Yes, AI Wrote This Blog. No, It’s Not Slop: An Amplifier of Intent (Not a Source of Ideas)
Every post and codebase here is built with AI agents—and none of it is slop. Why writing is no longer proof of work, and how I direct 50 hyper-literal agents.
I'm Maciej Marzęta, a software architect and technical leader writing about deterministic AI-native software engineering (Spec-Driven SDLC), high-performance Python, and production systems architecture. All specifications, TDD implementation plans, and code from these articles are available in my GitHub Case Studies repository (about & contact).
Every post and codebase here is built with AI agents—and none of it is slop. Why writing is no longer proof of work, and how I direct 50 hyper-literal agents.
Flagship OLEDs ship like ad billboards. Here is how I stripped 42 bloatware packages across two Sony Bravias, survived an Ethernet DNS brick caused by setupwraith, scaled debloating with flash subagents, and learned a vital living-room UX lesson on our 65" OLED.
Every self-hosted server accumulates quiet 'temporary' workarounds in its docker-compose.yml. Here is what happened when I migrated my 20-container homelab from a 32-bit userland to a native 64-bit Raspberry Pi 5—and why removing legacy hacks is the most satisfying kind of engineering.
Last week threw three massive RCEs and a Certificate Authority breach at the self-hosting world. Here is how I locked down my Raspberry Pi homelab, eliminated 74 critical sub-dependency CVEs down to zero, and automated the whole security loop in under an hour using Gemini 4 Argon (Medium) in AGY.
Real benchmarks from migrating 3 production Python services to UV: 87% faster locks, 50% faster Docker builds. Complete Poetry-to-UV migration guide included.
Rebuilding my own server reminded me that the internet doesn’t have to belong to corporations. Sometimes, running your own cloud is less about tech — and more about taking ownership again.
Degoogle yourself before it's too late!
A couple of months ago, NeoVim became a hot topic on programming X. People were forming something of a cult around it, convincing everyone
As a software engineer, I've seen countless trends come and go in web development. But one thing remains constant: the need for
FastAPI Hitting the Performance Jackpot, Part 1: Asynchronicity. This blog post covers asynchronous aspects of the frameworks and how it's achieved.
In Python, using mutable default arguments can lead to unexpected behavior and memory management issues. In this article, we'll explore a common issue with mutable default arguments and provide a solution using a sentinel value.
I believe humans deserve to know whether content they consume was generated by AI or by other human. Back in 2022, when ChatGPT was
Welcome to a deep dive into an essential tool that's reshaping how we handle secure sessions online - the JSON Web Token (JWT)
the Global Interpreter Lock, or GIL. It's a unique feature of CPython, Python's default interpreter, and it has a significant impact on how we write and optimize multi-threaded Python programs.
Asynchronous programming, popular for web development and I/O-bound tasks, is enhanced by Python's async/await syntax introduced in Python 3.5. This article covers async/await fundamentals with practical examples using Python's built-in features and FastAPI. 🚀
Understanding the Differences Between Parallelism and Concurrency with python asyncio and multiprocessing
Python code performance optimization. EAFP gives a 21% performance increase. List comprehension boosts performance by 5%.
Learn the power of Finite State Machines (FSMs) in designing software systems. Discover real-world examples like traffic lights and other use cases.
Maximising Reliability in FastAPI: Global exception handling with a focus on clean code.