GGUF, GPTQ, AWQ, EXL2: Bagaimana Format Kuantisasi LLM Sebenarnya Menggunakan Memori
Bandingkan penggunaan memori GGUF, GPTQ, AWQ, dan EXL2, dari ukuran file Q4_K_M hingga pertumbuhan KV cache dan overhead runtime.
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Bandingkan penggunaan memori GGUF, GPTQ, AWQ, dan EXL2, dari ukuran file Q4_K_M hingga pertumbuhan KV cache dan overhead runtime.
Unified memory memungkinkan PC AI yang kompak memuat model kelas 235B yang tidak dapat ditampung oleh satu GPU 24-32GB pun. Apa itu, mengapa ini bekerja, dan mengapa lebih besar ti
AMD menjalankan model berparameter 1 triliun di empat mini PC. Kisah sebenarnya adalah trik arsitektur yang membuatnya benar, dan penantian 40 detik sampai 4 menit yang dilewatkan
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, dan Cline dibandingkan dari sisi fleksibilitas, otonomi, harga, dan benchmark, plus apa arti penutupan Gemini CLI pada 2026.
Satu file markdown baru saja memberi tahu 178.000 developer cara membuat AI berperilaku. Agen keamanan, aturan aksesibilitas, badan standar, apa yang sebenarnya terjadi.
Agent harness adalah perangkat lunak di sekitar LLM yang membuatnya berperilaku seperti agent. Berikut adalah apa itu harness, komponennya, dan mengapa ia lebih penting dari model.
Loop AI agent gagal di produksi karena enam alasan yang dapat diprediksi, mulai dari infinite loop hingga retry storm. Berikut apa yang rusak dan solusi harness untuk masing-masing
Saya mengganti default Claude Code ke Fable 5 di hari pertama. Tiga hal benar-benar berubah dalam alur kerja saya, dan satu hal membuat frustrasi. Inilah pendapat jujur saya.
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