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Product ReviewsIn-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.
Product ReviewsDeep 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.
TutorialsComplete 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.
Industry InsightsHow 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.
Deep DivesDeep 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.
Product ReviewsReal-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.
Product ReviewsIn-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.
Product ReviewsIn-depth analysis of 14 AI coding agents and personal AI assistant tools from DeepSeek's official Awesome DeepSeek Agent list, covering terminal, IDE, and IM scenarios with selection advice.
Product ReviewsHands-on review of SoloEnt's OC skill pack powered by DeepSeek V3 for immersive AI roleplay. Features real-time affection system, inner monologue archives, and 75% off promotion.
TutorialsStep-by-step guide to locally deploying DeepSeek with Ollama and building a RAG private knowledge base with RAGFlow. Covers environment setup, Docker deployment, and Embedding principles.
TutorialsUse Claude Code with DeepSeek to build a desktop pet from scratch via Vibe Coding. Learn the combo's advantages, key technical points, and AI-driven iterative development workflow.
Product ReviewsReal-world test of SparkWinShape plugin for Windsurf auto account-switching to use Claude Opus unlimited. Covers workflow, core features, risk analysis, and compliant alternatives.
Product ReviewsDeepSeek TUI brings DeepSeek V4 Pro into your terminal with a million-token context window, one-command setup. Learn installation, usage, and ideal scenarios for AI-assisted coding in the command line.
TutorialsStep-by-step guide to locally deploy a personal AI knowledge base with DeepSeek + RAGFlow + Ollama. Covers RAG principles, Ollama setup, Docker deployment, and knowledge base optimization.
Deep DivesDeep analysis of DeepSeek V3.2 and V3.2 Special: DSA sparse attention for faster long-context processing, RL compute at 10% of pre-training, and Agent task synthesis across 1,800 environments.
Product Reviews2025 deep comparison of Grok 4.1, GPT-5, Claude 4.5, and Gemini 3 Pro across reasoning, coding, writing, and long-text tasks, with multi-model workflow examples and a selection guide.
Deep DivesDeep analysis of Windsurf seamless account-switching plugin's technical implementation, revealing risks of account bans, code theft, and legal liability. Four compliant alternatives for developers.
Tech FrontiersDeep dive into StepFun's Step 3.5 Flash: 196B parameter MoE model activating only 11B, 350 tokens/sec coding speed, 256K context window, local deployment ready. How it beats Gemini 3 Flash.
TutorialsHow can Java developers transition to AI/LLM? This guide covers 10 core skills including Spring AI, LangChain4j, RAG, and DeepSeek API integration with practical tips.