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Writer's pictureJudy

What is Human Machine Capital?

Human Machine Capital (HMC) is a concept proposed by Pure Lam, the CEO of Cyberwisdom Group in 2022. This concept emphasizes the integration of human and machine capabilities to create a new form of capital which will become the most important asset for corporate in the soon future.


HMC focuses on the synergy between talent and robots, marking a significant shift from traditional Human Capital Management (HCM) to a new generation of organizational asset development.


HMC highlights the following key aspects:

  1. Combination of Human and Machine Strengths: It utilizes the respective advantages of humans and machines to enhance productivity and address complex organizational challenges.

  2. Stability and Continuous Improvement: Digital employees, which are part of HMC, can continuously self-optimize and improve their work capabilities through highly intelligent learning abilities, adhering to the principle of "never quitting" and thus enhancing the stability of enterprise employment.

  3. Anytime and anywhere : Digital employees are not limited by geography or time and can handle tasks such as "night shifts" and "busy times" tasks, which in turn enhances the happiness of human employees and ensures their continuous creativity.

  4. Massive Data Processing Capability: HMC enables the handling of complex and voluminous data sources, surpassing the capacity limits of human employees. This capability is crucial for inferring future trends and predicting customer preferences and behaviors based on historical data and analysis results, thereby directly improving the precision and efficiency of corporate decision-making and understanding.

  5. Strategic Management of Human and Machine Organizations: HMC involves managing both traditional employees and digital employees strategically, emphasizing "people-oriented" management while integrating AI assets.

  6. Human-Machine Intelligence: This is a new era of intelligence that transcends traditional human intelligence and artificial intelligence, originating from deep human-machine integration.

Cyberwisdom Group, under the leadership of Pure Lam, is a leading provider of enterprise-level artificial intelligence and talent development solutions, focusing on continuous professional development management. In 2022, the company established a deep enterprise AI consulting team aimed at facilitating corporate transformation through human-machine intelligence. The team specializes in creating enterprise-level AI strategic roadmaps, proof of concepts, scalable AI infrastructure, and the deployment of production-level solutions.

In summary, Human Machine Capital raised by Cyberwisdom Pure Lam represents a forward-thinking approach to managing organizational assets by integrating human and machine capabilities to achieve greater efficiency, innovation, and value creation.



Human-Machine Capital (HMC) Management:

A Comprehensive Guide for HR Professionals


  1. Understanding Human-Machine Capital (HMC)


1.1 Distinguishing HMC from Traditional HCM Human-Machine Capital (HMC) represents a significant evolution from traditional Human Capital Management (HCM). While HCM focuses primarily on human resource management and optimization, HMC recognizes intelligent machines as integral organizational assets and emphasizes human-machine collaboration. The core of HMC lies in leveraging human-machine intelligence, integration, collaboration, division of labor, teamwork, and wisdom to significantly enhance organizational effectiveness and innovation capacity.


Key Differences:

  • Collaborative Focus: HMC promotes a new working model where human employees collaborate with robotic colleagues, each leveraging their unique strengths. In this model, robots handle repetitive and intensive tasks, while humans focus on strategic and creative responsibilities.

  • Technological Integration: HMC requires organizations to deeply integrate digitalization, intelligent data, and artificial intelligence to improve decision-making quality and operational efficiency, contrasting with traditional HCM's focus on recruitment, training, and personnel management.


1.2 Core Values and Objectives of HMC The fundamental value of HMC lies in driving organizational transformation from traditional human resource management to human-machine capital management, with the following objectives:

Organizational Effectiveness:

  • Enhanced efficiency through human-machine collaboration

  • Reduced human resource waste

  • Improved overall organizational performance

Innovation Capability:

  • Promotion of innovative thinking and cross-boundary collaboration

  • Generation of new ideas through human-machine interaction

  • Enhanced organizational innovation capacity

Future Readiness:

  • Adaptation to rapid AI and automation development

  • Maintained competitive advantage in a changing landscape


1.3 HMC's Strategic Importance in Organizational Assets HMC's significance in organizational assets is reflected in:

Asset Diversification:

  • Integration of intelligent robots as organizational assets

  • Creation of new growth opportunities

  • Enhanced organizational value proposition

Risk Management:

  • Emphasis on information security

  • Protection of core organizational assets

  • Balance between innovation and risk control

Competitive Advantage:

  • Development of human-machine interaction capabilities

  • Creation of sustainable competitive advantages

  • Leadership in the human-machine capital era

  • HR Department Challenges and Opportunities


2.1 Impact of HMC on HR Management The implementation of HMC significantly transforms HR management practices:

Technical Integration and Skill Upgrading:

  • Requirement for HR professionals to master digital technologies

  • Need for data analytics and AI knowledge

  • Integration of technology into HR processes

Information Security and Data Protection:

  • Implementation of strict data management policies

  • Protection of sensitive information

  • Compliance with data protection regulations


2.2 Reshaping Employee Roles through Human-Machine Interaction HMC transforms traditional employee roles:

Role Evolution and Capability Development:

  • Shift from executors to strategic thinkers

  • Development of digital literacy and critical thinking

  • Enhancement of human-machine collaboration skills

Workflow and Cultural Adaptation:

  • Redesign of work processes

  • Development of new performance metrics

  • Creation of an innovation-friendly culture


2.3 HR's Evolving Role in HMC HR's transformation from administrative function to strategic partner:

Strategic Planning and Execution:

  • Collaboration with C-suite on HMC strategy

  • Technology investment planning

  • Future leadership development

Talent Development and Retention:

  • Identification of key talent

  • Creation of personalized development plans

  • Implementation of retention strategies

Change Management and Communication:

  • Management of transformation resistance

  • Establishment of effective communication channels

  • Ensuring transparency and fairness


Cyberwisdom Deep Enterprise AI application Engagement Technical Compliance and Governance consulting with LyndonAI KM platorm




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