Posts by Hussein Mahdi

@Hussein Mahdi

Hussein Mahdi

Research Engineer at @Era-Vision.| .NET | Java | Efficient Deep Learning | Compl...
Iraq husseinmahdi.xyz Joined May 2024
3.7k Points78 Badges8 Connections25 Followers7 Following

Comments by Hussein Mahdi

Aug 31 Articles 5 min read
Why helping everyone around you grow is still the fastest path to career growth—even in the age of AI. Introduction One of the best pieces of career advice I ever received came from my first engineering manager. Early in my career, I was eager to ...
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Aug 31 Articles 6 min read
You snap a quick photo of a vintage bicycle or a used smartphone on Wallapop. In less than 200 milliseconds, without the user perceiving the slightest delay, a real-time cascade of distributed microservices and Machine Learning models springs to life...
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Aug 31 Articles 13 min read
The forger did not defeat the expert. He fulfilled him. In 1892, the director of the Mauritshuis examined a canvas called Diana and her Nymphs and decided it was probably not by Johannes Vermeer of Delft. Abraham Bredius was the most formidable Ve...
Aug 31 Articles 3 min read
Building a backend framework sounds exciting. Until you actually start building one. You quickly discover that routing is probably one of the easiest parts. The difficult questions come afterward: How should dependency injection work? How shou...
Aug 30 Articles 1 min read
Hello CoderLegion 👋🏽 — Ready to Begin My Developer Journey Here I’m thrilled to join CoderLegion! I’m currently on a journey of learning software development, and one core lesson I've already learned is that becoming a developer isn’t about knowin...
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Aug 30 Articles 10 min read
We spend a lot of time asking how intelligent an AI model is. How accurate is it? How fast is inference? How well does it perform against a benchmark? How many parameters does it have? Those questions matter. But when I build AI systems intended...
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Aug 25 Articles 14 min read
Here is a comprehensive, ground-up guide to understanding arrays, blending computer science fundamentals with practical software engineering realities. 1. What Exactly Is an Array? In simple terms: Imagine a row of post office boxes. Each box has a...
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Aug 21 Articles 7 min read
It's been a while since the last post here v3.5, July 10. Since then, three releases have shipped: v3.6.0 a handful of workflow polish items, v3.6.6 a pure dev-loop and CI performance pass, no product surface, and v3.7.0 Commit Review, a local AI pas...
Aug 21 Articles 4 min read
Every doctor has faced it at some point. A patient walks in with a complex history, multiple symptoms, and a stack of records from three different hospitals. The clock is ticking, and the decision they make next could change that person's life. For d...
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Aug 18 Articles 14 min read
Imagine you're building a SaaS platform. Nothing unusual. Just an employee management system. The client says: > "We need employee management." A developer says: > "Sure. I'll build employee CRUD." So the implementation begins. Employee ↓ ...
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Aug 18 Articles 3 min read
If your team already runs an identity provider, the last thing you want is a second login system. You want your apps to trust the identity system you already have — whether that's Keycloak, Auth0, Okta, or Azure AD. OpenID Connect OIDC is the protoco...
Aug 18 Articles 5 min read
A search-augmented agent looks like RAG until the citation list breaks. The first user clicks through, lands on a 404, and the trust budget spends in one impression. Three months of eval work, groundedness and context adherence and factual accuracy a...
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Aug 18 Articles 6 min read
A few weeks ago, I had never touched a mobile core network. I didn't know what an EPC was. I didn't know what AGW stood for. And I definitely didn't understand why someone would want to run a 4G network stack on their laptop. Then I joined the Magm...
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Aug 5 Articles 5 min read
Every time I added a benchmark suite to EvalBench, I used to touch the database. New suite, new columns, a migration, a change to the aggregation query, and usually a change to the frontend so it knew the new metric existed. By the third suite that p...
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Aug 5 Articles 7 min read
Approve the logic once, then let it run the same way forever. > TL;DR: Turn repeatable skill steps into tested scripts instead of prompts, so behavior stays deterministic and cheap. Common Mistake ❌ You ask the AI to repeat the same multi-step tas...
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Jul 26 Articles 3 min read
A calm, sequential guide for anyone entering the field. The article is divided into smaller chapters to make it easier to understand. Deep learning can feel overwhelming at first. You encounter words like gradient, derivative, loss function, activat...
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Jul 22 Articles 2 min read
The Future of Programming: AI, Automation, and Emerging Trends Programming is evolving faster than ever. From wires and logic gates to modern languages like Python and JavaScript, each stage has introduced new ways to solve problems. Today, developer...
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Jul 22 Articles 12 min read
The Architect's Dilemma: When Building It Isn't the Best Solution Every developer knows the thrill: a new project, a blank canvas, the enticing challenge of bringing an idea to life with code. We see a problem, and our instinct screams, "I can buil...
Jul 22 Articles 4 min read
> Quick Answer > ------------ > > OblongFaceShape.com is a facial analysis website that helps users > identify their face shape using AI-powered tools, measurements, and > educational guides. Along with free calculators, the platform provides > hair...
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Jul 22 Articles 6 min read
Model Context Protocol lets assistants call your product with scoped credentials instead of pasted exports. How we are thinking about it in early planning, what we would refuse to expose, and how it differs from letting bots scrape dashboards. An ag...
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