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The Ultimate Destination of AI Agents: Convergence or Divergence?

rjhuantan
rjhuantan

2 months ago

Is there a trend that eventually, all Agents will converge in functionality? Getting started with ZCodex feels similar to codx.

User experience: What exactly is ZCode? It is an AI programming assistant launched by Zhipu AI. The newly released version 3.0 is deeply adapted to the GLM-5.2 model. Its positioning is not just another IDE plugin—it is a desktop AI programming Agent that can understand project structure, plan code architecture, write code, run tests, and submit PRs, all without human supervision. ZCode runs on macOS. MoonBit, with 16.9k stars on GitHub, follows a similar approach, but ZCode is more radical—it turns AI into a desktop operating system, with task management, file system, terminal, and browser all in one window.

Three Core Highlights

  1. Model is its own GLM-5.2 Zhipu AI is one of the earliest companies to develop large models in China. The GLM series has evolved from GLM-130B in 2021 to today's GLM-5.2, consistently ranking among the top in benchmarks like SuperCLUE and C-Eval. ZCode 3.0 is deeply optimized specifically for GLM-5.2. The 1M context window means I can feed it the code of an entire project, allowing the AI to understand the whole picture before making changes. It's not asking piece by piece, but continuous reasoning within the entire project context.

  2. Multi-Agent Collaboration ZCode breaks down complex tasks into subtasks and assigns them to different Agents for collaboration—one writes code, one does code review, one runs tests for verification. This mimics the workflow of a real development team. According to the documentation, the ZCode Agent workflow has been refined for a whole year, undergoing multiple rounds of refactoring from the first design draft to the current version. It's not just calling APIs; it has specialized scheduling optimization around the "long task" scenario.

  3. Remote Wake-up This is the most surprising feature for me. By sending a message via WeChat, Feishu, or Telegram, ZCode can start programming tasks in the background. You don't need to be at your computer; the code runs anyway. ZCode's Remote feature has been fully validated in the April 2026 version—the remote experience on mobile is aligned with the desktop, achieving so-called Vibeworking.

Getting Started

ZCode currently only supports macOS (Apple Silicon). No terminal commands, no environment setup needed.

Step 1: Download and install Download the installation package from ZCode official website (zcode.z.ai) and drag it to the Applications folder.

Step 2: Bind account After first launch, bind your BigModel or Z.ai account. ZCode comes with built-in models like GLM-5.2.

Step 3: Start using ZCode will automatically load your workspace. You can describe tasks in natural language, and the Agent will plan, code, verify, and submit PRs. New user benefit: First use enjoys 5 days of free access. Those who activate the Coding Plan get an additional 1.5x quota bonus.

In-depth Analysis

The emergence of ZCode made me rethink a question: Is the future of AI programming tools a "better editor" or a "smarter operating system"? Cursor's direction is the former—adding AI capabilities on top of VS Code to make you code faster. ZCode's direction is the latter—turning AI itself into a desktop environment where you only need to tell it what to do, and it arranges how to do it. There is no right or wrong between these two paths, but there is a key difference: ZCode's remote wake-up feature breaks the premise that "people must sit in front of the computer." I've tried many AI programming tools this year. Most require me to be in a fixed environment, open a specific editor, and input specific commands. This is essentially still "using the tool's mindset"—you treat AI as a smarter editor. ZCode's WeChat wake-up Bot made me realize another possibility: The future of AI programming might not be a "better IDE" but a "programming colleague on standby." You send a message, and it starts working. You're not in the office, but the code is still moving forward. This is especially meaningful for freelancers and remote workers.

Impact and Judgment

For individual developers: The combination of ZCode + GLM-5.2 has clear advantages in long-context coding scenarios. I develop on macOS and personally verified it during the 5-day free trial. Note: Currently only supports Apple Silicon chips; Intel Mac version is on the way.

For teams: ZCode supports WeChat/Feishu/Telegram Bot. Teams can create a shared programming Agent—@ the Bot, tasks are automatically assigned to ZCode Agent, and results are notified after execution. This is much more efficient than the process of "post a requirement in the group → wait for someone to arrange → wait for code to come out."

For the industry: ZCode 3.0 marks the second phase of AI programming. The first phase was "helping people write code" (Copilot), and the second phase is "writing code for people" (Agent). Remote wake-up completes the final piece—you don't need to be at the computer, and it can write code for you.

I always thought the ultimate form of AI programming tools would be a perfect IDE—intelligent autocomplete, automatic refactoring, one-click deployment.

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