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Compare o uso de memória de GGUF, GPTQ, AWQ e EXL2, do tamanho de arquivo Q4_K_M ao crescimento do cache KV e ao overhead de runtime.
A memória unificada permite que um PC de IA compacto carregue modelos da classe 235B que nenhuma GPU única de 24-32GB consegue armazenar. O que é, por que funciona e por que maior
A AMD executou um modelo de 1 trilião de parâmetros em quatro mini PCs. A verdadeira história é o truque de arquitetura que o torna verdade, e a espera de 40 segundos a 4 minutos q
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 comparados em flexibilidade, autonomia, preços e benchmarks, além do que o encerramento do Gemini CLI em 2026 significa.
Um único ficheiro markdown acabou de dizer a 178.000 programadores como fazer a IA comportar-se. Agentes de segurança, regras de acessibilidade, organismos de normalização, o que e
Um agent harness é o software ao redor de um LLM que o faz agir como um agente. Aqui está o que é um harness, seus componentes e por que ele importa mais do que o modelo.
Os loops de agentes de IA falham em produção por seis razões previsíveis, desde loops infinitos a tempestades de retry. Aqui está o que falha e como corrigir com o harness.
Mudei meu padrão do Claude Code para Fable 5 no primeiro dia. Três coisas genuinamente mudaram no meu fluxo de trabalho, e uma é frustrante. Esta é minha avaliação real.
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 leitura 
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 leitura 
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 leitura 
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 leitura 
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 leitura 
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 leitura 
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 leitura 
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 leitura 
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 leitura 
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 leitura 
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 leitura 
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 leitura 