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Comparez l'utilisation mémoire de GGUF, GPTQ, AWQ et EXL2, de la taille du fichier Q4_K_M à la croissance du cache KV et au surcoût du runtime.
La mémoire unifiée permet à un PC IA compact de charger des modèles de la classe 235B qu'aucun GPU seul de 24-32 Go ne peut contenir. Ce que c'est, pourquoi ça marche, et pourquoi
AMD a fait tourner un modèle à 1 trillion de paramètres sur quatre mini PC. La vraie histoire, c'est le tour d'architecture qui le rend vrai, et l'attente de 40 secondes à 4 minute
How do AI models like GameNGen, Oasis, and Genie 3 generate playable games with no game engine? A clear look at how next-frame prediction works, why these worlds drift, and what th
Neural rendering is AI that predicts pixels, lighting, and detail instead of computing them. Here is what it actually means, how DLSS fits, and what is real vs. hype.
Claude Code, Codex CLI, Gemini CLI et Cline comparés sur la flexibilité, l'autonomie, le prix et les benchmarks, ainsi que ce que la fermeture de Gemini CLI en 2026 implique.
Un simple fichier markdown vient d'expliquer à 178,000 développeurs comment faire en sorte que l'IA se comporte bien. Agents de sécurité, règles d'accessibilité, organismes de norm
Un harness d'agent est le logiciel autour d'un LLM qui lui permet d'agir comme un agent. Voici ce qu'est un harness, ses composants et pourquoi il compte plus que le modèle.
Les boucles d'agents IA échouent en production pour six raisons prévisibles, des boucles infinies aux tempêtes de nouvelles tentatives. Voici ce qui casse et le correctif de harnes
J'ai changé mon modèle par défaut dans Claude Code pour Fable 5 dès le premier jour. Trois choses ont vraiment changé dans mon workflow, et une autre est frustrante. Voilà ce que j
OpenCode vs OpenClaw is mostly a choice between a coding agent that works inside your repo and an always-on assistant gateway that connects chat apps, tools, and scheduled actions.
Nick Silver 14 min de lecture 
OpenCode vs Claude Code boils down to a choice between a managed AI coding agent and a coding agent you can run in your own environment. Claude Code is easier to start with because
Nick Silver 13 min de lecture 
Claude Code is still one of the strongest coding agents around, but a lot of developers are now picking tools based on workflow, model access, and long-term cost instead of stickin
Nick Silver 20 min de lecture 
With the ever-rising demand for local LLMs, many users find themselves confused when choosing the most suitable one, but using them isn’t as simple as you might think. Being modera
Jim Schwarz 11 min de lecture 
Choosing a GPU VPS can feel overwhelming when you’re staring at spec sheets filled with numbers. Core counts jump from 2,560 to 21,760, but what does that mean? A CUDA core is a pa
Rexa Cyrus 14 min de lecture 
If your plan is to buy a new GPU to stop seeing out-of-memory errors, 5070 Ti vs 5080 is the wrong argument. Both cards land on 16 GB of VRAM, and that capacity limit shows up in d
Nick Silver 13 min de lecture 
If you’re deciding H100 vs RTX 4090 for AI, keep in mind that most “benchmarks” don’t matter until your model and cache actually fit in VRAM. RTX 4090 is the sweet spot for single-
Nick Silver 11 min de lecture 
In recent years, artificial intelligence (AI) has dramatically reshaped the way we approach a variety of tasks, from content creation and technical problem-solving to coding and re
Nick Silver 8 min de lecture 
Ensemble learning is a machine learning technique where it combines two or more learners to make better predictions. Learner is the algorithm or process that takes in data and lear
Ivy Johnson 8 min de lecture 
One of, if not the most important, aspect of machine learning is achieving accurate and reliable predictions. One innovative approach for this goal that has gained prominence is Bo
Nick Silver 11 min de lecture 
When OpenAI introduced ChatGPT to the public in November 2022, it quickly became a widespread phenomenon, with possibilities that truly felt endless. Through continuous development
Allan Van Kirk 11 min de lecture 
Machine learning and its subcategory, deep learning, require a substantial amount of computational power that can only be provided by GPUs. However, any GPU won’t do, so here are t
Nick Silver 9 min de lecture 