Posts by Hamdane Khiari

@Hamdane Khiari

Hamdane Khiari

cluses Joined March 2026
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Posts by Hamdane Khiari

Hamdane Khiari in Articles 1 min read
When we start developing, we may think that code is the most important part. As we progress with React, JavaScript, or frameworks, we often believe that we are going to build good projects. But over time, we may come to understand that analyzing a p...
Hamdane Khiari in Articles 1 min read
Today, AI is mostly used for surface-level tasks: correcting an email, rephrasing an idea, or making a logo. This is a very limited use compared to the tool's potential. At its core, without getting into the details of how it works, AI is a huge data...
Hamdane Khiari in Articles 2 min read
The current educational model is standardized. For 200 students in the same institution following the same specialty, the curriculum is limited to broad outlines applied uniformly at a national level. This is mass programming: a rigid mold, designed ...
Hamdane Khiari in Articles 2 min read
The world of software development relies on an implicit principle: complexity is a cause of protection. We have long assumed that if a system is sufficiently vast and convoluted, the cost of finding a critical flaw would remain prohibitive for almost...
Hamdane Khiari in Articles 3 min read
In my previous article, I explored the idea of an AI researcher that reads what matters — not everything. Today, let's zoom out and address a deeper issue. We get the impression that more data = better AI, and that it will become more performant. Eac...
Hamdane Khiari in Articles 4 min read
In the previous articles, we laid the groundwork. We talked about an AI that doesn't know what it doesn't know. An AI that lacks doubt — that ability to stop and say "wait, I'm not sure." We talked about an AI that reproduces code patterns without un...
Hamdane Khiari in Articles 2 min read
Let's set the debate: on one side, those for whom AI writes bad code. On the other, those for whom AI has revolutionized their workflow, they move ten times faster, the question is settled. Both sides are potentially asking the wrong question. Th...
Hamdane Khiari in Articles 3 min read
In the two previous articles, we identified two problems. The first: LLMs don't always know when they're wrong — they generate, invent, fill the gap, sometimes without the slightest warning signal. The second: in the physical world, this behavior bec...
Hamdane Khiari in Articles 3 min read
There's something strange about the way we talk about artificial intelligence right now. We keep hearing that models will soon "take control" of physical machines — robots, self-driving cars, industrial drones. As if AI only needed a little more comp...
Hamdane Khiari in Articles 1 min read
Today's AI doesn't "think" — it operates as a statistical estimation engine. It projects concepts into a complex vector space, where each word is a coordinate. The model learns to estimate the continuation of a sequence by calculating probabilities f...
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