#DeepSeek-R1
228 related articles
·6 min
GLM 5.2 Arrives: Industry Upheaval on the Eve of AI Margin Collapse
The rise of Zhipu's GLM 5.2 is accelerating the democratization of LLM capabilities. This article analyzes the commoditization of foundation models, the logic behind margin collapse, and the opportunities and challenges facing application-layer and foundation model firms.
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·2 min
Training Just One Transformer Layer Can Match Full-Parameter RL Training?
A controversial study shows training just one Transformer layer can match full-parameter RL training. We analyze the technical principles, engineering value, and limitations of this approach.
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·6 min
Getting Started with LangChain: Unified Interfaces and Agent Development Explained
A beginner's guide to the LangChain open-source framework: explaining how to use the init_chat_model unified interface, tips for disabling DeepSeek's thinking mode, and core essentials of Agent development.
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·6 min
LangChain + MCP in Practice: A Pitfall-Avoidance Guide to LLM Selection and Local Deployment
DeepSeek R1 lacks Function Calling and JSON Output by default. Qwen3's programmable thinking modes make it the top open-source agent choice. Key LLM selection pitfalls and MCP protocol updates.
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·3 min
Getting Started with Claude Code: A Guide to Terminal AI Coding Tools
A deep dive into Claude Code: the difference between Terminal and Device Agents, enterprise selection advice, and how to use Claude Code with DeepSeek in China.
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·3 min
Step-by-Step Guide: Connecting DeepSeek to Claude Code Desktop
Step-by-step guide to connecting DeepSeek and other domestic AI models to Claude Code Desktop — covers no-account setup, CC Switch config, Chinese localization, and custom Skills.
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·2 min
Why Banks and Hospitals Must Use Local AI: A Complete Guide to Private Large Model Deployment
Why do banks and hospitals build Local AI instead of using cloud services? This guide covers the full tech stack — Ollama, RAG, vector databases — and real-world enterprise deployment use cases.
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·7 min
Building an AI Agent from Scratch: Implementing Core Conversational Agent Features in Python
Learn AI Agent development from scratch. This tutorial covers LLMs and prompts, then builds a conversational agent in Python using the DeepSeek API with multi-turn dialogue and system prompts.
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·3 min
Behind SpaceX's Acquisition of Cursor: The Systemic Oxygen Deprivation of China's Deep Tech
SpaceX acquires Cursor for $60B in all-stock deal, buying the AI-era developer gateway. A deep analysis of the U.S.-China deep tech ecosystem gap and China's path to building its own flywheel.
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·4 min
The Complete Guide to Running GLM-5.2 Locally with 4 RTX 3090s for $4,000
How to build a local AI inference server with 4 used RTX 3090 SXM4 GPUs to run GLM-5.2 via Llama.cpp and Unsloth IQ quantization, with real benchmarks on speed and quality.
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·3 min
Claude Sonnet 5 Imminent, GPT-4.6 This Week? A Wave of Frontier Model Updates
Claude Sonnet 5 may launch this week with up to 2M token context; GPT-4.6 Pro arrives with stunning code generation; mysterious Opus 6 exists internally. Full breakdown of this week's frontier AI model updates.
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·3 min
Use GPT-5.5 Without a VPN? The Temptation and Hidden Risks of AI Mirror Sites
Deep analysis of VPN-free mirror sites for GPT-5.5 and Claude in China, revealing technical principles, data security risks, compliance concerns, and safer alternatives.
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·2 min
Are AI Aggregation Platforms Reliable? The Truth and Risks Behind One-Stop Access to Multiple LLMs
In-depth analysis of AI aggregation platforms: the truth behind free access to GPT, Gemini, Claude and other LLMs, hidden costs, privacy risks, and safer alternatives.
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·3 min
Review of Domestic No-Registration AI Aggregation Platforms for GPT/Gemini/Claude and More
A detailed review of domestic Chinese platforms offering no-registration, no-VPN access to GPT-4, Gemini, Claude, DeepSeek and other top AI models, with security risk analysis.
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·3 min
CodeBuddy: Install Claude Code Automatically with a Single Command — A Zero-Barrier Tutorial
Learn how to use CodeBuddy (WorkerBuddy) to auto-install Claude Code with a single command. No NPM setup or API Key hassle — pair with DeepSeek for low-cost AI coding.
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·3 min
Complete Guide to Claude Code Desktop: No Account Required + Chinese Localization + DeepSeek Integration
Complete guide to Claude Code Desktop setup: account-free usage, DeepSeek integration via CC Switch, Chinese localization, and custom Skill import for low-cost AI coding.
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·2 min
Open-Source Models in Real-World Android Development Testing: 50% Task Completion Rate Matches Previous-Gen Proprietary Models
Google Android Bench shows frontier open-source models solve 50-60% of Android dev tasks. Mid-size models like Gemma 4 run locally with just 20GB RAM.
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On-Policy Distillation Explained: Prin…
·3 min
On-Policy Distillation Explained: Principles, Advantages, and Applications — A Comprehensive Guide
A deep dive into On-Policy Distillation: core principles, key differences from Off-Policy methods, and applications in model compression, reasoning transfer, RLHF alignment, and self-improvement.
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·4 min
Kimi K2.7 Code Deep Dive: The Cost-Performance Battle of a Trillion-Parameter Coding Model
Deep dive into Moonshot AI's Kimi K2.7 Code: MoE architecture details, benchmark analysis, API pricing vs Claude/GPT, 6x speed version, and practical guidance for developers evaluating adoption.
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·2 min
AI Sharing Site Scams Exposed: How Fake Version Numbers Harvest Traffic
Exposing how domestic AI sharing sites use fake GPT and Claude version numbers to harvest traffic. Analysis of data security risks, service instability, and safe AI usage tips.
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