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Product ReviewsHands-on test of a VPN-free AI aggregation platform, verifying full-scale DeepSeek 671B, Gemini file analysis, audio/video recognition, and web search capabilities.
TutorialsStep-by-step guide to install Claude Code in China via CC Switch with DeepSeek V4 Pro—no overseas account or credit card needed. Covers Node.js setup, API keys, and cost control.
Expert OpinionsKarpathy explains the paradigm shift from vibe coding to agentic engineering, how LLMs reshape programming in the Software 3.0 era, and why verifiability matters.
Tech FrontiersHands-on review of Inception Labs' Mercury 2 diffusion model, benchmarked against Claude Haiku, Gemini Flash and more across code generation, structured reasoning, and long-range planning at 1000+ tokens/sec.
TutorialsA deep dive into LangChain framework essentials, clarifying the key differences between LLMs and Agents, covering Agent development, DeepAgent advanced topics, and learning paths.
Product ReviewsHands-on review of HiSnap AI multi-agent development platform: building mini programs in minutes with zero coding, from runner games to professional questionnaires. Analyzing real capability boundaries.
TutorialsComplete guide to installing Claude Code, connecting DeepSeek models via API, using CC Switch for model management, and auto-generating magazine-style PPTs with Skills.
TutorialsLearn how to deploy DeepSeek R1 locally using Ollama with this step-by-step guide covering installation, model selection, hardware requirements, and advanced features like GUI and knowledge bases.
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.
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.
Product ReviewsIn-depth MiniMax AI Agent review: tested across business plans, research reports, and PPT creation. Powered by MiniMax M1 with 1M token context. Free to start.
Deep DivesHow RL, Self-Play, and Verifiers work together to evolve LLM reasoning — driving the leap from SFT imitation to true System 2 deep thinking.
Tech FrontiersDeep dive into IBM Think 2025's Generative Computing and Granite 4, why reasoning model hallucination rates are rising, and OpenAI's $3B Windsurf acquisition strategy.
TutorialsDeep dive into Unsloth: fine-tune and run Gemma 4, Qwen3.6, and DeepSeek locally via Web UI. 70% less VRAM, 5× faster — consumer GPUs welcome.