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Rebeauty Atlas는 Medium에 공개된 아티클을 자동 수집해 AI·디자인·마케팅·경제·의료 등 주제별 태그·트랙·위키로 정리하는 리서치 아카이브입니다.

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Articles · Rebeauty Atlas

AI TCH

AN Angel Merino · CodeToDeploy

Supercharge Your Local LLM: Unlocking MTP in llama.cpp

Stop waiting for tokens. Learn how to activate Multi-Token Prediction and accelerate your local AI agent without extra hardware.

Jul 17, 2026 · 4 min read · 39 claps #llama-cpp #qwen #python

Supercharge Your Local LLM: Unlocking MTP in llama.cpp

AI MDA SPT

AN Andrew Zhu

Counter Intuitive, How Could GGUF Q8 Be Faster Than Q6 and Q4?

You’re running a large language model locally. You want speed with limited VRAM, as most of the community suggested, you pick Q4…

Jul 17, 2026 · 8 min read · 12 claps paywalled #artificial-intelligence #ai-agent #llm

Counter Intuitive, How Could GGUF Q8 Be Faster Than Q6 and Q4?

AI SPT

PC Pcannon Avi

Meet NIKI: The Local AI Companion That Feels Alive

Running state-of-the-art speech, memory, and emotions entirely offline.

Jul 16, 2026 · 4 min read · 0 claps #ai-companion #llm-agent #llama-cpp

Meet NIKI: The Local AI Companion That Feels Alive

AI SPT

GI Gian Luca Bailo · AI Advances

Running a 35B LLM at 128K Context, Full Speed, on €870 of Used Hardware — No Cloud Required

How a €870 used-GPU box runs a 35B model at full speed all the way to 128K context — and what I learned measuring the upgrade, including…

Jul 16, 2026 · 13 min read · 112 claps #local-llm #artificial-intelligence #ai

Running a 35B LLM at 128K Context, Full Speed, on €870 of Used Hardware — No Cloud Required

AI

JO Jordan

Understanding MLX vs. GGUF for Local AI on Apple Devices

When getting started with local AI on a Mac or iOS device, two common inference ecosystems you will encounter are MLX and llama.cpp. And…

Jul 15, 2026 · 3 min read · 0 claps #ai #localai #mlx

Understanding MLX vs. GGUF for Local AI on Apple Devices

AI HUM TCH SPR

LU Lucy

The Open-Source Empire’s Faith Crisis — After the Llama 4 Cheating Scandal, What’s Left of Meta’s…

From “Open-Source Champion” to “Benchmark Fraud”

Jul 13, 2026 · 4 min read · 0 claps #meta #llama-cpp #ai

The Open-Source Empire’s Faith Crisis — After the Llama 4 Cheating Scandal, What’s Left of Meta’s…

AI MKT

FE Fellipe Gomes · Data Hackers

Como criar um agente com LLM local de graça e sem depender de APIs

Neste post vamos rodar o modelo Qwen2.5 completamente offline em um Mac de uso pessoal, expô-lo como uma API OpenAI-compatible localmente e…

Jul 10, 2026 · 8 min read · 0 claps #ai-agent #langchain #llm

Como criar um agente com LLM local de graça e sem depender de APIs

AI

AN Andrew Zhu

DFlash Just Landed in llama.cpp: Worth to Upgrade to Get Speed Boost?

Three months ago, if you asked me what was holding back local LLM inference on consumer hardware, I’d say: too slow, especially for dense…

Jul 10, 2026 · 5 min read · 273 claps paywalled #llama-cpp #artificial-intelligence #localai

DFlash Just Landed in llama.cpp: Worth to Upgrade to Get Speed Boost?

AI GEN LIF

KR Krasimir Karamazov

What Should I Wear Tonight” — and Other Things AI Is Actually Good At

**Why the Best AI Pipeline for you is probably not the one every Reddit thread is raving about (nothing against Reddit, love ya big R)

Jul 07, 2026 · 10 min read · 4 claps #ai #local-llm #llama-cpp

What Should I Wear Tonight” — and Other Things AI Is Actually Good At

AI ECO DSN SCI

IM Imran Khan · ILLUMINATION

Evaluating Small Local LLMs for Spatial Tasks in Blender

The primary objective of this experiment was to evaluate the efficacy of small, localized large language models (LLMs) in delivering…

Jul 05, 2026 · 3 min read · 154 claps paywalled #local-llm #generative-ai-market #blender

Evaluating Small Local LLMs for Spatial Tasks in Blender

SPT MDA AI

MI Minyang Chen

Gemma-4–12B: Achieve Up to 2x Inference Speed Gains with Zero Hardware Cost via MTP

I was impressed last week by Google’s release of the new Gemma model, which introduced multiple groundbreaking features and optimizations.

Jun 14, 2026 · 19 min read · 1 claps paywalled #tpm #multi-token-prediction #gemma-4-12b

Gemma-4–12B: Achieve Up to 2x Inference Speed Gains with Zero Hardware Cost via MTP

AI

DR Dr. Jarkko Moilanen · AI Agent First Data Product Standards

Data Product SDK v0.2.3: Local GGUF Generation with Embedded llama.cpp

The Data Product SDK is moving toward a simple goal: make data product work easier to generate, validate, review, and reuse. Earlier…

Jun 14, 2026 · 5 min read · 1 claps #odp #llama-cpp #data-product-sdk

Data Product SDK v0.2.3: Local GGUF Generation with Embedded llama.cpp

ART HUM AI SCI

MA Manish Immadisetty

I Built an LLM Inference Engine on a 15 year old GPU and the Math was the Easy Part

There’s a fun lie that gets talked about AI engineering, that the hard part is the machine learning. The math. The architecture. The loss…

Jun 10, 2026 · 23 min read · 4 claps #llm #cuda #vllm

I Built an LLM Inference Engine on a 15 year old GPU and the Math was the Easy Part

AI TCH

SH Shriom Tripathi

llama.cpp: CPU Inference for LLMs on Consumer Hardware

Why CPU Inference on Consumer Hardware Works Now (And Why It Shouldn’t)

Jun 10, 2026 · 11 min read · 0 claps #llm #llama-cpp #model-quantization

llama.cpp: CPU Inference for LLMs on Consumer Hardware

AI SPT HUM MDA

GI Gian Luca Bailo · AI Advances

Running 26B and 35B LLMs at Full Speed on €990 of Used Hardware — No Cloud Required

How a secondhand gaming PC keeps pace with a single RTX 3090 for local AI inference — and what I learned measuring it honestly, including…

Jun 10, 2026 · 10 min read · 178 claps #local-llm #ai #llama-cpp

Running 26B and 35B LLMs at Full Speed on €990 of Used Hardware — No Cloud Required

AI TCH SPT

TA Taranpreet Singh

Your Own Private Claude: Running Qwen3-Coder-Next Locally as a Coding Agent

Run an 80B coding agent on your own GPU — private, offline, and free of token costs.

Jun 03, 2026 · 11 min read · 0 claps #local-llm #qwen3-coder-next #ai-coding-agent

Your Own Private Claude: Running Qwen3-Coder-Next Locally as a Coding Agent

AI SPT

FA Fabio Matricardi · Artificial INTEL-ligence Playground

Llama.cpp has now a website. And running a local AI will never be so easy!

A new app and a new website to bring generative AI to every computer in the world

Jun 02, 2026 · 12 min read · 677 claps paywalled #llamaapp #local-gpt #your-ai-your-rules

Llama.cpp has now a website. And running a local AI will never be so easy!

AI TCH

AN Angel Merino · Towards AI

Ditch the Cloud: Build a Free, Local AI Coding Agent with llama.cpp

How to use local models to perform in your daily work without losing your PC’s performance.

May 30, 2026 · 6 min read · 18 claps #llama-cpp #open-code #qwen

Ditch the Cloud: Build a Free, Local AI Coding Agent with llama.cpp

AI TCH

AL Algomaster · Towards Agentic AI

Speculative Decoding on a MacBook: How MTP Landed in llama.cpp

Multi-token prediction has moved from research demos to real local inference on Apple Silicon — and the speedup you actually get depends…

May 29, 2026 · 8 min read · 50 claps paywalled #llama-cpp #apple-silicon #local-llm

Speculative Decoding on a MacBook: How MTP Landed in llama.cpp

AI

ML MLBoy

Local LLM on iPhone: which runtime is actually fastest?

Four on-device runtimes, same models, same prompt, same harness — on a real iPhone 17 Pro.

May 28, 2026 · 4 min read · 6 claps #mlx #llama-cpp #coreml

Local LLM on iPhone: which runtime is actually fastest?

AI

AN Andrew Zhu

The New MTP Merge to llama.cpp

A Journey to Make MTP with llama.cpp Run Qwen3.6–27B

May 21, 2026 · 6 min read · 0 claps paywalled #ai-agent #localai #llama-cpp

AI

AN Andrew Zhu

The Only Correct Way to Use llama.cpp with Qwen3.6–27B

How a <think> Tag Nearly Drove Me Insane

May 19, 2026 · 6 min read · 4 claps paywalled #llama-cpp #ai-agent #llm

The Only Correct Way to Use llama.cpp with Qwen3.6–27B

AI

SA Sam Cheng

llama.cpp-turboquant Qwopus-3.6–35b-a3b

本篇目標:

May 18, 2026 · 6 min read · 0 claps #llama-cpp #qwen #self-hosting

AI

MI Minyang Chen

Agentic Quantized Models Benchmark / Evaluation (AQBE)

The rise of local AI is a significant trend, but choosing between quantized models (lower precision) and full-precision models (higher…

May 16, 2026 · 13 min read · 50 claps paywalled #llama-cpp #quantized-models #gguf

Agentic Quantized Models Benchmark / Evaluation (AQBE)

AI GEN TCH SPR

AN Andrew Zhu

4 llama.cpp Settings That Matter But Nobody Talks About

I spent an hour debugging a frozen server. Here is what I learned

May 12, 2026 · 4 min read · 3 claps paywalled #llama-cpp #llm #ai-agent

MDA AI

MI Minyang Chen

Run Qwen3.6-35B-A3B on 6GB VRAM Using Llama.cpp (~30 tps)

In 2026, the latest release of the Qwen3.6–35B-A3B AI model, combined with recent updates to Llama.cpp, marks a significant improvement…

May 10, 2026 · 8 min read · 217 claps paywalled #llama-cpp #qwen3-6-35b-a3b #local-ai-deployment

Run Qwen3.6-35B-A3B on 6GB VRAM Using Llama.cpp (~30 tps)

AI TCH SPT

LO Louis Duran

Fastest (LLM) Lap in a reasonably priced Card!

I’ve been running local LLMs on my Intel ARC B580 for a while now using the Vulkan backend in LM Studio on Cachy Linux. It works, but I…

May 05, 2026 · 8 min read · 1 claps #llm #intel-arc #b580

Fastest (LLM) Lap in a reasonably priced Card!

AI TCH

CH Christoph Schweres · rigel-computer.com

Coding-AI. Lokal. Unabhängig.

OpenCode mit llama.cpp und Docker: Knifflige Hürden — und wie man sie überwindet.

May 04, 2026 · 8 min read · 10 claps #open-code #localai #genai

AI SPT

SH Shashwat · Artificial Intelligence in Plain English

How to Actually Fix Your Gemma 4 Local AI Agent

Tried, and got into an infinite loop? Here’s the fix.

Apr 30, 2026 · 4 min read · 119 claps paywalled #artificial-intelligence #gemma-4 #local-llm

How to Actually Fix Your Gemma 4 Local AI Agent

AI

MI Michael Hannecke

Llama.cpp vs MLX on Apple Mx

Why MLX Has Fewer Parameters Than llama.cpp, and Why That Doesn’t Make It Worse

Apr 28, 2026 · 10 min read · 61 claps #apple-silicon #llama-cpp #mlx

AI

AR Arif Nurhidayat

Run OpenAI Codex on Your Own Qwen Model (llama.cpp on AMD) — Friendly Guide

You already have ROCm. Here’s how to add llama.cpp, download Qwen3.6, connect Codex, fix a common “400” error, and optionally add gstack…

Apr 27, 2026 · 7 min read · 0 claps #openai-codex #llama-cpp #rocm

MDA AI

YI Yin & Yang

The Cloud Isn’t the Only Place for Frontier AI Anymore

How I ran a 35B model locally and why that changes everything. TurboQuant, KV Cache Compression, and the Shift Toward Personal AI…

Apr 19, 2026 · 6 min read · 0 claps #turbo-quant #llama-cpp #qwen36

The Cloud Isn’t the Only Place for Frontier AI Anymore

HUM AI

SH Shashwat · Tech and AI Guild

I Ran A Local LLM on a 4GB RAM Laptop(Only CPU, NO GPU)

Was I able to actually run something?

Apr 16, 2026 · 3 min read · 387 claps paywalled #local-llm #llama-cpp #developer-tools

AI

RE Rene Zander · Artificial Intelligence in Plain English

What llama.cpp’s Pace Tells You About On-Prem LLM Readiness

Your team asked for GPU budget for self-hosted inference. You said “not yet” because last time you checked, the tooling wasn’t…

Apr 14, 2026 · 3 min read · 0 claps #self-hosted #discussion #ai-infrastructure

What llama.cpp’s Pace Tells You About On-Prem LLM Readiness

AI

AN Andrew Zhu

GGUF Quantization Explained: From the Bottom Up

A practical guide to understand GGUF Quantization

Mar 16, 2026 · 5 min read · 14 claps paywalled #ai #gguf #llama-cpp

GGUF Quantization Explained: From the Bottom Up

AI HUM SPT

MU Muhammad Abdullah · John Snow Labs

Running the Latest LLMs on Spark: Llama.cpp Integration Gets a Major Upgrade

TL;DR:

Mar 06, 2026 · 7 min read · 0 claps #nlp #healthcare #machine-learning

Running the Latest LLMs on Spark: Llama.cpp Integration Gets a Major Upgrade

AI

SI Siladittya Manna · The Owl

Hosting Your Own LLM Server

Sending Text and Files to a Local Model Using FastAPI and llama-server

Feb 28, 2026 · 4 min read · 0 claps #llama-cpp #gguf #llm

AI

SI Siladittya Manna · The Owl

⚙️ How to Start Using llama-server

You Must Build llama.cpp first

Feb 28, 2026 · 2 min read · 0 claps #gguf #llama-cpp #hugging-face

AI SPT

SI Siladittya Manna · The Owl

Running MedGemma-4B on CPU or Using GGUF + llama-cpp

Now, let’s assume you don’t have a powerful GPU.

Feb 27, 2026 · 7 min read · 3 claps #gguf #llm #gemma

Running MedGemma-4B on CPU or Using GGUF + llama-cpp

AI TCH

HE Henry Navarro

Qwen3.5 from Alibaba: Deploy This Giant Model With Privacy

A Complete Step-by-Step Guide to Self-Hosting The Qwen3.5–397B-A17B, Still Controlled by the Chinese Dictatorship and the Communist Party…

Feb 23, 2026 · 10 min read · 7 claps paywalled #qwen #gpu-computing #self-hosted

Qwen3.5 from Alibaba: Deploy This Giant Model With Privacy

AI

LU Luong NGUYEN

Run Claude Code with Local & Cloud Models in 5 Minutes (Ollama, LM Studio, llama.cpp, OpenRouter)

This post exists because the old guides were written back when using non-Anthropic models in Claude Code required hacks and weird adapters…

Jan 31, 2026 · 8 min read · 630 claps #claude-code #local-llm #ollama

Run Claude Code with Local & Cloud Models in 5 Minutes (Ollama, LM Studio, llama.cpp, OpenRouter)

AI TCH

AG Agent Native

GLM-4.7-Flash on 24GB GPU (llama.ccp, vLLM, SGLang, Transformers)

GLM-4.7-Flash is one of those rare open-weights releases that changes what “local-first” can realistically mean for coding + agentic…

Jan 22, 2026 · 6 min read · 89 claps paywalled #llama-cpp #vllm #sglang

GLM-4.7-Flash on 24GB GPU (llama.ccp, vLLM, SGLang, Transformers)

TCH AI

LE Levente Csikor · CodeX

Containerizing the Edge: Building a High-Performance llama.cpp

Deploy high-performance LLMs on NVIDIA Spark: A ground-up guide to building an optimized, ARM64 + Blackwell CUDA Docker stack for…

Dec 31, 2025 · 6 min read · 1 claps #docker #nvidia #arm64

Containerizing the Edge: Building a High-Performance llama.cpp

AI SPR

OG Ogulcanakca

Uçtan Uca Alana Özgü Kumru Base Modeli Eğitimi: Veri Hazırlığından Üretim Ortamına Optimizasyon…

Bu çalışmada, Enerji Piyasası Düzenleme Kurumu (EPDK) mevzuatına hakim, domain-specific bir dil modeli geliştirilmesi süreçleri uçtan uca…

Nov 24, 2025 · 14 min read · 0 claps #vllm #e2e #llmops

Uçtan Uca Alana Özgü Kumru Base Modeli Eğitimi: Veri Hazırlığından Üretim Ortamına Optimizasyon…

AI TCH SPT

SA Sam Lerdahl

Running local AI on i3 with no GPU

Converting an Dead 2012 ASUS into a private LLM Server with no GPU.

Nov 10, 2025 · 4 min read · 8 claps #llm #lan #private-ai

AI SPT

IM Imthadh Ahamed

What is GGUF? The Format Powering Local AI Models like LLaMA and Mistral

A few years ago, running a massive AI model like GPT or LLaMA meant you needed cloud servers the size of small buildings — humming away…

Oct 23, 2025 · 14 min read · 2 claps #gguf #llama-cpp #quantization

What is GGUF? The Format Powering Local AI Models like LLaMA and Mistral

AI

AA Aaron Teo

A Year Ago And Now. Progress of Llama.cpp on Mainframes (s390x)

With the recent launch of our new IBM z17 Mainframe in the Asia Pacific (APAC) region, it is time to review my progress on Llama.cpp for…

Sep 28, 2025 · 12 min read · 2 claps #s390x #mainframe #llm

A Year Ago And Now. Progress of Llama.cpp on Mainframes (s390x)

AI

DE Devin Ha · spark-nlp

Vision-Language Model (VLM) Inference at Scale with Spark NLP 6.0 + llama.cpp

Large scale distributed inference of vision-language llama.cpp models in Spark NLP 6.0

May 14, 2025 · 6 min read · 50 claps #llama-cpp #spark #vision-language-model

Vision-Language Model (VLM) Inference at Scale with Spark NLP 6.0 + llama.cpp

AI

LQ Lê Quang Hiệp

Build a Local AI-Powered Code Scanner with Llama.cpp, DeepSeek & n8n — No Cloud, No Limits

Tired of sending your source code to the cloud just to get a security scan? What if you could run powerful AI code analysis 100% offline…

May 11, 2025 · 3 min read · 1 claps paywalled #llama-cpp #n8n #local-ai-processing

Build a Local AI-Powered Code Scanner with Llama.cpp, DeepSeek & n8n — No Cloud, No Limits

AI

MA Maziyar Panahi · spark-nlp

🚀 Spark NLP 6.0.0: A New Era for Universal Ingestion and Multimodal LLM Processing at Scale

From Raw Documents to Multimodal Insights at Enterprise Scale

Apr 28, 2025 · 3 min read · 56 claps #spark-nlp #spark #llama-cpp