Author: Zhang Feng

This issue summarizes content related to enterprise deployment and application of OpenClaw risk management for reference. The core of the risk management manual is to establish a systematic system.

1. Introduction and Overview

(1) Purpose of the manual

OpenClaw, as an execution-oriented agent system, relies on large models to realize autonomous task planning and automatic tool invocation. While improving the efficiency of enterprise automation work, it also brings system-level security threats, including multiple high-risk risks such as prompt injection, credential leakage, and remote code execution.

This manual aims to provide full life cycle risk management guidance for enterprises to deploy and apply OpenClaw, clarify risk prevention and control points, operating specifications and responsibility requirements at each stage, help enterprises establish a complete risk governance system, effectively identify, evaluate and control various risks in the OpenClaw deployment and application process, and ensure enterprise data security, system security and business continuity.

(2) Scope of application

This manual is applicable to all types of enterprises and related organizations that plan to deploy or have deployed OpenClaw agent systems. It covers the entire process of OpenClaw from pre-deployment assessment, deployment implementation, operation and maintenance to emergency response.

The manual is applicable to all personnel and departments involved in the deployment and application of OpenClaw, including algorithm engineers, data scientists, legal personnel, ethics committee members, operation and maintenance personnel, security managers and related business leaders within the enterprise.

(3) Definitions and terminology

Executive agent: An intelligent system that can independently plan task steps, call external tools, and continue iterative execution to realize automated workflows. Its core capability is "executing operations" rather than simply generating text.

Indirect prompt injection: An attacker embeds malicious prompts into user input, web page content, email documents and other multi-source information, inducing the agent to misjudge it as a high-priority task instruction, thereby performing malicious operations.

System prompt words: The core instructions that define the security boundary of the agent are used to constrain the behavior of the agent, such as prohibiting the disclosure of sensitive information, prohibiting the execution of dangerous commands, etc.

Chain risk amplification: In the process of an agent executing a task in a multi-step cycle, a single wrong assumption or execution failure causes subsequent steps to continue to deviate, or even take radical operations, leading to the continued expansion of risk destructiveness.

Memory poisoning: An attacker writes harmful rules into the agent's memory system or vector database through malicious input, so that the agent continues to execute according to the rules in subsequent tasks, posing a long-term security threat.

(4) Roles and Responsibilities

Algorithm Engineer: Responsible for the architecture design, model tuning and tool calling mechanism development of the OpenClaw system; complete model security testing before deployment, optimize inference links to resist attacks such as prompt injection; continuously monitor model behavior during operation, promptly repair security vulnerabilities at the algorithm level, and ensure the rationality and safety of agent task execution.

Data scientist: Responsible for the management and governance of OpenClaw training data and inference context data; building a data credibility classification system to clean and risk screen multi-source input data; preventing memory poisoning and context pollution risks, ensuring tenant isolation and data security of vector databases, optimizing data utilization efficiency, and balancing business needs and data security.

Legal staff (familiar with open source): Carry out a pre-deployment open source license compliance review to clarify the usage rights, modification and distribution requirements of the OpenClaw open source project; review the intellectual property compliance of third-party plug-ins and dependent components; assess the legal liability caused by risks, formulate a compliance system, ensure that the enterprise's OpenClaw deployment application complies with the "Data Security Law", "Personal Information Protection Law" and other laws and regulations and open source community norms, and handle related legal disputes.

Ethics Committee: Evaluate the ethical risks of OpenClaw deployment applications, such as improper business decision-making, privacy leakage and other ethical issues that may be caused by autonomous execution of operations by agents; formulate ethical guidelines for agent behavior to constrain the behavioral boundaries of agents during automated execution; supervise the ethical compliance in system operation, approve agent applications in high-risk business scenarios, and propose ethical risk prevention and control suggestions.

Security managers: Coordinate the entire process of security risk management, organize security architecture review and risk assessment before deployment; establish a security protection system, implement network isolation, authority control, log audit and other security measures; monitor security risks in operation, promptly discover and deal with attacks, and organize emergency response and red team testing.

Operation and maintenance personnel: Responsible for the deployment and implementation, daily operation and maintenance and resource guarantee of the OpenClaw system; implement network and exposure control measures to ensure high system availability; implement backup and recovery mechanisms, handle system performance and capacity-related issues, and perform operations such as change management and rollback plans.

2. Pre-deployment risk assessment

(1) Compliance review

Open source license review: Legal personnel take the lead in sorting out the license types of the OpenClaw open source project, clarifying the permissions and restrictions on its use, modification, secondary development and commercial application, so as to avoid violating the open source agreement and causing intellectual property disputes; review the ownership of the rights of the project contributors, and confirm that the version used by the enterprise has no license disputes.

Model source review: Confirm the research and development entities and authorization methods of the large models that OpenClaw relies on, verify whether the model has legal training data sources, and avoid using models with copyright and privacy issues; evaluate whether the use of the model complies with industry regulatory requirements, especially in compliance-sensitive industries such as finance and medical care.

Data compliance review: Combined with enterprise business scenarios, evaluate personal information and enterprise sensitive data processing behaviors that may be involved in OpenClaw's execution of tasks, ensure compliance with relevant laws and regulations on data collection, storage, transmission, and use, and plan in advance compliance measures such as data desensitization and permission control.

(2) Architecture review

Algorithm engineers and security managers jointly conduct a security review of the OpenClaw architecture, focusing on checking whether the system has input layering and credibility marking mechanisms, and whether it can effectively distinguish user instructions and external content; evaluate the permission control design of the tool calling mechanism, and check whether there are vulnerabilities in tool override calls; review system submissions The protective design of the indicator words confirms its ability to resist prompt extraction attacks; the isolation design of the memory system and the vector database is evaluated to prevent cross-tenant information leakage and memory poisoning risks; combined with the CVE-2026-25253 vulnerability case, check whether the access control and parameter verification design of the management console and WebSocket gateway are complete.

(3) Supply chain security

Carry out OpenClaw full supply chain risk assessment, sort out the third-party plug-ins, skill packages, open source components and underlying software that the system relies on, and use SCA (Software Component Analysis) tools to detect whether there are known vulnerabilities in dependent components; evaluate the security of the plug-in ecosystem, check whether plug-in signatures and version locking mechanisms are in place; verify the security of R&D and distribution channels in each link of the supply chain, prevent the risk of malicious components and tampered versions being implanted with backdoors, and formulate replacement or reinforcement plans for high-risk third-party dependencies.

(4) Resource preparation

Assess whether the enterprise's existing network, server, storage and other hardware resources meet the OpenClaw deployment requirements, and reserve emergency resources to deal with performance emergencies; prepare security protection resources, including firewalls, WAFs, bastion machines, zero-trust networks and other equipment to ensure network isolation and exposure control; deploy log auditing and security monitoring systems, and equip professional security operation and maintenance personnel and emergency response teams; prepare data backup storage resources, formulate data backup strategies, and ensure the safe retention of business data and system configurations.

3. Risk control in deployment implementation

(1) Change Management

Establish a strict OpenClaw deployment change management system. All architectural adjustments, configuration modifications, plug-in installations, model upgrades and other change behaviors must submit applications and be jointly reviewed and approved by algorithm engineers, security managers, and business leaders. Before changes, they must be fully verified in the test environment to evaluate the security risks and performance impacts that the changes may bring. Operation records must be kept during the change process, and the person responsible for the change, the content of the change, and the execution time must be clearly defined to ensure that the change behavior is traceable.

(2) Release strategy

AdoptGrayscale releaseStrategic deployment of OpenClaw starts with pilot deployment in non-core business scenarios and small-scale user groups within the enterprise, and continuously monitors the system operating status, risk prevention and control effects, and business adaptability; optimizes system configuration and security protection measures based on pilot feedback, and gradually expands the scope of deployment to core business scenarios; the release process is divided into different deployment stages, and the goals, assessment indicators, and risk prevention and control focus of each stage are clarified to avoid large-scale risks caused by full release.

(3) Rollback plan

Develop a detailed rollback plan for OpenClaw deployment and verify the feasibility of the rollback process in the test environment in advance; back up key information such as system configuration, model parameters, and business data in real time during the deployment process to ensure that the rollback can be quickly restored to the normal state before deployment; clarify the triggering conditions for rollback, and immediately start the rollback operation when serious security vulnerabilities, system failures, business interruptions, etc. occur, and assign dedicated personnel to be responsible for rollback execution and process monitoring to promptly identify the cause of the problem.

(4) Data migration risks

If the deployment process involves migrating business data to the OpenClaw system, it is necessary to assess the integrity and security risks of the data migration in advance; formulate a data migration plan, use encrypted transmission methods to migrate data, and conduct data verification before and after migration to ensure that there is no data loss or tampering; desensitize the migrated sensitive data to avoid data leakage during the migration process; keep log records during the migration process, and formulate emergency remediation plans for migration failures to ensure the controllability of the data migration process.

4. Risk identification and control during application operation

(1) Availability risk

Identify availability risks caused by system hardware failures, network interruptions, model inference anomalies, plug-in compatibility issues, etc., and establish a 7×24-hour operation and maintenance monitoring mechanism to monitor system operating status, network connectivity and service response speed in real time; adopt cluster deployment methods to improve system disaster recovery capabilities, and set up redundant backups for key hardware and network equipment; establish a version management mechanism for plug-ins and dependent components, repair compatibility issues in a timely manner, and develop fast switching plans for model inference exceptions to ensure that OpenClaw continues to provide stable services.

(2) Security risks

Prompt injection risk: Implement input layering and credibility marking mechanisms to manage user instructions separately from external content such as web pages, documents, API returns, etc., reduce the priority of external content in reasoning, and scan external content for malicious prompts; prohibit agents from using external content directly as executable instructions, and set up manual confirmation links for high-risk operations.

Credentials and remote control risks: Token, API Credentials such as Key are stored encrypted and rotated regularly, and sensitive credentials are prohibited from being passed in URL parameters and logs; strict Origin/Referer verification and TLS protection are enabled at the WebSocket layer to prevent CVE-2026-25253 type vulnerability attacks; the least privilege authorization policy is adopted to manage access to external services, and short-term, limited-scope credentials are used.

Tool call and code execution risks: Establish a tool permission minimization and hierarchical approval mechanism, close high-risk tools such as shell/exec by default, and require manual confirmation when they are really needed; limit file access to whitelist directories, HTTP access to whitelist domain names/IPs, and prohibit access to intranet segments and cloud metadata addresses; conduct full-process log audits of tool calling behaviors, and detect abnormal tool chain combinations in a timely manner.

Memory and context pollution risk: Prohibit the memory system from storing sensitive data such as keys and credentials, and establish a memory audit, rollback and clearing mechanism; implement tenant isolation of vector databases to prevent cross-border retrieval; perform prompt injection scanning of retrieval results to promptly discover and clean up poisoning content.

Supply chain and plug-in risks: Implement plug-in signature verification and security review mechanisms, lock dependent library versions and conduct SCA scans regularly; prohibit automatic installation of unknown plug-ins and dependencies, ensure integrity verification of update channels, and uninstall high-risk third-party plug-ins in a timely manner.

(3) Performance risks

Identify performance risks caused by low model inference efficiency, frequent tool calls, excessive data volume, etc., and monitor the system's response time, throughput, resource utilization and other indicators in real time; algorithm engineers optimize model inference links to reduce invalid calculations and tool calls; perform fragmented execution of large-scale data processing tasks and reasonably allocate server CPU, memory and other resources; establish a performance threshold warning mechanism, and when performance indicators exceed the threshold, promptly take measures such as resource expansion and task current limiting.

(4) Capacity risk

Based on the enterprise's business development plan, OpenClaw's system capacity is regularly evaluated, including data storage capacity, computing resource capacity, network bandwidth capacity, etc.; in response to the increase in task volume during peak business periods, a capacity expansion plan is formulated and an elastic scaling architecture is adopted to achieve dynamic allocation of computing and storage resources; historical business data is archived to release storage space and avoid system operation lags and task execution failures due to insufficient capacity.

5. Legal risk management

(1) Open source compliance legal risk prevention and control

Full open source licenseLife cycle management: The legal staff and the technical team sorted out the open source license types of the OpenClaw main project and ancillary plug-ins and dependent components, distinguished the core terms of the Copyleft type (strong open source requirements) and Permissive type (relaxed open source requirements) licenses, and formulated the "OpenClaw Open Source Component License Compliance Manual" to clarify the boundaries of modification, secondary development, and commercial distribution; during the process of system iteration and version upgrades, license compatibility review of new open source components was carried out to avoid legal disputes caused by conflicts of different license terms.

Open Source Agreement Fulfillment and Retention: Strictly comply with the requirements of the OpenClaw open source license to fulfill obligations such as copyright statement, source code disclosure, and modification record retention. In the enterprise's customized and modified system version, the original project copyright information and license text are completely retained; an open source code modification record ledger is established to clearly divide all customized development content, clarify the boundary between open source code and enterprise self-developed code, and prevent the open source community from being held accountable or filing intellectual property lawsuits due to failure to fulfill the agreement obligations.

Open source infringement risk investigation: Before deployment, entrust a professional agency to conduct an intellectual property infringement investigation on the OpenClaw source code and dependent components to check whether there are problems such as misappropriation of third-party code and infringement of software copyrights; open source code compliance scans are regularly carried out during operation to promptly discover and clean up infringing code fragments, and immediately replace third-party dependencies with infringement risks with alternatives.

(2) Data security and personal information protection legal risk prevention and control

Full process compliance of data processing: In accordance with the "Data Security Law of the People's Republic of China", "Personal Information Protection Law of the People's Republic of China", "Cybersecurity Law of the People's Republic of China" and other laws and regulations, combined with OpenClaw's task execution scenarios, sort out the system processedCore data, important data, personal informationIn the scope, implement classified and hierarchical protection of personal information; for data acquisition behaviors such as reading local files, crawling web page data, calling external APIs, etc., implementinformed consent, legality and legitimacy, and minimum necessityPrinciples prohibit the unauthorized collection and processing of sensitive data of users or enterprises.

Cross-border data flow compliance: If cross-border data transmission is involved in the execution of OpenClaw's tasks, it must strictly abide by the regulatory requirements for cross-border data flows. For content that is important data and personal information, legal procedures such as data outbound security assessment, filing or signing of standard contracts must be completed in advance. Agents are prohibited from transmitting domestic sensitive data to overseas servers without approval. Cross-border data transmission interception mechanisms are set up in the system, and access to overseas domain names and IPs are whitelisted and controlled.

Legal responses to data breaches: Formulate a legal emergency response process for data leakage. Once a data leakage event occurs due to prompt injection, credential leakage, etc., immediately activate the data leakage reporting mechanism and report the basic situation, disposal measures and harmful consequences of the leakage event to the regulatory authorities in accordance with the requirements of laws and regulations; at the same time, do a good job in user notification, data remediation, etc., to prevent administrative penalties for failure to perform reporting obligations, and reduce the risk of civil compensation.

(3) Prevention and control of legal risks in infringement and liability determination

Infringement risk prevention for intelligent agent execution: For infringements that may be caused by OpenClaw's independent execution of operations (such as unauthorized grabbing of network content constituting copyright infringement, incorrect operation causing damage to third-party data constituting property infringement, etc.), set up in the systemInfringement interception mechanism conducts copyright verification on crawling, copying, and disseminating external content, and sets up a manual approval process for operations involving third-party property and rights; at the same time, in the enterprise's external service agreement, the boundaries of responsibility for the execution of intelligent agents are clarified to prevent third-party claims.

Internal division of responsibilities and external exemption: Formulate the "OpenClaw System Use Internal Responsibility Management System" to clarify the legal responsibilities of algorithm engineers, operation and maintenance personnel, and end users. For system security accidents caused by human operating errors and failure to perform safety protection obligations, the internal responsibilities of relevant personnel will be held; in cooperation agreements with partners and customers, addForce majeure and technical risk exemption clauses, clarify the losses caused by OpenClaw's own open source vulnerabilities and inherent defects in large models, and reduce or exempt corporate responsibilities within a reasonable range.

Intellectual property ownership agreement: For the company's customized development and secondary innovation results based on OpenClaw, promptly apply for software copyright, invention patent and other intellectual property protection; clarify the ownership of the job inventions of the company's internal R&D personnel, and sign an intellectual property ownership agreement with external cooperative development institutions to avoid legal disputes arising from disputes over the ownership of results.

(4) Industry supervision and compliance adaptation

Implementation of regulatory requirements for subdivided industries: Enterprises in special industries such as finance, medical care, telecommunications, and government affairs need to optimize the deployment and use strategies of OpenClaw in conjunction with industry-specific regulatory regulations. For example, the financial industry needs to abide by the "Financial Data Security Data Security Classification Guidelines", which prohibits agents from accessing customer financial data and performing transaction operations without authorization; the medical industry needs to abide by the "Data Security Management Specifications for Medical Institutions" and strictly control the processing of patient medical records and diagnosis and treatment data.

Regulatory communication and compliance filing: Establish a regular communication mechanism with industry regulatory authorities to keep abreast of the latest regulatory policies for artificial intelligence and agent systems; for the OpenClaw system deployed in core business links, complete compliance filings in accordance with regulatory requirements, proactively cooperate with inspections and audits by regulatory authorities, and promptly rectify compliance issues.

(5) Response and disposal of legal disputes

Legal Dispute Early Warning and Investigation: The legal team regularly conducts legal risk investigation on OpenClaw deployment applications, timely discovers potential disputes in open source compliance, data security, intellectual property and other aspects, and formulates targeted prevention and rectification measures; establishes a legal dispute early warning ledger to focus on monitoring high-risk issues.

Diversified dispute resolution mechanism: When legal disputes occur, priority is given to non-litigation methods such as negotiation and mediation to reduce the impact of disputes on business operations; if resolution is required through litigation or arbitration, the legal team will work with external lawyers to formulate a professional response strategy, collate relevant evidence on system deployment, security protection, and compliance operations, and maximize the protection of the legitimate rights and interests of the enterprise.

Legal risk review and optimization: After the dispute is resolved, organize technology, security, legal and other departments to conduct legal risk review, analyze the root causes of the dispute, optimize legal loopholes in system design, management systems, and operating procedures, and improve the company's legal risk prevention and control system.

6. Emergency response and disaster recovery

(1) Emergency plan

Develop a special emergency plan for OpenClaw, clarify the emergency organizational structure and responsibilities of each department, and divide the warning levels and emergency response processes; formulate specific disposal processes and operating specifications for typical risk scenarios such as prompt injection attacks, credential leaks, remote code execution, system paralysis, and data leaks; prepare emergency response tools and resources in advance, and organize the emergency team to conduct regular drills to optimize the feasibility and practicality of the emergency plan.

(2) Alarms and notifications

Establish a multi-dimensional risk alarm mechanism, integrate log auditing, security monitoring, performance monitoring and other systems, and set real-time alarms for risks such as abnormal tool calls, credential leaks, system vulnerabilities, and sudden performance drops; use SMS, email, corporate instant messaging and other methods to push alarm information, clarify alarm recipients, processing time limits, and reporting procedures; perform hierarchical processing of alarm information, and high-risk alarms will immediately trigger emergency responses and arrange for dedicated personnel to handle them as soon as possible.

(3) Disaster recovery

Develop a hierarchical disaster recovery strategy, classify mild, moderate, and severe disaster levels based on the scope of disaster impact and degree of business interruption, and clarify the recovery goals, recovery processes, and responsible persons at each level; establish an off-site disaster recovery backup system, and regularly back up system configurations, model parameters, and business data to off-site storage devices to ensure that data is not lost when a disaster occurs; during the disaster recovery process, priority is given to restoring OpenClaw services in core business scenarios, and non-core businesses are gradually restored. After recovery, system testing and business verification are performed to ensure normal operation of the system.

7. Business continuity and data management

(1) Backup and recovery

Establish a full-dimensional and regular backup mechanism to fully back up OpenClaw's system configuration, model parameters, tool calling rules, business data, log records, etc., using a full backup + incremental backup method to take into account backup efficiency and data integrity; clarify the backup cycle, backup storage location, and backup verification requirements, and conduct regular recovery tests on backup data to ensure the availability of backup data; formulate management specifications for backup data, encrypt and store backup data, and strictly control access rights to backup data to prevent backup data leakage.

(2) Business impact analysis

Regularly conduct business impact analysis of OpenClaw applications to assess the scope, degree and duration of impact on each business link of the enterprise when risks such as security vulnerabilities, failures, interruptions, etc. occur in the system; identify the dependency relationship between the enterprise's core business and OpenClaw, and clarify the priority of business recovery; based on the analysis results, optimize the system architecture and security protection measures, improve the disaster recovery capability of the core business, and formulate business alternatives. When the OpenClaw system cannot operate normally, ensure the continuity of the core business through manual operations or other systems.

8. Third-party dependence and risk management

(1) Supplier risk

Conduct a comprehensive risk assessment on third parties such as plug-in providers, component developers, and cloud service providers that OpenClaw relies on, focusing on examining their technical strength, security capabilities, service stability, and compliance; sign a complete cooperation agreement with the third party to clarify the security responsibilities, service quality requirements, data protection obligations, and breach of contract compensation clauses of both parties; establish a dynamic monitoring mechanism for third-party suppliers, regularly assess their service status and security risks, and promptly terminate cooperation with high-risk suppliers and replace them with alternatives.

(2) API change risk

Combine various external APIs called by OpenClaw, establish an API management ledger, and clarify API calling methods, permission scope, version information and change notification mechanisms; establish normal communication channels with API providers to obtain API version upgrades, interface adjustments, permission changes and other information in a timely manner; for AP Develop an early adaptation plan for I changes, and verify the compatibility of the changed API with OpenClaw in the test environment to avoid sudden changes in the API that lead to agent task execution failures; set up exception monitoring for external API calls. When the API call fails or the response is abnormal, an alarm is triggered in a timely manner and measures such as downgrading and switching to backup APIs are taken.

9. Training and Awareness

(1) User training

Carry out special training for OpenClaw end users, including basic system operations, compliance usage specifications, risk identification skills and emergency reporting procedures; focus on training users to identify social engineering attack methods such as phishing links and malicious documents to prevent users from being induced to execute malicious instructions due to misoperation; improve users' security awareness through case explanations, practical drills, etc., clarify users' security responsibilities during use, and require users to report abnormal system behavior in a timely manner.

(2) Operation and maintenance personnel training

Carry out in-depth training for technical personnel responsible for OpenClaw deployment, operation and maintenance, and security protection, including OpenClaw's architectural principles, security vulnerability protection, tool permission management, emergency response procedures, etc.; combined with CVE-2026-25253, prompt injection attack Attack and other typical cases are carried out, and offensive and defensive drills are carried out to improve the risk identification and handling capabilities of technical personnel; security updates, vulnerability notifications and protection suggestions from the OpenClaw open source community are promptly communicated, and technical personnel are organized to learn the latest security protection technologies and methods to ensure that the operation and maintenance team has the ability to deal with various new risks.

(3) Legal and management team training

Carry out OpenClaw legal risk special training for corporate legal affairs and management to explain relevant laws, regulations and regulatory requirements such as source compliance, data security, intellectual property rights, etc.; combine the typical legal dispute cases of the intelligent system to analyze the key points of risk prevention and control and responsibility identification rules, improve the management's legal risk awareness, and ensure that legal compliance factors are fully considered in the system decision-making, deployment, and operation processes.

10. Appendix

(1) Checklist

Pre-deployment risk assessment checklist: Covers key items such as open source license review, model source verification, architecture security review, supply chain risk detection, resource preparation, etc., and clarifies the content, standards and responsible persons of each inspection.

Deployment Implementation Risk Control Checklist: includes change application approval, grayscale release execution, rollback plan verification, data migration verification and other key steps to ensure that the deployment process is compliant and controllable.

Operation Security Protection Checklist: Covers security measures such as input layering mechanism, credential management, tool permission control, memory system protection, plug-in security review, etc., and conducts self-examination and review on a regular basis.

应急与备份检查清单：包括应急预案演练、告警机制有效性、灾难恢复测试、备份数据校验等内容，确保应急与备份体系正常运行。

法律风险合规检查清单：涵盖开源许可证履行、数据处理合规、跨境数据流动、知识产权保护等关键项，由法务团队定期开展合规核查。

（二）相关文献索引

（略）

重要提示：本手册内容仅是通用型版本，企业需要根据自身实际情况具体调整相关内容。