Adrian Galik
Solution Architect
Articles
- Artificial Intelligence4 min read
Beyond the Simple Prompt: What Is an Agentic Workflow and Why It Revolutionizes Working with LLMs
A single prompt hits a ceiling when facing complex business logic. Discover how Agentic Workflows, the ReAct pattern, and self-correction loops revolutionize LLM architectures, turning static text generation into an iterative engineering process.
- Python5 min read
Object-Oriented Programming in Python: Classes, Inheritance, and the Hidden Power of Dunder Methods
Discover the nuances of OOP in Python. Learn why the lack of access modifiers is a feature, how MRO works under the hood, how to leverage dunder methods, and when to use modern @dataclass.
- Technology4 min read
RAM vs. SSD: Why do you need both a desk and a filing cabinet?
Why does a computer have two types of memory? We explain the difference between RAM and an SSD using a simple analogy of a desk and a filing cabinet. Learn the basics of hardware.
- Technology4 min read
How does a CPU work? Meet the fastest chef in the world
Want to understand how a CPU works without wading through quantum physics and silicon? Meet the chef analogy that explains the Fetch-Decode-Execute cycle in a simple way.
- Python4 min read
Virtual Environments and Dependency Management in Python: From venv to Poetry
Learn how to professionally manage dependencies and environments in Python. We compare the classic venv and pip duo with modern Poetry, showing how to ensure reproducible builds in a team.
- Artificial Intelligence4 min read
How to Write ChatGPT Prompts That Actually Work: Meet the R-C-K-F Framework
Is ChatGPT too generic, wordy, or just plain wrong? The problem isn't the AI—it's how you talk to it. Discover the simple R-C-K-F framework that will transform your prompting and help you squeeze the absolute maximum out of large language models.
- Artificial Intelligence5 min read
ChatGPT Demystified: What It Is and How to Actually Use It in Daily Work
ChatGPT can sound incredibly natural and help with dozens of tasks. Learn how this model works and how to write precise prompts so it stops giving generic answers and becomes your ultimate assistant.
- Programming7 min read
AI Agent Architecture Under the Microscope: From the PDA Loop to the BDI Model and Design Patterns
How is an intelligent agent built from the inside? Explore the classic Perceive-Decide-Act loop, the BDI model, and design patterns that help tame chaos in autonomous systems code.
- Artificial Intelligence4 min read
Deep Learning without Magic: How Deep Neural Networks Really Work
Machine Learning is just the beginning. Meet Deep Learning – the technology behind ChatGPT, autonomous cars, and facial recognition. We explain how neural networks work without the academic jargon.
- Python5 min read
Python Basics: Syntax, Data Types, and Best Coding Practices
Understanding Python syntax and data types is an absolute foundation. Learn how to write clean, Pythonic code, how type hints work, and how to optimally use built-in collections.
- Artificial Intelligence5 min read
How Does Machine Learning Work? From Raw Data to a Working Model
Want to understand how computers learn without direct programming? We explain the mechanisms behind machine learning: from data and algorithms to mathematical optimization.
- Artificial Intelligence5 min read
Atlas and Comet – Next-Gen AI Browsers. Should Chrome Be Worried?
The web browser market has been stagnant for years. However, the arrival of OpenAI's Atlas and Perplexity's Comet could completely change how we use the web. Discover what these tools can do and whether they will threaten Google Chrome's dominance.
- Artificial Intelligence5 min read
Demystifying AI: What Artificial Intelligence Really Is and How It Works Under the Hood
Artificial intelligence is the buzzword of our time. But what lies under the hood of algorithms like ChatGPT or Tesla's autonomous systems? Let's explore how AI processes data, how it differs from machine learning, and why it is pure mathematics rather than magic.
- Python5 min read
Why Python Dominated IT? Architecture, Capabilities, and the Dark Side of the Language
Python is the undisputed king of AI and data analysis. Learn why this easy-to-learn language powers the systems of tech giants, how it handles performance limitations under the hood, and when you should choose a different tool.
- Artificial Intelligence3 min read
Vector Databases Demystified: How They Work and Why AI Can't Live Without Them
Traditional databases excel at tables but fail at semantic meaning. Discover vector databases—the foundation of modern AI, RAG systems, and semantic search. Learn how they work and why they are revolutionizing data engineering.
- Cloud4 min read
AWS vs Azure vs GCP – Which Cloud to Choose? A Practical Comparison of the Giants
AWS, Azure, or GCP? While all three giants offer virtual machines and databases, the devil is in the details. We compare their services, costs, and ecosystems to help you make the right choice.
- Cloud5 min read
Cloud Computing Demystified: Models, Types, and AWS vs Azure vs GCP Comparison
Instead of buying and maintaining your own servers, you simply rent computing power. We explain how cloud computing works, the differences between IaaS, PaaS, and SaaS, and which of the giants – AWS, Azure, or GCP – is best suited for your project.
- Artificial Intelligence5 min read
AI Agents: What Are They and Why Every Developer Needs to Know Them
Discover the world of AI agents. Learn how they differ from classic code and LLMs, how they work in practice, and why designing agentic systems is a key skill for modern software engineers.
- Programming5 min read
Computational Complexity in Practice: How to Really Measure Code Performance
Your code works great for 10 records, but can it handle 10 million? Learn how to use computational complexity and Big-O notation to precisely measure and predict algorithm performance without using a stopwatch.
- Home1 min read
Welcome to byteway.pl – Your Path Through Code, Data, and Cloud Architecture
When coding stops being just about writing syntax, true systems engineering begins. Welcome to byteway.pl – a place where we combine programming, data architecture, and cloud in a practical way, without the marketing hype.