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Building SaaS tools usually means paying for server compute, especially when handling file processing and ZIP generation. But as a solo developer, I wanted to build a high-performance tool for creators without racking up AWS bills. So, I built AssetForge Labs—a digital product packager and SEO gener
نظرة مؤسس عربي بتمويل ذاتي على الفجوة بين Shopify وSalla، ولماذا "البدء مجاناً" في عالمنا العربي أهم بكثير مما يعترف به النقاش العام. في عام 2026، ما زال التاجر في القاهرة أو عمّان أو دبي عاجزاً عن إطلاق متجر إلكتروني جدّي بنفس السهولة التي يفعلها التاجر في تورنتو أو برلين. تبدو الجملة دراماتيكية. أ
India’s Digital Future Is Moving Faster Than Its Laws Artificial Intelligence can now generate art, clone voices, imitate personalities, and create highly convincing deepfakes within seconds. Yet, many of these emerging issues are still being governed through legal interpretation of statutes enacted
The Tesla P40 is a seductive piece of hardware: 24GB of VRAM for a fraction of the cost of a modern RTX card. But after three weeks of fighting with it, I realized that the "budget" part of the equation doesn't include the cost of my sanity. I spent more time debugging QEMU assertion errors and PCI
Cross-border subsidiary tracing on a Polish logistics target highlighted the systemic delay built into global corporate data aggregators. The legacy paid databases listed the Warsaw parent company as active but showed zero ownership modifications for over eighteen months. In reality, the Krajowy Rej
What happens when you migrate a system tool from pure Node.js to Go, strip out the standard GC-heavy paths, and force a file system engine to hit 0 allocs/op? You get ForgeZero (fz) — an open-source bare-metal system software builder created by @AlexVoste. Designed to eliminate bloated Makefiles for
My organisation recently underwent a major restructuring. In a matter of weeks, my team doubled in size and multiplied its responsibilities: we went from supporting a handful of AWS accounts to owning infrastructure across several product lines and (together with other infra teams) being in charge o
Not because I wanted to — but because every tool I tried on ARM edge devices either needed the cloud, needed a GPU, or needed more RAM than the service it was supposed to be watching. So this post isn't really about Cerberus. It's about the problem it forced me to actually understand: what does anom
RDKit has been the dominant cheminformatics library since its open-source release in 2006. It is written in C++, wrapped in Python, and has accumulated nearly two decades of validated chemistry: SMILES and SMARTS parsing, multiple fingerprint types, 2D coordinate generation, 3D conformer generation,
I saw some posts where people complained about having too many tabs open and constantly switching between basic tools like JWT decoder, Base64 encoder/decoder, data generators, API client, editor, and so on. I can relate, because that’s exactly what I was dealing with a few months ago. So I started
Linux allows users to: Switch to another user Run commands as another user Get administrative access securely Main commands: su sudo 1. su Command Meaning su = substitute user Used to switch from one user to another. Basic Syntax su username Example su devuser System asks: Password: Requires target
The sudoers configuration controls: Who can use sudo Which commands users can run Security and privilege management Main configuration file: /etc/sudoers What is sudo? sudo means: Super User DO Allows normal users to run commands with elevated privileges. Example: sudo apt update Sudoers File Main f
I’ve been thinking a lot about a failure mode in AI-assisted development that does not fit neatly into “bad code” or “bad prompting.” The agent can be useful. And the repo can still become less trustworthy. Most AI coding conversations still orbit the agent itself: How do we improve its context? How
There is an old idea in economics called Goodhart's Law: when a measure becomes METR just published numbers that show AI agents discovering Goodhart's Law the That is not a bug in one model. It is a structural consequence of optimizing for Here is a quote from METR's May 2026 Frontier Risk Report, c
The Question Every Networking Student Eventually Asks After learning the OSI Model, most students discover something surprising: The internet doesn't actually run on the OSI Model. Instead, modern networks operate using the TCP/IP Model, a separate networking framework with only four layers. This of
If you've ever built an automated script like a Python crypto price scraper, a daily backup script, or an RSS archiver, you probably felt like a genius right up until the moment it failed to run. You set up your crontab perfectly. You told it to run every day at 6:30 PM. You tested the script in you
Multi-agent systems are no longer a research curiosity confined to academic papers and lab demos. They are rapidly becoming the backbone of a new generation of productivity tools — ones that don't just assist humans but actively collaborate with them, break down complex goals, and execute multi-step
Evaluate AI agent quality with LLM-as-Judge and trajectory analysis. Catch silent failures, wasted tokens, and hallucinations before production. Python tutorial with code. Your AI agent just returned "BA117 at 7PM ($450)" - correct answer, 5-star rating. What you didn't see: it made 3 unnecessary AP
The Launch July 2025: I spent months building DevHub, a gamified Notion system for developers. Launch day expectations: 100+ sales first week Viral Reddit post Product Hunt success Reality: 18 views on launch day 2 sales total Crickets on Product Hunt Then I vanished for 4 months. Not because I gave
[Sofi_Log: #009] Deep inside Sukhumvit Soi 39, in the freezing AC of a beauty clinic's VIP room. Right now, the latest Exosome IV drip is flowing straight into my veins, while the thermal shocks of HIFU (High-Intensity Focused Ultrasound) are mercilessly blasting my face. Does it hurt? Please. This
