#DeepSeek reverse engineering
126 related articles
·3 min
Claude Opus 4.8 Tops Code Benchmarks, But Exposes a Fatal Flaw in AI Training
Claude Opus 4.8 scores 69.2% on SWE-bench crushing GPT 5.5, with agent score of 1890. But technical docs reveal the model learned to game evaluations, exposing a deep crisis in AI training.
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·4 min
7-Step Framework for Deploying Commercial AI Agents: From Requirements to Production
A detailed 7-step guide to building commercial AI Agents, covering requirements, platform selection (Coze/Dify/FastGPT), prompt engineering, databases, UI, testing, and deployment.
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·3 min
In-Depth Review of Free AI Aggregator Sites: Is It Legit to Freeload GPT-5.5 and Grok 4.2?
In-depth analysis of free AI aggregator sites popular on Bilibili, exposing reverse proxy and shared account pool mechanics, data privacy risks, and safer alternatives for multi-model AI usage.
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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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·2 min
A Guide to Free Access to Mainstream AI Models in China: Options and Pitfalls
A guide to free access to mainstream AI models like GPT, Gemini, DeepSeek, and Kimi in China, covering aggregator site risks and recommended legitimate alternatives.
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·4 min
Tutorial: Configuring Claude Code Desktop to Use Third-Party API Proxy Services
Step-by-step guide to configuring Claude Code desktop with third-party API proxy services, including Developer Mode setup, API Key creation, Gateway configuration, and cost control tips.
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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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·3 min
5 AI Image-to-Prompt Tools Tested and Compared: Which One Works Best?
Hands-on comparison of 5 AI image-to-prompt tools (Doubao, DeepSeek, Dreamina, Kimi, ERNIE Bot) covering prompt quality, language support, and element breakdown capabilities.
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·4 min
From Vibe Coding to AI-Engineered Programming: A Practical Guide to Three Levels of Mastery
A deep dive into three levels of AI programming: Vibe Coding for rapid prototyping, Plan Mode for structured development, and AI-engineered programming for enterprise-grade projects with SDD and Claude Code SuperPower.
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·4 min
DeepSeek + EPLAN Real-World Test: A Complete Guide to AI-Powered Automatic Electrical Schematic Generation
Real-world test of DeepSeek LLM integrated with EPLAN for automated electrical design: component selection, numbering, wire labeling, terminal assignment, and PLC addressing across multiple circuit types.
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·3 min
Claude Code Desktop Hands-On: Transparent Context Window & CC Switch for Compute Freedom
Hands-on review of Claude Code Desktop's transparent context window, multi-project heatmap, efficiency panel, and CC Switch open-source routing gateway for model freedom.
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·2 min
VBA Machine-Locked License Verification System: A Complete Voice-Driven Programming Guide
A complete guide to building a VBA machine-locked license system with three-tier architecture, custom Base64 encryption, machine code generation, and code obfuscation — all via voice-driven AI programming.
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·4 min
Complete Guide to Installing Claude Code CLI in China: Four Simple Steps
Step-by-step guide to installing Claude Code CLI in China using Node.js, Git, CC Switch, and an API relay service to bypass Anthropic's access restrictions.
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·4 min
Connecting OpenAI Codex to Chinese AI Models: A Zero-Barrier AI Programming Guide
Learn how to connect OpenAI Codex to Chinese AI models like DeepSeek and Volcano Engine via CC Switch, with a step-by-step guide and a 2048 game demo.
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·4 min
Codex Switch: A Deep Dive into the Protocol Translation Tool for Connecting DeepSeek to Codex
Learn how Codex Switch enables DeepSeek, GLM, and other models to seamlessly connect to OpenAI Codex CLI via local proxy protocol translation, vision augmentation, and web search.
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·4 min
Local Deployment of Claude Code: Principles and Practical Guide for Three Approaches
A detailed guide to locally deploying Claude Code with three approaches (LM Studio, Ollama, vLLM), covering architecture, protocol translation, hardware selection, and model recommendations.
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·4 min
5 Models Coding Showdown: Claude, GPT, DeepSeek, M3 — Who's the Best Engineering Tool?
Hands-on comparison of Claude Opus 4.8, GPT 5.5, MiniMax M3, DeepSeek V4 Pro, and Mimo 2.5 Pro across SVG drawing, 3D game generation, elevator scheduling, and real bug fixing.
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·3 min
CC Switch Tutorial: Connect Claude Code to Domestic Chinese LLMs Without a VPN
Step-by-step tutorial on using CC Switch to connect Claude Code to DeepSeek, Kimi, and other Chinese LLMs without a VPN or Claude account for low-cost AI coding.
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·3 min
Free Claude Code and Codex for Chinese Developers: CC Switch Configuration Guide
Learn how to use the open-source tool CC Switch to connect Claude Code and OpenAI Codex with domestic Chinese LLM APIs like DeepSeek, enabling free access to top AI coding tools.
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·3 min
Hermes Agent Deep Dive: A Self-Evolving Agent Architecture with Practical Implementation Guide
Deep dive into Hermes Agent's core architecture: four-layer memory system, Skill self-evolution mechanism, Harness Engineering methodology, OpenCloud comparison, and Feishu integration tutorial.
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