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Adr vs readme vs changelog
Adr, readme and changelog are the most valueable pieces of documentation that a project could? / should? maintain. They provide us with crucial, core informations we need to star and continue effective development. Let us look at them closely. Usually we can keep everything in plain text or better yet use a Markdown format. You can even try and use some linter, highlgihts for easier writing. ADR (Architectural Decision Record) ADR (Architectural Decision Record): Document that holds a single, significant architectural decision. Includes the context, options that were considered, chosen solution with consequences. Serves as a traceable rationale for future reference as well as new team members. Readme txt or…
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The Golden Byte. Most valuable data
The Golden Byte. Most valuable data In data engineering, every byte has a cost but not all bytes are made to be equal ( read Animal Farm by George Orwell). We collect terabytes of data in the form of logs, metrics, cookies, text, pictorues and transactions. Yet only a small portion of this information is truly crucial and drives business outcomes. That fraction is what can call the Golden Byte, single most valuable unit of data that fuels strategic insight and decision-making. Data tiers architecture The Golden Byte embodies the essence of a gold layer in modern data architecture: raw ,curated , aggregated, and business-ready information. It is the outcome…
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First make it work then make it better
First make it work then make it better can sound pretty straight forward and fun. You get to fast prototype something that just „works”. Glue together some pieces and see the rapid progress towards Your goal. Sounds awesome and full and dopamine. In any kind of creative endevour a common trap is waiting for perfect results before launching anything. “First make it work then make it better” isn’t just practical advice, it’s achange in mindset that leads to real results and progress. Whether you’re an entrepreneur, developer or just a creative person. Showing up everyday, consistently, even for a bit, beats talent. If You have trouble with that read about…
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What LLM model to choose ? Check Models.dev
What LLM model to choose ? Considering its size, cost in cloud ( average), tokens per input and other parameters You really need to visit Models.dev — An open-source database of AI models. It is a great one stop shop for many many models to compare and figure out what would You like to use or maybe run locally on your graphic cards GPU 🙂 Huge list of models and it`s parameters How to Choose the Right Model When in doubt visit Models.dev that makes it easier to see all this info in one place so you don’t have to dig through a lot of technical stuff or paperwork. On…
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Popular LLMs training data, what do they use ?
Popular LLMs training data seems to be universal and generic. This is why such models are so popular, they more or less know an answer to everything. But how do they come about to those answers ? What is the source of that ? Where do they get the data from ? Let`s search the web the old fashioned way and find out. Popular LLMs training data types The training data for these models come from all around the world. We humans are the ones that provide it. It is our work that is pushed into a model. LLMs training data reflects carefully curated huge datasets designed to provide high…
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Know Your data. Cost per byte vs value per byte
Cost per byte vs. Value per byte: Rethinking Data Efficiency We are living in an era where nothing gets erased (just archived). Let us dwell on cost per byte vs value per byte of such data. Every byte you store, move, or process has a cost. We focus on cost saving. Data engineering isn’t just about hoarding everything, it’s a calculated risk about understanding whether those bytes are worth to store them. Pro hint – do not fall into the trap of 'let us grab everything and think about it later’. It does make sense until you figure out what is what but then remember to delete it ? Oh…
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AI Slop Is Destroying The Internet – Kurzgesagt – In a Nutshell
AI Slop Is Destroying The Internet Just watch the video and remember on your next 'work’.
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GIT token access issue – use special API url !
GIT token access issue will usually be that You are using a wrong url. When accessing files through the GitLab API using an access token you must use a special API URL, not the regular browser URL you see in firefox when navigating the repository. Using the standard browser URL will not work with API authentication tokens. Why Use the API URL? The regular repository URLs are designed for web browsers and do not support token-based authentication. (They could, but they just don`t :)) The GitLab API requires you to call its specific endpoints, which accept access tokens and return the raw file data or JSON metadata. URL Comparison Parameter…
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Why people do not use Dvorak
Why people do not use Dvorak ? People are stubborn and do NOT LIKE CHANGE. tldr;) People’s stubbornness and environmental factors significantly hinder the adoption of superior systems, as shown by the example of the Dvorak keyboard layout. Dvorak’s design was intended to reduce finger movement, increase typing speed, and reduce fatigue—placing the most frequently used letters on the home row. Sounds cool and sensible ? Because it is. However… Its adoption never came to be. The traditional QWERTY layout still is the established standard, compatibility with existing shortcuts and the high cost in effort and time to retrain millions meant people stuck with what they knew despite evidence that…
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How to get a QR code idea
How to get a QR code idea ? Taking breaks and relaxing is essential for creativity. Masahiro Hara invented the QR code not by working overtime, but while enjoying a simple game of Go. Watching the stones on the board he had an epiphany… a new way to organize information. A simple graphic design. Digital. Coded. It lead him to the invention of a tool that changed the world. The QR CODE. Hara’s story shows that the best ideas often come when the mind is at ease. Instead of forcing solutions, enjoying moments of calm can help new connections form naturally. These quiet times help the brain see things differently.…






















