#Memory
3073 related articles
Tutorials·2 min
How to Tell If Your GPU Is Out of VRAM When Running Local LLMs: A Complete Guide to VRAM Monitoring
How to tell if your GPU is out of VRAM when running local LLMs. Learn the difference between dedicated and shared GPU memory, monitor VRAM overflow via Task Manager, and use quantization and context length control to avoid OOM.
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Tutorials·2 min
Claude Code + Agent SDK for a Personal AI Assistant: A More Elegant Solution Than OpenClaw
Deep dive into using Anthropic Agent SDK to bridge Claude Code via Telegram for a personal AI assistant. Compared to OpenClaw, featuring a three-layer memory system and Mega Prompt guided setup.
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Tutorials·2 min
Claude Code Keeps Writing Garbage Code? A Configuration Guide for CLAUDE.md and AGENTS.md
Deep dive into CLAUDE.md and AGENTS.md configuration for Claude Code. Real cases show proper setup reduces context explanation time from 60% to near zero, letting AI truly understand your project.
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Deep Dives·1 min
The Essential Differences Between Product Thinking and Technical Thinking: A Must-Have Cognitive Course for AI Product Managers
Deep analysis of the core differences between product thinking and technical thinking across background, logic, and behavior dimensions to help AI product managers improve cross-team collaboration.
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Tutorials·3 min
Codex Desktop Tutorial: Complete Breakdown from Installation to Interface Features
Complete breakdown of OpenAI Codex Desktop: installation, three-panel interface, plugin system, automation features, and more to help beginners master this all-in-one AI desktop assistant.
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Research·1 min
AI Cracks an Erdős Conjecture for the First Time: A Historic Breakthrough on an Unsolved Math Problem
AI independently solves the famous Erdős conjecture in combinatorial geometry for the first time, marking a historic breakthrough in unsolved mathematics.
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Tech Frontiers·1 min
Gemini 3.5 Flash Released: How Google Balances AI Model Speed and Capability
Google releases Gemini 3.5 Flash, optimizing the balance between speed and capability. Analysis of Flash series evolution, comparisons with GPT-4o mini, and practical value for developers.
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Product Reviews·2 min
Free Full-Power GPT and Gemini? In-Depth Review and Risk Analysis of an AI Aggregation Platform
In-depth review of an AI aggregation platform claiming free, VPN-free access to GPT, Gemini, and Claude. Analyzes its account pool mechanism, cross-model chat features, and privacy/compliance risks.
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Product Reviews·1 min
Qwen3.6-27B Open-Source Model Review: Flagship-Level Code and Multimodal Capabilities with Just 27B Parameters
Deep dive into Alibaba's Qwen3.6-27B: a 27B dense model delivering flagship-level code generation and multimodal capabilities on a single GPU with INT4 quantization.
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Product Reviews·1 min
Open-Source AI Desktop Pet Cat: Qwen 3.5 Omni + ESP32 Create a Full-Modal Intelligent Companion
Open-source AI desktop cat project built with Qwen 3.5 Omni and ESP32-S3, featuring emotional voice interaction, visual perception, gesture control, and daily life logging with intelligent review.
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Tutorials·2 min
Hermes + Qwen3.6 Local Deployment Tutorial: Build Your Private AI Agent at Zero Cost
Step-by-step tutorial to deploy Hermes Agent with Qwen3.6 open-source LLM locally. Covers WSL setup, model download, Telegram bot integration for a zero-cost private AI Agent.
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Product Reviews·1 min
Qwen3.6 27B: Real-World Testing of Three Unconventional Quantized Models — Code Performance +15.8PP, 40B Distillation, 16GB Adaptation
Real-world comparison of three community-built Qwen3.6 27B variants: OmniMerge V4 with +15.8pp code gains, 40B OPUS distilled for roleplay, and a 16GB-optimized version for limited VRAM.
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Tutorials·2 min
vLLM and SGLang Local Deployment Tutorial: A Practical Guide to 3-8x Performance Gains
Complete guide to deploying vLLM and SGLang locally. Compare performance vs LM Studio, deploy in 3 steps with Docker + AI assistant. Covers SGLang vs vLLM selection, 5090 VRAM optimization, and Cherry Studio integration.
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Research·2 min
PhyAR from Shanghai Jiao Tong University: Solving the Semantic Prior Hijacking Problem in Video-LLM Physical Reasoning
Shanghai Jiao Tong University proposes PhyAR with PACC dataset and VARC mechanism to fix Video-LLMs' inability to detect physical anomalies due to semantic prior hijacking.
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Tech Frontiers·1 min
Qwen3.6 MTP Acceleration Benchmarked: Single GPU Inference Hits 220 token/s
Qwen3.6 experimental MTP-GGUF benchmarked: single GPU pushes 35B-A3B model to 220 token/s, 1.4x faster with zero accuracy loss. Covers MTP principles, optimal Draft Tokens strategy, and RTX 5090 results.
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Industry Insights·2 min
Enterprise LLM Selection Guide: In-Depth Comparison of Llama 3.1, Qwen 2.5, and DeepSeek
How should enterprises choose open-source LLMs? This guide compares Llama 3.1, Qwen 2.5, DeepSeek, and Mistral across model capabilities, hardware requirements, and business scenarios.
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Deep Dives·1 min
Qwen3.5 Deep Dive: Hybrid Attention Architecture Achieves 19x Speedup for Long Context
Deep analysis of Alibaba's open-source Qwen3.5 hybrid attention architecture, how Gated Delta Net achieves 19x speedup at 256K context, and multimodal results surpassing Gemini 3 Pro and GPT-5.2.
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Product Reviews·1 min
Qwen 3.6 MTP Real-World Test: The Secret to a 20% Speed Boost with Just Three Parameters
Real-world test of Qwen 3.6 Multi-Token Prediction (MTP): boost inference speed from 34.2 to 41 tokens/s with just three parameters in ik_llama.cpp — zero quality loss, zero extra models.
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Product Reviews·2 min
GitHub Copilot CLI In-Depth Review: A Free Terminal Coding Agent Powered by Claude Sonnet
In-depth review of GitHub Copilot CLI public preview: a free terminal coding agent powered by Claude Sonnet with no rate limits, tested against Claude Code across four real coding tasks.
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Deep Dives·2 min
Does Claude Code Save Your Code? A Complete Privacy Policy Breakdown
Deep dive into Claude Code's privacy policy: data storage duration, model training usage, comparison with Cursor and GitHub Copilot, plus practical privacy tips for developers.
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