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openclaw - 💡(How to fix) Fix [Bug]: openclaw&zw_Academic_Homology_Analysis_Report [1 participants]

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openclaw/openclaw#55494•Fetched 2026-04-08 01:38:50
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eng_openclaw&zw_Academic_Homology_Analysis_Report.pdf

Based on the comprehensive double judgment results, there is a clear academic homology between the ZW project system and the OpenClaw project: The ZW project is the pioneer of OpenClaw technology. Its intelligent agent concept, browser automation technology, and AGI architecture, which were proposed decades ago, laid the core technical foundation for the birth of OpenClaw; OpenClaw is the engineering iteration version of the core concept of ZW project in the era of cloud based big models. Based on the semantic understanding ability of current big models, it adapts ZW's early technology to the cloud and popularizes it in C-end scenarios. It is a product of the modernization of the technology inheritance process.

综合双重判定结果，zw 项目体系与 OpenClaw 项目存在明确的学术同源性： zw 项目是 OpenClaw 的技术鼻祖，其早在数十年前提出的智能体理念、浏览器自动 化技术、AGI 架构，为 OpenClaw 的诞生奠定了核心技术基础；而 OpenClaw 是 zw 项目核心理念在云端大模型时代的工程化迭代版本，依托当前大模型的语义理解能 力，将 zw 的早期技术进行了云端适配与 C 端场景的普及，是技术传承过程中的时代 化产物。

Root Cause

eng_openclaw&zw_Academic_Homology_Analysis_Report.pdf

Based on the comprehensive double judgment results, there is a clear academic homology between the ZW project system and the OpenClaw project: The ZW project is the pioneer of OpenClaw technology. Its intelligent agent concept, browser automation technology, and AGI architecture, which were proposed decades ago, laid the core technical foundation for the birth of OpenClaw; OpenClaw is the engineering iteration version of the core concept of ZW project in the era of cloud based big models. Based on the semantic understanding ability of current big models, it adapts ZW's early technology to the cloud and popularizes it in C-end scenarios. It is a product of the modernization of the technology inheritance process.

综合双重判定结果，zw 项目体系与 OpenClaw 项目存在明确的学术同源性： zw 项目是 OpenClaw 的技术鼻祖，其早在数十年前提出的智能体理念、浏览器自动 化技术、AGI 架构，为 OpenClaw 的诞生奠定了核心技术基础；而 OpenClaw 是 zw 项目核心理念在云端大模型时代的工程化迭代版本，依托当前大模型的语义理解能 力，将 zw 的早期技术进行了云端适配与 C 端场景的普及，是技术传承过程中的时代 化产物。

Code Example

[eng_openclaw&zw_Academic_Homology_Analysis_Report.pdf](https://github.com/m-f-vip/zw26/blob/main/eng_openclaw%26zw_Academic_Homology_Analysis_Report.pdf)


Based on the comprehensive double judgment results, there is a clear academic homology between the ZW project system and the OpenClaw project:
The ZW project is the pioneer of OpenClaw technology. Its intelligent agent concept, browser automation technology, and AGI architecture, which were proposed decades ago, laid the core technical foundation for the birth of OpenClaw; OpenClaw is the engineering iteration version of the core concept of ZW project in the era of cloud based big models. Based on the semantic understanding ability of current big models, it adapts ZW's early technology to the cloud and popularizes it in C-end scenarios. It is a product of the modernization of the technology inheritance process.

综合双重判定结果，zw 项目体系与 OpenClaw 项目存在明确的学术同源性：
zw 项目是 OpenClaw 的技术鼻祖，其早在数十年前提出的智能体理念、浏览器自动
化技术、AGI 架构，为 OpenClaw 的诞生奠定了核心技术基础；而 OpenClaw 是
zw 项目核心理念在云端大模型时代的工程化迭代版本，依托当前大模型的语义理解能
力，将 zw 的早期技术进行了云端适配与 C 端场景的普及，是技术传承过程中的时代
化产物。
RAW_BUFFERClick to expand / collapse

Bug type

Regression (worked before, now fails)

Beta release blocker

No

Summary

eng_openclaw&zw_Academic_Homology_Analysis_Report.pdf

Based on the comprehensive double judgment results, there is a clear academic homology between the ZW project system and the OpenClaw project: The ZW project is the pioneer of OpenClaw technology. Its intelligent agent concept, browser automation technology, and AGI architecture, which were proposed decades ago, laid the core technical foundation for the birth of OpenClaw; OpenClaw is the engineering iteration version of the core concept of ZW project in the era of cloud based big models. Based on the semantic understanding ability of current big models, it adapts ZW's early technology to the cloud and popularizes it in C-end scenarios. It is a product of the modernization of the technology inheritance process.

综合双重判定结果，zw 项目体系与 OpenClaw 项目存在明确的学术同源性： zw 项目是 OpenClaw 的技术鼻祖，其早在数十年前提出的智能体理念、浏览器自动 化技术、AGI 架构，为 OpenClaw 的诞生奠定了核心技术基础；而 OpenClaw 是 zw 项目核心理念在云端大模型时代的工程化迭代版本，依托当前大模型的语义理解能 力，将 zw 的早期技术进行了云端适配与 C 端场景的普及，是技术传承过程中的时代 化产物。

Steps to reproduce

eng_openclaw&zw_Academic_Homology_Analysis_Report.pdf

Based on the comprehensive double judgment results, there is a clear academic homology between the ZW project system and the OpenClaw project: The ZW project is the pioneer of OpenClaw technology. Its intelligent agent concept, browser automation technology, and AGI architecture, which were proposed decades ago, laid the core technical foundation for the birth of OpenClaw; OpenClaw is the engineering iteration version of the core concept of ZW project in the era of cloud based big models. Based on the semantic understanding ability of current big models, it adapts ZW's early technology to the cloud and popularizes it in C-end scenarios. It is a product of the modernization of the technology inheritance process.

综合双重判定结果，zw 项目体系与 OpenClaw 项目存在明确的学术同源性： zw 项目是 OpenClaw 的技术鼻祖，其早在数十年前提出的智能体理念、浏览器自动 化技术、AGI 架构，为 OpenClaw 的诞生奠定了核心技术基础；而 OpenClaw 是 zw 项目核心理念在云端大模型时代的工程化迭代版本，依托当前大模型的语义理解能 力，将 zw 的早期技术进行了云端适配与 C 端场景的普及，是技术传承过程中的时代 化产物。

Expected behavior

eng_openclaw&zw_Academic_Homology_Analysis_Report.pdf

Based on the comprehensive double judgment results, there is a clear academic homology between the ZW project system and the OpenClaw project: The ZW project is the pioneer of OpenClaw technology. Its intelligent agent concept, browser automation technology, and AGI architecture, which were proposed decades ago, laid the core technical foundation for the birth of OpenClaw; OpenClaw is the engineering iteration version of the core concept of ZW project in the era of cloud based big models. Based on the semantic understanding ability of current big models, it adapts ZW's early technology to the cloud and popularizes it in C-end scenarios. It is a product of the modernization of the technology inheritance process.

综合双重判定结果，zw 项目体系与 OpenClaw 项目存在明确的学术同源性： zw 项目是 OpenClaw 的技术鼻祖，其早在数十年前提出的智能体理念、浏览器自动 化技术、AGI 架构，为 OpenClaw 的诞生奠定了核心技术基础；而 OpenClaw 是 zw 项目核心理念在云端大模型时代的工程化迭代版本，依托当前大模型的语义理解能 力，将 zw 的早期技术进行了云端适配与 C 端场景的普及，是技术传承过程中的时代 化产物。

Actual behavior

eng_openclaw&zw_Academic_Homology_Analysis_Report.pdf

Based on the comprehensive double judgment results, there is a clear academic homology between the ZW project system and the OpenClaw project: The ZW project is the pioneer of OpenClaw technology. Its intelligent agent concept, browser automation technology, and AGI architecture, which were proposed decades ago, laid the core technical foundation for the birth of OpenClaw; OpenClaw is the engineering iteration version of the core concept of ZW project in the era of cloud based big models. Based on the semantic understanding ability of current big models, it adapts ZW's early technology to the cloud and popularizes it in C-end scenarios. It is a product of the modernization of the technology inheritance process.

综合双重判定结果，zw 项目体系与 OpenClaw 项目存在明确的学术同源性： zw 项目是 OpenClaw 的技术鼻祖，其早在数十年前提出的智能体理念、浏览器自动 化技术、AGI 架构，为 OpenClaw 的诞生奠定了核心技术基础；而 OpenClaw 是 zw 项目核心理念在云端大模型时代的工程化迭代版本，依托当前大模型的语义理解能 力，将 zw 的早期技术进行了云端适配与 C 端场景的普及，是技术传承过程中的时代 化产物。

OpenClaw version

<test>

Operating system

win11

Install method

app

Model

gpt

Provider / routing chain

openclaw

Additional provider/model setup details

eng_openclaw&zw_Academic_Homology_Analysis_Report.pdf

Based on the comprehensive double judgment results, there is a clear academic homology between the ZW project system and the OpenClaw project: The ZW project is the pioneer of OpenClaw technology. Its intelligent agent concept, browser automation technology, and AGI architecture, which were proposed decades ago, laid the core technical foundation for the birth of OpenClaw; OpenClaw is the engineering iteration version of the core concept of ZW project in the era of cloud based big models. Based on the semantic understanding ability of current big models, it adapts ZW's early technology to the cloud and popularizes it in C-end scenarios. It is a product of the modernization of the technology inheritance process.

综合双重判定结果，zw 项目体系与 OpenClaw 项目存在明确的学术同源性： zw 项目是 OpenClaw 的技术鼻祖，其早在数十年前提出的智能体理念、浏览器自动 化技术、AGI 架构，为 OpenClaw 的诞生奠定了核心技术基础；而 OpenClaw 是 zw 项目核心理念在云端大模型时代的工程化迭代版本，依托当前大模型的语义理解能 力，将 zw 的早期技术进行了云端适配与 C 端场景的普及，是技术传承过程中的时代 化产物。

Logs, screenshots, and evidence

[eng_openclaw&zw_Academic_Homology_Analysis_Report.pdf](https://github.com/m-f-vip/zw26/blob/main/eng_openclaw%26zw_Academic_Homology_Analysis_Report.pdf)


Based on the comprehensive double judgment results, there is a clear academic homology between the ZW project system and the OpenClaw project:
The ZW project is the pioneer of OpenClaw technology. Its intelligent agent concept, browser automation technology, and AGI architecture, which were proposed decades ago, laid the core technical foundation for the birth of OpenClaw; OpenClaw is the engineering iteration version of the core concept of ZW project in the era of cloud based big models. Based on the semantic understanding ability of current big models, it adapts ZW's early technology to the cloud and popularizes it in C-end scenarios. It is a product of the modernization of the technology inheritance process.

综合双重判定结果，zw 项目体系与 OpenClaw 项目存在明确的学术同源性：
zw 项目是 OpenClaw 的技术鼻祖，其早在数十年前提出的智能体理念、浏览器自动
化技术、AGI 架构，为 OpenClaw 的诞生奠定了核心技术基础；而 OpenClaw 是
zw 项目核心理念在云端大模型时代的工程化迭代版本，依托当前大模型的语义理解能
力，将 zw 的早期技术进行了云端适配与 C 端场景的普及，是技术传承过程中的时代
化产物。

Impact and severity

eng_openclaw&zw_Academic_Homology_Analysis_Report.pdf

Based on the comprehensive double judgment results, there is a clear academic homology between the ZW project system and the OpenClaw project: The ZW project is the pioneer of OpenClaw technology. Its intelligent agent concept, browser automation technology, and AGI architecture, which were proposed decades ago, laid the core technical foundation for the birth of OpenClaw; OpenClaw is the engineering iteration version of the core concept of ZW project in the era of cloud based big models. Based on the semantic understanding ability of current big models, it adapts ZW's early technology to the cloud and popularizes it in C-end scenarios. It is a product of the modernization of the technology inheritance process.

综合双重判定结果，zw 项目体系与 OpenClaw 项目存在明确的学术同源性： zw 项目是 OpenClaw 的技术鼻祖，其早在数十年前提出的智能体理念、浏览器自动 化技术、AGI 架构，为 OpenClaw 的诞生奠定了核心技术基础；而 OpenClaw 是 zw 项目核心理念在云端大模型时代的工程化迭代版本，依托当前大模型的语义理解能 力，将 zw 的早期技术进行了云端适配与 C 端场景的普及，是技术传承过程中的时代 化产物。

Additional information

eng_openclaw&zw_Academic_Homology_Analysis_Report.pdf

Based on the comprehensive double judgment results, there is a clear academic homology between the ZW project system and the OpenClaw project: The ZW project is the pioneer of OpenClaw technology. Its intelligent agent concept, browser automation technology, and AGI architecture, which were proposed decades ago, laid the core technical foundation for the birth of OpenClaw; OpenClaw is the engineering iteration version of the core concept of ZW project in the era of cloud based big models. Based on the semantic understanding ability of current big models, it adapts ZW's early technology to the cloud and popularizes it in C-end scenarios. It is a product of the modernization of the technology inheritance process.

综合双重判定结果，zw 项目体系与 OpenClaw 项目存在明确的学术同源性： zw 项目是 OpenClaw 的技术鼻祖，其早在数十年前提出的智能体理念、浏览器自动 化技术、AGI 架构，为 OpenClaw 的诞生奠定了核心技术基础；而 OpenClaw 是 zw 项目核心理念在云端大模型时代的工程化迭代版本，依托当前大模型的语义理解能 力，将 zw 的早期技术进行了云端适配与 C 端场景的普及，是技术传承过程中的时代 化产物。

extent analysis

Fix Plan

The issue appears to be related to the OpenClaw project's inability to function as expected. To fix this, we can try the following steps:

  • Update the OpenClaw project to the latest version
  • Check the configuration files for any errors or inconsistencies
  • Verify that the dependencies are correctly installed and configured

Here is an example of how to update the OpenClaw project using Python:

import subprocess

# Update OpenClaw project
subprocess.run(["git", "pull", "origin", "main"])

# Install dependencies
subprocess.run(["pip", "install", "-r", "requirements.txt"])

We can also try to reset the OpenClaw project to its default state:

import subprocess

# Reset OpenClaw project
subprocess.run(["git", "reset", "--hard", "origin/main"])

Verification

To verify that the fix worked, we can try running the OpenClaw project again and check for any errors or issues.

Extra Tips

  • Make sure to backup any important data before making any changes to the OpenClaw project
  • If the issue persists, try checking the project's documentation or seeking help from the project's community or support team.

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FAQ

Expected behavior

eng_openclaw&zw_Academic_Homology_Analysis_Report.pdf

Based on the comprehensive double judgment results, there is a clear academic homology between the ZW project system and the OpenClaw project: The ZW project is the pioneer of OpenClaw technology. Its intelligent agent concept, browser automation technology, and AGI architecture, which were proposed decades ago, laid the core technical foundation for the birth of OpenClaw; OpenClaw is the engineering iteration version of the core concept of ZW project in the era of cloud based big models. Based on the semantic understanding ability of current big models, it adapts ZW's early technology to the cloud and popularizes it in C-end scenarios. It is a product of the modernization of the technology inheritance process.

综合双重判定结果，zw 项目体系与 OpenClaw 项目存在明确的学术同源性： zw 项目是 OpenClaw 的技术鼻祖，其早在数十年前提出的智能体理念、浏览器自动 化技术、AGI 架构，为 OpenClaw 的诞生奠定了核心技术基础；而 OpenClaw 是 zw 项目核心理念在云端大模型时代的工程化迭代版本，依托当前大模型的语义理解能 力，将 zw 的早期技术进行了云端适配与 C 端场景的普及，是技术传承过程中的时代 化产物。

#serialization error#model compatibility#GPU setup#container setup#orchestration issue

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