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Spaceout

beyond excelsior

Software development, application and system architecture

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Luke Celitan

Hello everybody 👋 ! My name is Luke and I am the creator and owner of the spaceout.pl. Personally, I am a big geek with huge love for Star Wars, Marvel and DC comic books, Funk and 80s music. I take most of my design inspiration from offline experiences like going to art museums, galleries and working with other creative people on various projects. I also work with various Activist and NGO groups as a pro-bono designer and developer.

Link to $https://www.facebook.com/spaceout/Link to $https://twitter.com/spaceout.plLink to $https://www.instagram.com/spaceout.pl/Link to $https://huggingface.co/MassivDashLink to $https://bsky.app/profile/lukecelitan.bsky.social
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The Sovereign Workstation Agent: Building a Native AI Platform with llama.cpp, Rust, and Linux

The industry keeps selling you bigger cloud models. Here's why I built my daily agent to run entirely on my own machine — in Rust, on llama.cpp — and what that buys you that no API ever will

type: post, reading time: 6 min
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AI Can't Count

I benchmarked 21 language models on plain arithmetic. Only the slow, expensive ones could add a column of numbers — and here's why that should change how you build

type: post, reading time: 8 min
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Building Evolutionary Architectures

Fitness Functions, Architectural Quanta, and How an Architect Finally Wins the Quality Argument Without Having It

type: post, reading time: 7 min
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Vibe-coding kotlin into the play store

Vibe-coding an Android app into the Play Store taught me the code was the easy part

type: post, reading time: 6 min
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The Rise of the Solo Dev Army

AI Tools, The End of Collaboration, and the Future of Software Development

type: post, reading time: 7 min
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The Great Correction - Why Production AI Left the LLM Bubble Behind

Clem Delangue (HuggingFace CEO) claims we're in an LLM bubble—not an AI bubble—and the download stats back him up. Discover what gets deployed in the real world - why encoder-only models, vision, time series, document, graph, and code models outsell LLMs, and how practitioners compose practical stacks for actual workloads.

type: post, reading time: 6 min
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MCP Servers

Uncover everything about MCP servers—from USB-C analogies for AI to advanced protocol, practical code, and real-world enterprise workflows. Beginner-friendly, expert-depth, packed with examples and best practices.

type: post, reading time: 6 min
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Vector Databases From Layman to Professional

Vector Databases and the Modern Data Stack: From Layman to Professional (With Netflix Case Study and Lakehouse Integration) 1. Introduction…

type: post, reading time: 7 min
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Docker vs Podman, 2025 field guide with community insights

Docker, known for portability, competes with daemon-less Podman, which emphasizes security and simplicity, in the evolving containerization field

type: post, reading time: 7 min
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Beware of the Hype Train

A deep dive into the risks and realities of investing in hyped-up technologies and frameworks.

type: post, reading time: 7 min
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Basic Ubuntu Guy

A collection of wallpapers for desktop, mobile and tablet, volume 1

type: project, reading time: 1 min
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Scaling SQL Databases.

A comprehensive, hands-on guide to scaling SQL databases for modern applications. Dive deep into distributed challenges, sharding strategies, query optimization, real-world case studies, and actionable best practices—all illustrated with TypeScript code.

type: post, reading time: 5 min

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