Welcome to our blog, the digital brainyard to fine tune "Digital Master," innovate leadership, and reimagine the future of IT.

The magic “I” of CIO sparks many imaginations: Chief information officer, chief infrastructure officer , Chief Integration Officer, chief International officer, Chief Inspiration Officer, Chief Innovation Officer, Chief Influence Office etc. The future of CIO is entrepreneur driven, situation oriented, value-added,she or he will take many paradoxical roles: both as business strategist and technology visionary,talent master and effective communicator,savvy business enabler and relentless cost cutter, and transform the business into "Digital Master"!

The future of CIO is digital strategist, global thought leader, and talent master: leading IT to enlighten the customers; enable business success via influence.

Wednesday, June 12, 2024

Organizational Growth

Potential development is a structural effort with all necessary elements such as leadership, process, culture, training, etc, to truly shape a great organization for achieving its very purpose and leading societal progression. 

 Nowadays, we move to the hyperconnected digital era with knowledge abundance and frequent disruptions. Forward-looking organizations explore growth opportunities and build unique capabilities to perform in the future so that the organization does not only 'earn enough from today,' but 'thrive in the future.” The organization is organic to keep evolving, growing, and innovating, discovering, and unlocking its full potential. But what are the key factors to unlock the potential of the organization? On top of strong leadership, here are some other key factors to consider:

Clear Goals and Objectives: Having a clearly defined direction keeps everyone on the same page and motivates individual efforts towards a common purpose. Set goals that are specific, measurable, achievable, relevant, and time-bound (SMART) To set smart goals, all the people involved in implementing them need to be involved. Setting and achieving the S.M.A.R.T goals is the critical step in strategy execution, but do not think of it as a management mechanism only, ensure having a goal that has the business purpose first, then measure it in a smart way.

People Empowerment: Foster a culture that encourages growth and development. Provide opportunities for skill-building, career advancement, and recognition. To gain empowerment, teams or individuals need to earn a level of trust. Trust is a key component of empowerment. Trust comes in stages; trust is earned by creating risk and offering reliance. Trust employees by giving them ownership of their work and the freedom to make decisions.

Customer Focus: Never lose sight of who you're serving. Understanding your customer needs and exceeding their expectations should be a core value throughout the organization. Customer Success is proactive, identifying ways to help customers gain value from the product or service you provide. Loyal customers expect, and deserve more than just 'service' - their interest, and thus success, lies in achieving their objectives consistently.

Continuous Improvement: Always strive to be better. Embrace a culture of learning and innovation where feedback is encouraged and used for improvement.Leverage data and analytics to inform your choices. Data can help you identify areas for improvement, track progress toward goals, and make more strategic decisions 

GRC Practices: Operating with integrity builds trust with employees, customers, and the community. Having a strong ethical foundation enhances your reputation and social responsibility. One of the important goals of the GRC discipline is to improve corporate decision-making effectiveness and consistency. The key point is to make sure the governance system is defined to establish the boundary and the properties that interact with the environment to improve business management effectiveness, agility, and consistency. Effective GRC practices can mitigate both systematic and strategic risks on the journey of business growth and transformation.

With the increasing speed of change, organizational evolution needs business catalysts to unlock its full potential. The importance of potentiality management depends on how and what the organization is utilizing the potential for and how to invest in potential development for building unique business competency. Potential development is a structural effort with all necessary elements such as leadership, process, culture, training, etc, to truly shape a great organization for achieving its very purpose and leading societal progression. 


Professional Competencies usually emerge from a blend of mindsets, skills, and disciplines to take certain activities for making accomplishment.

Professional competency refers to the skills, knowledge, and abilities you possess that enable you to perform your work duties effectively. It's a combination of technical expertise, soft skills, and work ethic that allows you to deliver results and contribute meaningfully to your organization.

The rise of automation and machine intelligence is transforming the workplace. Certain skills are becoming less relevant, while new ones are in high demand. Reskilling allows you to adapt to these changes, ensure your skills remain valuable, and continue building your professional competency.

A set of professional competencies: Talent competency is the digital lens through which people managers can assess talent in a more strategic, analytical, and creative way.

-Critical Thinking: The ability to analyze information objectively, evaluate different perspectives, and make sound judgments is crucial for effective decision-making.

-Work-Specific Skills: This includes the specific knowledge and skills required for your particular role. For example, an accountant needs proficiency in accounting software and financial regulations, while a graphic designer needs expertise in design tools and principles.

-Industry Knowledge: A strong understanding of your industry's trends, best practices, and regulations is crucial for making informed decisions and performing your tasks effectively.

-Communication abilities:: The ability to clearly and concisely convey information, both verbally and in writing, is essential for successful collaboration and teamwork.

-Problem-solving capabilities: Identifying problems, analyzing situations, and developing effective solutions is a valuable asset in any profession.

-Time Management: The ability to prioritize tasks, manage your workload efficiently, and meet deadlines is essential for professional success.

-Interpersonal Skills: Building rapport with colleagues, clients, and stakeholders is vital for effective collaboration and achieving organizational goals.

-Work Ethic:

* Reliability: Consistently meeting deadlines and delivering high-quality work is essential for building trust and credibility within your organization.Taking ownership of your work, identifying opportunities for improvement, and proactively tackling challenges demonstrates a strong work ethic.

*Adaptability: The ability to adjust to changing priorities, new technologies, and unexpected situations is crucial for success in today's dynamic work environment.

*Learning Agility: A commitment to continuous learning and upskilling is essential for staying relevant and competitive in your field.

Talent Growth: As automation and technology evolve, the skills needed for various roles change. With the rapid advancements in technology and automation, many jobs are evolving, and some are being replaced. Reskilling equips individuals with the necessary skills to stay relevant and competitive in the job market. Organizations need to invest in upskilling and reskilling their workforce to ensure they have the capabilities to thrive in the digital age. Reskilling is a process of learning new skills to adapt to the changing demands of the workplace. Regularly assess your strengths and weaknesses, set professional development goals, and identify areas where you can improve your skills. A continuous learning mindset is crucial in today's digital economy. Reskilling demonstrates your adaptability and willingness to learn, making you a more attractive candidate to potential employers. By continuously developing your professional competency, you can ensure your success in your current role, open doors to new opportunities, and build a fulfilling and rewarding career.

Talent development processes & practices: By embracing reskilling and lifelong learning, you can navigate the changing job market with confidence and ensure your career remains successful and fulfilling.

-Identify Skills Gap: Evaluate your current skill set and the skills required for your desired career path. Identify the gap between the two and prioritize the skills you need to learn.

-Choose Learning Resources: There are numerous resources available for reskilling, including online courses, boot camps, certificate programs, workshops, and even on-the-job training offered -by employers.

-Develop a Learning Plan: Create a structured learning plan that outlines your goals, the resources you'll use, and a timeline for completion.

Practice and Apply: Don't just learn theoretically. Look for opportunities to practice and apply your newly acquired skills through volunteer work, personal projects, or freelance gigs.

-Continuous Learning: Reskilling is not a one-time event. Stay updated on industry trends and emerging technologies to ensure your skill set remains relevant throughout your career

and focus on acquiring new skills that build upon your existing knowledge and experience. It's about enhancing your skill set within your current field to become more proficient and take on new responsibilities or advance your career.

Professional Competencies usually emerge from a blend of mindsets, skills, and disciplines to take certain activities for making accomplishment. In essence, reskilling equips you with entirely new skills to adapt to changing job demands, while upskilling builds upon your existing knowledge to develop your professional competency, achieve high performance, 


RAG is a promising technique that helps bridge the knowledge gap for large language models.

LLMs can automate tasks that involve understanding and processing large amounts of text data, saving time and resources to improve efficiency. LLMs are trained on massive datasets of text and code, but they can't access and process information in real-time the way humans do. This can lead to factual errors or irrelevant outputs. LLMs struggle with the deeper meaning and intent behind languages. RAG, which stands for Retrieval-Augmented Generation, is a technique used to improve the accuracy and reliability of large language models (LLMs). 

RAG scenario: Machine Intelligence takes a logical scenario for retrieving, generating, responding.

Information Retrieval: When you ask machine intelligence a question or give you a prompt, RAG first kicks in by searching for relevant information from external knowledge sources. These sources can be curated databases, websites, or even research papers.

-Context for Generation: The retrieved information is then provided to you , the LLM. you use this information along with your internal knowledge to understand the context of your request better.

- Enhanced Response: With this enriched understanding, I can generate a more accurate, relevant, and informative response.

Goals of RAG: RAG is a technique used to improve the accuracy and reliability of large language models

-Improved Factual Accuracy: By grounding the responses in real-world information, RAG helps to minimize factual errors and ensure the information is reliable.

-Increased Relevance: The retrieved information helps to stay focused on your specific needs and avoid going off on tangents.

-Transparency: In some RAG implementations, you might see the sources you used to inform the response. This allows you to evaluate the credibility of the information yourself.

Applications of RAG: The variety of industries start using RAG for improving customer services and increasing workforce productivity. 

-Question Answering Systems: RAG can be used to create question-answering systems that provide more comprehensive and informative responses to complex queries.

-Chatbots: Chatbots powered by RAG can have more meaningful conversations by accessing and leveraging relevant information during the interaction.

-Text Summarization: RAG can be used to create more accurate and informative summaries of factual topics by incorporating retrieved information.

Limitations of RAG: The technology is still under developing, takes time to get mature. 

-Quality of External Sources: The accuracy and reliability of RAG outputs depend heavily on the quality of the information retrieved from external sources.

Bias in Data Sources: If the external sources contain biases, it can be reflected in the 

RAG is a promising technique that helps bridge the knowledge gap for large language models. It allows us to access and process information in real-time, leading to more accurate, relevant, and trustworthy outputs.


Hyperparameter tuning can be a time-consuming and computationally expensive process, especially for complex models with many hyperparameters. 

Hyperparameters are crucial elements in machine learning, especially deep learning, that control the training process and influence the final performance of the model. They are distinct from regular parameters because they are not learned by the model during training. Instead, they are set by the developer before the training process begins.

 The choice of hyperparameters: Hyperparameters play a significant role in determining the model's ability to learn effectively, avoid overfitting: Deep learning models require a significant amount of data for training. The choice of hyperparameters (number of layers, learning rate) can significantly impact the model's performance. Examples of Hyperparameters:

-Number of layers in a neural network

-Number of neurons in each layer

-Learning rate: controls how much the model updates its weights based on errors

-Batch size: determines how many data points are processed at a time during training

-Activation function: function applied to the output of each neuron

-Optimizer: algorithm used to update the model's weights

Hyperparameter tuning: Choosing the right hyperparameters can significantly improve the model's performance, while poor choices can lead to suboptimal results or even training failures. There's no single "best" set of hyperparameters for a given model and dataset. Finding the optimal configuration often involves a process called hyperparameter tuning. This process involves trying out different combinations of hyperparameter values and evaluating the model's performance on a validation set. Techniques like grid search, random search, and Bayesian optimization can be used for efficient hyperparameter tuning. Regularization techniques are often used to prevent overfitting and improve the model's generalizability.

Tips for Hyperparameter Tuning: By understanding and effectively tuning hyperparameters, you can significantly improve the performance and generalizability of your deep learning models. 

-Start with common baseline values for hyperparameters based on best practices in your chosen deep learning architecture.

-Don't tune too many hyperparameters at once, as it can increase the search space and make the process more complex.

-Utilize techniques like early stopping to prevent overfitting during hyperparameter tuning.

Consider using automated hyperparameter tuning libraries or tools to streamline the process.

-Impact of Hyperparameters:

Hyperparameter tuning can be a time-consuming and computationally expensive process, especially for complex models with many hyperparameters. There's no guarantee of finding the absolute best hyperparameter configuration, but the goal is to achieve a good balance between model performance and generalizability.

Agile & Analysis in Software

 By combining Agile's flexibility with effective analysis techniques, software development teams can deliver high-quality solutions that meet user needs and adapt to changing conditions.

Agile is not only the ability to adapt to changes but also the capability to create momentum for change. Analysis is about leveraging information to do logical reasoning for making decisions.

Agile and analysis are not directly comparable concepts, but they are closely related in the world of software development. Here's a breakdown of how they differ and how they can work together.

Agile Methodology in Software Development: Agile is a software development methodology that emphasizes iterative development, flexibility, and continuous improvement. It's based on short development cycles called sprints, where teams work on a small set of features and deliver them quickly. Focus on Working Software: The priority is to deliver functional software in short increments rather than a giant, monolithic product at the end. Agile embraces change and allows for adjustments based on feedback and evolving requirements.

Collaboration: Agile promotes close collaboration between developers, business stakeholders, and end-users throughout the project lifecycle. Open and frequent communication is essential in Agile to ensure everyone is on the same page.

Information Analysis in Software Development: Analysis, in the context of software development, refers to the process of gathering and understanding requirements from stakeholders (users, clients) to define what the software needs to do. This involves activities like:

-Requirements Elicitation: Using various techniques like interviews, workshops, and user stories to identify user needs and expectations.

-Analysis and Documentation: Documenting the requirements clearly and concisely to ensure everyone understands the system's functionality and behavior.

-Feasibility Analysis: Assessing the technical and practical feasibility of implementing the proposed requirements.

Agile vs. Analysis: Working Together: While Agile and analysis seem like opposites (fast and iterative vs. upfront and detailed), they can actually complement each other:

-Analysis within Agile: Agile doesn't eliminate analysis altogether. Analysis activities like user story creation and backlog refinement happen throughout the development process to ensure the team is building the right things.

-Agile Techniques for Analysis: Agile methodologies like user story mapping and backlog prioritization can help gather and prioritize requirements in a more iterative and collaborative way.

-Focus on Just-in-Time Analysis: In Agile, detailed analysis is often done "just-in-time" before a specific feature is implemented, rather than defining everything upfront. This allows for flexibility and adaptation to changing needs.

-Finding the Balance: The key is to find the right balance between Agile's focus on speed and flexibility and the need for clear and well-defined requirements through analysis. Here are some things to consider:

-Project Complexity: For simpler projects, a lighter touch on analysis might be sufficient. More complex projects might benefit from a more robust upfront analysis phase.

-Team Experience: Highly experienced teams might be comfortable with a more Agile approach to analysis. Less experienced teams might need more upfront analysis to ensure they're on the right track.

-Stakeholder Involvement: Keeping stakeholders involved throughout the development process, 

even in Agile projects, helps ensure requirements are well-understood and addressed.

Software Application development needs to bring up the most business value. By combining Agile's flexibility with effective analysis techniques, software development teams can deliver high-quality solutions that meet user needs and adapt to changing conditions.


 NeoCon offers a glimpse into the future of merchandise and a chance to connect and learn.

strolled over the Michigan Lake river bank, and saw people coming in and out of an architecture building. That’s the NeoCon, held annually at The Merchandise Mart in Chicago, So I decided to participate in it and get to know Chicago better and experience its taste and style.

The theme for NeoCon 2024 is "Grow Together," reflecting the importance of collaboration and community in the design industry. It also advocates environmentally-friendly products and services.

Trends & styles: The event focuses on showcasing stylish  products and service in the commercial design industry. NeoCon showcases a vast array of products and services related to design and trends of general merchandise, with intention to be the the hub of commercial design. The exhibitions include furniture, flooring, lighting, wall coverings, textiles, technology for workspaces, and more.

Attendees: Look around, there is the diverse audience coming to the evenIt attracts a wide range of industry professionals, including designers, architects, facility managers, specifiers, dealers, manufacturers, and representatives from various associations and educational institutions. Beyond product exhibits. NeoCon offers attendees a variety of activities, including product demonstrations, educational seminars, networking opportunities, and keynote speeches from industry professionals. 

Keynote presentations: NeoCon is a major launchpad for innovation in commercial design. New products, materials, and technologies are unveiled here, shaping the future of workplaces, healthcare facilities, and other commercial spaces. Manufacturers gain exposure to potential clients, while designers and architects discover new resources and solutions for their projects.

-Educational programs and workshops on various design topics and trends: Educational programs and workshops equip attendees with the latest knowledge and skills in commercial design.

Networking opportunities for attendees to connect and build relationships.NeoCon provides a platform for learning and professional development.

Variety of exhibitions: While NeoCon doesn't have a strictly defined specialty for each floor, there is a general organization that places similar product categories together. 

1st -2nd floors: There are presentation halls, shops and restaurants other facilities 

3rd floors: There are different showrooms for general merchandise, such as textile, furnishing, interior space design for hospitality, gallery.

6th floor: The exhibition is mainly about fabric, textile or carpet design, the soft materials with color theme and patterns.

7th Floor: This floor features a strong focus on technology, flexible furniture, sustainable materials, and a variety of acoustic solutions for the modern workplace. There is a mix of established companies and emerging talent showcasing. 

10th floor: Three are showrooms for comfortable sitting- designed chairs, sofa, etc, framery for personal space, interior space design to promote sustainability, the variety of other home furnishing products.

14th floor: There are various show rooms for exhibiting Furniture & Fabrics, Interior Building Products 

NeoCon is a B2B event designed for industry professionals to connect, learn, and discover the latest trends. commercial and healthcare interior design. It has served as a gathering place for knowledge/design professionals and end-users for over 50 years. NeoCon offers a glimpse into the future of merchandise and a chance to connect and learn.

Innovator Quintessential: How Much

How much is -enough to - overcome difficulties; how much is fine -to survive from suffering; how much is fair to- make a deal in- negotiations; how much is great to- think, speak, act coherently, lead innovation, progressively.

Watch over -

mother rivers flowing -

forward tirelessly, 

pondering how much water is sufficient to -

nourish -


Feel sunlight beaming up. 

spilling around, 

wonder about-

how much energy,

we consume,

at every minute..

Perhaps, you believe in-

the first sight of love,

but how much trust,

 it can build up;

how long,

it would last,

to close the gaps in mind,

bridge differences of -

all kinds…

Problems are tough,

reality is uncertain,

with untangled knots,

unrecognized patterns;

how much stuff,

we could understand,

how much time,

we can spend; 

how much effort,

we could put in;

how hard,

we would like to try…

Global society is -

vast, vibrant,

we experience it,

at very moment;

how much,

we can see, listen, 

feel, taste, touch, 

read and write,

to shape brilliant design,

refresh unique style…

There are -

ups and downs,

 on the journey to -

go further; 

how far,

we can envision,

how much,

we could determine;

how fast,

we could run,

how soon,

we can arrive…

How much is -

enough to -

overcome difficulties,

how much is fine -

to survive from suffering;

how much is fair to-

make a deal in-


how much is great to-

think, speak, act coherently,

lead innovation, progressively.