivered before the shift meeting instead of a shift too late. I build agents grounded strictly in real operational data, with no invented numbers.
Are you available for freelance work?
Yes. I am open to freelance, volunteer, and trial projects, and I am happy to start small so you can judge the work before committing to anything. The contact form is the fastest way to reach me. Tell me the manual process you want gone and your timeline.
Can you take over an existing codebase?
Yes. Half my experience is inheriting systems and making them boring and reliable, security hardening, audit trails, documentation, then careful extension without stopping what already works.
Do you work with small and mid-sized manufacturers?
That is the main focus. Smaller plants usually carry the most manual reporting because enterprise systems were priced or scoped out of reach, which is exactly where a focused tool pays for itself fastest. Engagements are scoped to one painful process at a time rather than a multi-year platform programme.
Can you work with an existing system?
Usually yes. Most of what I build sits alongside systems that already work, reading their exports or extending them, rather than replacing them. I will tell you honestly if a codebase is beyond what I should take on, and I would rather say that up front than discover it halfway through.
How does an engagement start?
With the process, not the software. You describe the work that is eating hours, I ask what the data looks like today and who touches it, and then I tell you whether software is the right fix. Sometimes it is not, and saying so costs you nothing. If it is, a small paid or trial build proves it before anything larger.