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Automation

Everything on this site involving Automation — projects, articles, research and tools.

Automation Lab

Automation That Survives Monday Morning

Most business automations break quietly within a month. Idempotency, error handling and observability are what separate a demo from a system.

IntermediateDifficulty: Intermediate2 min readPython · n8n · Power Automate
Business & ROIFree

Automation ROI Calculator

Model time saved, error reduction, build cost and ongoing maintenance to get a payback period you can defend.

1,110 runs
Business Systems

AI Invoice Processing System

An invoice pipeline that extracts structured data, scores its own confidence per field, and routes anything uncertain to a person — because 95% accuracy on invoices is a finance problem.

IntermediateDifficulty: Intermediate~14h buildPython · Claude API · PostgreSQL
Code