#VRAM usage
343 related articles
·4 min
AI Engineer Job Search: The Capability Leap from Demo to Production System
AI job demand is surging but companies can't find qualified candidates. Learn the 3 core skills—advanced RAG, local model deployment, and full-stack monitoring—to leap from demo builder to production engineer.
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·3 min
CrewAI Multi-Agent Collaboration in Practice: A Complete Guide from Setup to API Service
A detailed guide to CrewAI multi-Agent collaboration covering core concepts, FastAPI service setup, and real-world comparisons of GPT-4o Mini, Qwen Max, and Llama 3.1.
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·5 min
CherryStudio + MCP: Tutorial for Building Automated AI Agents and Local Knowledge Bases
Complete guide to building automated AI agents with Cherry Studio and MCP protocol, covering environment setup, MCP Server configuration, web scraping, Shell execution, and Ollama local knowledge base deployment.
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·3 min
Hands-On Testing of DS4 Engine by Redis Creator: How Does DeepSeek V4 Perform Locally on a 128GB Mac?
Redis creator Antirez's DS4 inference engine tested: running DeepSeek V4 Flash locally on a 128GB Mac via asymmetric structure-aware quantization, with real-world coding benchmarks.
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·1 min
Stable Diffusion Local Deployment Guide: Build Your AI Art Environment at Zero Cost
Complete guide to deploying Stable Diffusion locally, covering hardware requirements, installation steps, model configuration, and usage tips. Run AI art for free on your own PC with full privacy.
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·2 min
The Truth About Free Grok Mirror Sites: Data Breaches and Security Risks Fully Explained
Exposing security risks behind free Grok image generation mirror sites, including API theft, data collection, and phishing, plus guides to official channels and compliant AI tools.
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·2 min
The Truth About Windsurf Refill Plugins: Account Pool Mechanics, Risks, and Compliant Alternatives
Deep analysis of Windsurf refill plugins: account pool mechanics, security risks, legal concerns, and compliant alternatives like Cursor, GitHub Copilot, and Cline.
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·3 min
What Are the Risks of Cracked Windsurf? Security Threats Behind "Unlimited Free Refills"
Analysis of cracked Windsurf risks including code leakage, malware injection, and legal issues, plus safe free alternatives for AI programming.
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Tutorials·2 min
Ollama Getting Started Guide: The Best Tool for Locally Deploying Open-Source LLMs
A detailed guide to Ollama's core features: free open-source local LLM management with cross-platform support, intelligent GPU/CPU scheduling, and API integration for running DeepSeek and other open-source models locally at zero cost.
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Product Reviews·3 min
OpenClaw v2026.5.14 Deep Dive: Real-Time Voice Calls and Gateway Freeze Fix
Deep dive into OpenClaw v2026.5.14: TelLinks real-time voice calls, gateway freeze fix, Telegram message congestion resolution, Agent transparency, DeepSeek V4 Flash config, and 120+ bug fixes.
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Tech Frontiers·2 min
DeepSeek-V3.2 Released: Coding and Math Capabilities Join the Global Top Tier
DeepSeek-V3.2 released with coding, math, and Agent capabilities matching Gemini 3.0 Pro, setting new open-source SOTA. Detailed analysis of performance gains, use cases, and deployment tips.
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Tutorials·3 min
Ollama + Gemma 4 Local Codex Setup: Complete Guide to Zero-Cost AI Programming
Learn how to run Codex locally with Ollama and Gemma 4 for zero-cost AI programming. Covers installation, model selection, and real demos as an alternative to $20-200/month paid plans.
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Tutorials·2 min
Gemma 4 Complete Guide: The Apache 2.0 Open-Source Agent Powerhouse
In-depth analysis of Google's Gemma 4 open-source models: 31B, 26B MOE, and 14B/12B benchmarks, deployment guides for all platforms, and MS-Swift fine-tuning tutorial for building local Agent workflows.
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Product Reviews·3 min
Google Gemma 4 Hands-On Review: Offline on Smartphones + Ollama Deployment Tutorial
Hands-on testing of Google Gemma 4 open-source models running offline on three phones, with Dense vs MOE architecture explained and a complete Ollama + Claude Code deployment tutorial.
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Tutorials·4 min
Claude Code Agent Architecture Source Code Deep Dive: Agent Loop and Tool System in Practice
Deep dive into Claude Code's four core agent modules: system prompt, Agent Loop, tool system, and memory mechanism. Build a Mini Claude Code from scratch in TypeScript.
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Product Reviews·3 min
WhichLLM: One Command to Find the Best Local LLM for Your Hardware
WhichLLM is an open-source tool that auto-detects your hardware and recommends the best local LLM using real benchmark data. Simulate GPUs, filter fake benchmarks, and start chatting in one command.
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Tutorials·3 min
Claude Code in Practice: VibeCoding a Gomoku Game & Tips to Prevent Intelligence Degradation
Build a Gomoku game with Claude Code: learn three working modes, the development workflow, and core anti-degradation tips using Compact/Clear commands and context monitoring plugins.
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Tutorials·3 min
One Person, Three Machines: Local Agent Deployment and Multi-Machine Collaborative Operations in Practice
Deploy Cloud Code and Hermes AI Agents to efficiently manage three physical hosts solo. Covers Ventoy single-file deployment, BTRFS+RAW Image setup, Agent task division, and risk control strategies.
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Tutorials·3 min
llama.cpp MTP Acceleration Deployment Guide: Configuration Steps & Real-World Benchmarks
Guide to enabling MTP multi-Token prediction acceleration in llama.cpp, covering CUDA setup, desktop configuration, model selection, and benchmarks showing ~60 Token/s with Qwen3 27B.
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Tutorials·4 min
Practical Guide to Building a Local AI Knowledge Base with Qwen3.5 + RAGFlow + Ollama
Step-by-step guide to building a local RAG knowledge base using RAGFlow, Ollama, and LM Studio with Docker, covering Embedding model deployment and network troubleshooting for private AI Q&A.
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