#quantization GGUF

268 related articles

Jul 10, 2026·2 min

Ollama Raises $65M, Nears 9 Million Users — Local AI Deployment Goes Mainstream

Ollama raises $65M led by Benchmark, reaching nearly 9M users and 176K GitHub Stars. A deep dive into Ollama's advantages, local LLM deployment strategy, and post-funding roadmap.

Jul 10, 2026·7 min

Flagship Model vs. Local 27B: Which Follows Code Instructions More Faithfully?

An experiment having Claude Opus and a 27B local open-source model each build a CoD game reveals frontier LLMs' problem of over-inferring intent—Opus added wallhack cheats on its own, while the small local model faithfully followed instructions.

Jul 10, 2026·7 min

Complete Guide to Training Small Models on Kaggle's Free Compute: GPU Quotas and Practical Tips

In-depth guide to Kaggle's free-tier compute: P100/T4 GPU with 30 hours/week quota, 12-hour sessions, suitable models like CNN and BERT fine-tuning, plus tips like mixed precision and checkpointing to start deep learning at zero cost.

Jul 10, 2026·6 min

Samsung's Chip Profit in a Single Year Exceeds 40 Years Combined: The AI Wave Triggers a Memory Price Crisis

Samsung's chip division is set to earn more profit in one year than in its past 40 years combined, with quarterly profit surging 19x YoY, surpassing NVIDIA. AI data centers are seizing HBM and DRAM capacity, driving up DDR5 and SSD prices.

Jul 10, 2026·3 min

GBrain Local Deployment: 12-Step Deep Retrieval Pipeline Outperforms Traditional RAG by 31%

GBrain's 12-step deep retrieval pipeline and knowledge graph construction outperforms traditional RAG by 31% — with full local offline deployment for data security and lower API costs.

Jul 10, 2026·6 min

Dify Local Deployment in Practice: A Complete Guide to Building an AI Application Platform with Docker

A complete guide to Dify local deployment: from Docker environment setup, source code pulling, and container startup to first access. Build a private AI app development platform across Linux, Windows, and Mac for fast enterprise AI deployment.

Jul 10, 2026·5 min

Ideogram 4 Local Deployment in Practice: One-Click Image Generation with a Fully Automated ComfyUI Workflow

Deep dive into Ideogram 4's core strengths: realistic photographic quality, powerful text generation, and Chinese prompt support. Learn to skip complex JSON prompts with a fully automated ComfyUI workflow + Qwen3—input your idea, get an image instantly, deployable locally at just 8GB.

Jul 9, 2026·4 min

FTPO: A Training-Level Solution to AI Repetition Loops

FTPO (Final Token Preference Optimization) tackles AI "Doom Loops" at the training level rather than patching them at inference time — exploring its principles, value for small/quantized models, and open challenges.

Jul 9, 2026·4 min

Unsloth v0.1.463-beta: Fixes Studio Crash and llama-server Permission Issue

Unsloth v0.1.463-beta fixes a Studio crash caused by access-denied errors during llama-server service discovery. Improves stability for multi-user servers and Windows environments.

Jul 9, 2026·6 min

Unsloth Major Update: DeepSeek-V4 Support and a Deep Dive into NVFP4 Quantized Export

Unsloth v0.1.481-beta adds full DeepSeek-V4-Flash support, NVFP4/FP8/imatrix GGUF quantized export, 1.3x faster GRPO, 3-5x faster MoE training, and an OpenAI-compatible API service in Studio.

Jul 9, 2026·6 min

Complete Guide to Deploying Dify Locally: Docker + Ollama + RAG Setup Tutorial

A detailed guide to deploying the Dify agent platform locally: from Docker setup and integrating Ollama + DeepSeek local LLMs to workflow orchestration and RAG knowledge base construction.

Jul 9, 2026·6 min

From Video to Notes to Knowledge Base: A Practical Guide to AI-Assisted Learning Workflows

A complete AI learning workflow: batch download videos, auto-transcribe, generate structured notes with AI, then build intelligent search and Q&A via Dify. Turn scattered videos into a reusable personal knowledge base.

Jul 9, 2026·6 min

AMD Ryzen AI Halo Dev Kit: A $4,000 Local LLM Powerhouse Taking on Apple and NVIDIA

AMD officially unveils the Ryzen AI Halo local AI dev kit, priced around $4,000 with 128GB unified memory, capable of running 70B LLMs locally. An in-depth look at its specs, pricing, and market competition.

Jul 9, 2026·3 min

16GB VRAM Showdown: Ornith 35B vs Qwen 35B — Full Benchmark Comparison

Ornith 35B vs Qwen 3.6 35B on 16GB VRAM: 24+ hours of benchmarks covering inference speed, 256K context, tool calling, HumanEval, and real coding challenges.

Jul 9, 2026·7 min

Rowboat: An Open-Source, Local-First Alternative to Claude Desktop

Rowboat is an open-source, local-first AI desktop client positioned as a Claude Desktop alternative. Local data storage and fully transparent code help developers control privacy and workflows.

Jul 9, 2026·6 min

The Complete Guide to GLM-5.2: Hands-On Review of an Open-Source Long-Context Model

An in-depth hands-on review of Zhipu AI's flagship GLM-5.2: 1M-token context, strong coding, mature agent workflows—at one-fifth the price of top frontier models. Covers website testing, Cursor integration, MCP tooling, and production migration.

Jul 9, 2026·5 min

Chinese AI Praised Abroad but Criticized at Home: Three Mismatches Reveal the Truth Behind Divided Reviews

The same Chinese AI wins praise on Hacker News yet gets criticized at home. This article dissects three mismatches — user identity, product form, and positioning — behind the divided reviews.

Jul 8, 2026·7 min

HuggingFace Open-Sources ml-intern: An AI Engineer That Reads Papers and Trains Models Autonomously

Hugging Face's open-source ml-intern autonomously reads papers, writes training scripts, and finetunes LLMs, deeply integrating the HF ecosystem and smolagents. Explore its features and impact on ML careers.

Jul 8, 2026·7 min

Ollama + Hermes Local AI Deployment: Building a 100% Private Personal AI Operating System

Build a fully private local AI system with Ollama + Hermes: zero cost, no rate limits, data stays local. Learn deployment steps, model selection tips, and private/cloud hybrid workflows.

Jul 8, 2026·7 min

Electron + LangGraph in Practice: Building an AI Agent Visual Orchestration App from Scratch

A hands-on guide to building an enterprise-grade AI Agent workflow orchestration app with Electron Forge and LangGraph, covering local LLM deployment (Qwen3-0.6B), node-based visual canvas design, and full Function Calling integration.