The traffic logic of the Internet is undergoing a fundamental reconstruction. In the past, we competed for the top ten blue links on Google or Baidu; now, AI tools like ChatGPT, Claude and Perplexity are becoming the new gatekeepers. This shift brings a harsh new reality: even if you...
For developers in specific network environments, Antigravity, Google's newly released AI IDE, brings a rather ironic experience: the software interface is designed to be minimalist and elegant, and the startup speed is fast, but the core functions are completely paralyzed. The most typical symptom is this: after launching the software, the UI renders perfectly...
In today's web development world, fast, free hosting of personal or business websites on powerful cloud platforms has become a mainstream choice. Cloudflare is not only known for its leading CDN and security services, but its Cloudflare Pages service also provides developers with a set of Git-integrated...
Balancing server performance, network quality and cost is a common challenge for many developers and service deployers. Highly configured servers are often expensive, and the high cost of servers with quality network lines (e.g., CN2 GIA) is a deterrent for many projects with limited budgets. In this paper, we will introduce a cost-effective architectural solution: li...
Transforming a novel or screenplay into a split-screen script is a key part of creating film, television, animation and comics. This process requires creators to analyze the text in depth, sort out the plot, characters, scenes and dialogues, and then construct a series of continuous images through imagination. The traditional manual approach is not only time-consuming, but also a huge amount of work. With the development of artificial intelligence technology, a problem naturally...
Foreword: Building Cost-Effective AI Image Generation and Editing Workflows Tongyi Thousand Questions Qwen-Image, an open source text-generated image model, has gained widespread attention for its superior ability in complex text rendering, especially Chinese character generation. Compared with mainstream models, it can accurately embed multi-line and multi-paragraph text content in images...
When building large-scale Language Model (LLM)-based knowledge base quiz applications, developers commonly employ Retrieval Augmented Generation (RAG) techniques. However, the practical effectiveness of RAG is often limited by a central paradox: how to balance retrieval accuracy with contextual integrity. If the text slice (Chunk) is too small, although it can accurately hit the user's query, the...
Claude Code, an AI programming assistant from Anthropic, has gained widespread attention in the developer community for its powerful code generation and interaction capabilities. However, as a closed-source product, its internal working mechanism is always a “black box” to the outside world, which not only makes it difficult for developers to fully understand its decision-making logic, but also restricts...
AI programming tools are evolving from passive code “patchers” to active “development partners”. They are able to understand complex requirements, plan tasks, and participate directly in the entire development process. In this article, we'll take an in-depth look at a command-line AI programming tool that represents this trend - we call it Claude Code - and provide a detailed and complete guide to using it. New...
Whether it's Cursor, Claude Code, or tools such as Aider and RooCode, all kinds of AI programming tools are entering the marketplace with their own unique methods of configuring instructions (e.g., .cursor/rules/, GEMINI.md, etc.). This diversity reflects the innovative thinking of different teams,...
Data visualization usually requires tedious programming or complex GUI operations, but now there is a new option. The @antv/mcp-server-chart project under the AntV ecosystem, Ant Group's open-source data visualization library, allows users to quickly generate a variety of mainstream charts through natural language commands, greatly simplifying the transition from data to charts...
With the rise of agent-based terminal programming tools like Claude Code, a new development paradigm is emerging. Such tools allow developers to perform complex tasks ranging from requirements analysis to code implementation, testing, and fixing through AI agents in a terminal environment. However, their native interaction experience and functional limitations have also spawned a booming...
Dify, an open source LLM application development platform, has gained a lot of attention in the developer community with its all-encompassing capabilities ranging from Agent building and AI workflow orchestration to RAG retrieval and model management. It is known for its elegant design and smooth experience, while the development team's amazing iterative speed also makes its fe...
Claude Code: Intelligent Development Agent in the Terminal Anthropic's command line tool, Claude Code, is not just another chat window or IDE plugin, but a development agent natively integrated into the terminal environment. It understands project structure, reads and writes files, executes commands, and even coordinates multiple sub-agents ...
In AI application development, the performance of a well-designed Prompt can be extremely unstable, with excellent results yesterday and little results today in a new scenario. The randomness and unpredictability of this effect is a key obstacle that prevents AI applications from moving from prototype to scale production. All developers pursuing service continuity and reliability must face...
A common phenomenon: even though the RAG system uses the strongest LLMs and Prompt has been tuned repeatedly, the Q&A results are still poor, with answers that are either contextually incomplete or contain factual errors. Engineers have examined the retrieval algorithms and optimized the Embedding model, but they often overlook the critical...
At the August 8 launch event, Open AI CEO Sam Altman announced a new generation of his flagship model, GPT-5, which is described as a significant improvement in accuracy, speed, inference, contextual understanding, and structured thinking, making the experience of talking to it close to “talking to a PhD in the field! ”...
In the wave of AI-assisted development, developers are constantly seeking best practices for seamlessly integrating top-notch language models with native workflows. Anthropic introduces Claude Code, a powerful endpoint-native AI assistant that can understand and manipulate entire codebases directly, dramatically improving development productivity. At the same time, ...
With the increasing popularity of AI-driven presentation tools such as Gamma and Microsoft Copilot, most users are accustomed to generating slides with a single click through simple commands in a graphical interface. These tools greatly improve efficiency, but sometimes appear to be templated and lack the flexibility of deep customization. However, a purely text-based ...
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