Recent Articles
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[[ Read more ]] · 26 minute read
How to Write a Good index.html File
Every web developer has been there: you're starting a new project and staring at an empty file called index.html. You try to remember, which tags were meant to go in the <head> again? Which are the meta tags that are best practice and which ones are deprecated? Recently, I ...
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[[ Read more ]] · 15 minute read
About the Dead Internet Theory and AI
The Dead Internet Theory is a thought that has gained a lot of traction recently. I have to admit, the first time it was explained to me, I felt an eerie realization. Like I had already been experiencing it, but I hadn't paid too much attention to it. The first moment, I felt sc...
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[[ Read more ]] · 13 minute read
The Rise Of Reasoner Models: Scaling Test-Time Compute
A new kind of LLM has recently been popping out everywhere: Reasoner models. Kickstarted by OpenAI's o1 and o3, these models are a bit different from the rest. These models particularly shine when dealing with mathematical problems and coding challenges, where success depends on...
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[[ Read more ]] · 6 minute read
AI in 2024: Year in Review and Predictions for 2025
The past year has been transformative for artificial intelligence, marked by breakthrough innovations, emerging regulations, and a shift toward practical AI tools that enhance productivity. As we look ahead to 2025, let's review the major developments of 2024 and explore what th...
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[[ Read more ]] · 5 minute read
Is the EU Falling Behind in the AI Race?
The recent announcement that Meta's Llama 3.2 Vision models won't be available in the European Union has reignited discussions about the impact of EU regulations on AI innovation and accessibility. This development joins a growing list of AI technologies from major tech companie...
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[[ Read more ]] · 17 minute read
Build an Advanced RAG App: Query Routing
Conclusion In conclusion, Query Routing is a great step towards a more advanced RAG application. It allows to set up a base for a more complex system, where our app can better plan how to best answer questions. Also, Query Routing can be the glue that ties together other advance...
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[[ Read more ]] · 11 minute read
Build an Advanced RAG App: Query Rewriting
The new query now matches with the chunk of information I wanted to get my answer from, giving the LLM a better chance of answering a much better response for my question. Conclusion We have taken our first step out of basic RAG pipelines and into Advanced RAG. Query Rewriting i...
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[[ Read more ]] · 12 minute read
How to build a basic RAG app
Common problems and pitfalls As the title implies, this solution is a basic or naïve RAG implementation. It will empower your application to make the most out of the LLM it’s using and your data. But it won’t work for all cases. These are just some of the most common problems wi...
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[[ Read more ]] · 9 minute read
How to use LLMs: Summarize long documents
And that’s it! You now have a short summary of the most important points of a large document. But before you start processing your whole documentation, there are a few important notes you need to consider: This MapReduce method might not be less expensive than using an LLM with...
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[[ Read more ]] · 9 minute read
Understanding LLMs: Mixture of Experts
Another paper, named Switch Transformers, looked at techniques to reduce communication costs between devices and reduce training instabilities. To optimize parallelism, they proposed to use a single expert approach and reduce the capacity factor to almost all tokens being equall...