GGUF, GPTQ, AWQ, EXL2: come i formati di quantizzazione degli LLM usano davvero la memoria
Confronta l'uso di memoria di GGUF, GPTQ, AWQ ed EXL2, dalla dimensione del file Q4_K_M alla crescita della cache KV e all'overhead di runtime.
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Confronta l'uso di memoria di GGUF, GPTQ, AWQ ed EXL2, dalla dimensione del file Q4_K_M alla crescita della cache KV e all'overhead di runtime.
La memoria unificata permette a un PC AI compatto di caricare modelli di classe 235B che nessuna singola GPU da 24-32GB può contenere. Cos'è, perché funziona e perché più grande no
AMD ha fatto girare un modello da 1 mille miliardi di parametri su quattro mini PC. La vera storia è il trucco architetturale che lo rende vero, e l'attesa da 40 secondi a 4 minuti
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 e Cline a confronto su flessibilità, autonomia, prezzi e benchmark, oltre a cosa significa la chiusura di Gemini CLI nel 2026.
Un singolo file markdown ha appena spiegato a 178.000 sviluppatori come far comportare bene l'AI. Agenti di sicurezza, regole di accessibilità, enti di standardizzazione: cosa sta
Un agent harness è il software attorno a un LLM che lo fa agire come un agente. Ecco cos'è un harness, i suoi componenti, e perché conta di più del modello.
I loop degli agenti AI falliscono in produzione per sei motivi prevedibili, dai loop infiniti alle retry storm. Ecco cosa si rompe e come correggerlo con il giusto harness.
Ho cambiato il mio modello predefinito in Claude Code a Fable 5 il primo giorno. Tre cose sono genuinamente cambiate nel mio flusso di lavoro, e una è frustrante. Ecco la mia vera
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.
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
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
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
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
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
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-
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
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
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
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
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