Engineer. I measure what technology saves - and notice what it costs.

When automating triage quietly costs you money

engineering

Automating GitHub issue triage looks like an easy win. The work is repetitive, a model does it in seconds, and the math looks great on a slide.

The Real Cost of Changing Your Life

thoughts

You have a family. Kids. A job. A mortgage. A car. Obligations. By most measures - you are stable.

Can AI Lower the Cost of Starting Over?

thoughts

AI is changing what work looks like. Everyone agrees on that. But I think we're asking the wrong question.

The Knowing

thoughts

I was at the gym last week.

We Live in the Present. But We Feel in the Past and Future

thoughts

I watched a film tonight. By morning, the feeling will be gone.

Whose Walk Is It?

thoughts

I was born in 1988. No phones. No internet. When we were bored, we invented our own entertainment. Summer meant one thing: go outside.

AWS Well Architecture Framework

engineering

Building things in the cloud can feel overwhelming. So many choices...

Swappable LLM Architectures: Building Flexible AI Systems

engineering

In today's fast-evolving AI landscape, new models emerge daily, pricing structures change, and performance improvements happen constantly. Building applications...

Automation vs AI Workflows vs AI Agents: Understanding the Differences

engineering

Automation, AI Workflows, and AI Agents - these terms flood our feeds daily, often used interchangeably. But they represent fundamentally different approaches t...

Jenkins Installation

engineering

**Jenkins** - The open-source automation server with hundreds of plugins to support building, deploying, and automating any project.

Go meets Cisco using SSH

engineering

More of Go ==========

Postman Environment Variables

engineering

Using Environment in [Postman](https://www.postman.com/) is one of the best things that we can use during the testing and while playing around with API. Postman...

Python: Script structure

engineering

I decided to make some Python notes. Since there is a ton of information about Python, these notes will be mostly for my reference but if they help anyone - it ...

Python: Simple Email Gmail

engineering

Sometimes it is very useful to have the script that sends notification, when finishes executing, has come to an error or just needs to send some data to you.Thi...

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