Rudnik Design Services

Automation

Python automation, system automation and AI agents that take repetitive work off the team: from CAD and BOM to reports and background processes.

Key metrics

Python

Primary language for tools and scripts

24/7

Background jobs and agents running unattended

Excel / JSON / API

Data flow integrations

Service scope

I write Python tools that do the repetitive work for people: layout and BOM generators from dimensions, CAD scripts, data conversions and production exports. On top of that, system automation on a server (scheduled jobs, integrations, monitoring, backups) and AI agents wired into real processes: reports, summaries, enquiry triage, an assistant on Discord or Telegram.

Python scripts for CAD: layout generation, dimensioning, DXF/PDF export and batch drawings without clicking through.
BOM and cut-list generators computed straight from dimensions: profiles, panels, nesting, waste and a check status.
Python desktop apps for the production team: a form instead of a spreadsheet, a PDF on the way out.

Python BOM generator source: ACM sheet nesting and waste control

Workflow

First I map the process and measure how much time it burns by hand. Then I build the smallest tool that gives that time back: a script, a desktop app, a background job or an AI agent with access to data and tools. Every piece is tested on real data and ships with a log, so it is clear what it did and when.

System automation: scheduled jobs, file sync, backups, monitoring and notifications.
AI agents inside the process: reports from data, summaries, enquiry triage, an assistant on Discord or Telegram.
Excel / JSON / API / webhook integrations with data validation before anything reaches the shop floor.

Python code: source ranking heuristic for an automated AI briefing

Outcome

Tasks measured in hours drop to seconds, results are repeatable and the process runs unattended. You get a tool with code, documentation and instructions, not a dependency on one person.

Python code: trend and rolling-average helpers in an automated report

Automation areas

Python for CAD and production

Scripts and tools that turn dimensions into a layout, a drawing and production data. No manual redrawing, no retyping numbers.

BOM and cut-list generators

Material schedules, nesting and cut lists computed from geometry, with a check flag whenever waste goes beyond the norm.

Desktop applications

Simple windowed tools for the team: an input form, a preview, a PDF on the way out. They run offline on an office or shop-floor PC.

System automation

Scheduled jobs, file processing, data sync, backups, monitoring and notifications on a server or in the cloud.

AI automation

Language-model agents wired into the process: reports from data, summaries, enquiry triage, an assistant on Discord or Telegram with memory and tool access.

Integrations and data

Excel, JSON, APIs, webhooks and databases joined into one flow, validated before anything reaches the shop floor.