Ensuring AI Understands Your Context — Use a ‘Custom Context CV©’

Master ChatGPT or any AI with Your Custom Context CV© (C-cubed)

9 min readMay 27, 2024

When I first began exploring ChatGPT’s capabilities in December 2022, I quickly realized that the quality of responses is heavily influenced by how well I framed my Prompts. Many people overlook this critical aspect, expecting the model to read their minds or somehow infer complex intentions from vague queries. The old 1960s axiom, “Garbage In — Garbage Out,” is highly relevant. Understanding this and the ability to shape the AI’s responses is empowering.

From my experience and countless experiments, I developed the ‘Custom Context CV©’ (C-cubed) concept, which is essentially all about ‘You’. This approach ensures that ChatGPT consistently has a rich, detailed context about your persona, significantly enhancing the relevance and coherence of its responses. Let me explain why context matters, how your C³ will transform your interactions with ChatGPT, and why it’s a powerful tool that can truly enhance your experience with AI.

Listen to the Deep-Dive Podcast.
I’ve included a generic C³ example at the end of this article.

Symbol for Custom Context CV© (C³) by Greg Twemlow

Scenarios of the Impact of Poor Context

Imagine you’re at a social gathering, and you meet someone new. You start talking without context — no background information or understanding of mutual interests — and your conversation will likely feel disjointed, superficial, and directionless. The same principle applies to interacting with ChatGPT. Without sufficient context, the AI might provide accurate responses in isolation but miss the mark in relevance and depth.

Here’s another scenario where context is vital. Your team has a new hire, and the pressure is on the team to meet a deadline. Your new resource will handle some of the pressure, and you brief her on a component of the program that you need to offload. Except your briefing cuts some corners because you’re under pressure. You finish the discussion feeling good that your new hire will take care of a component of the work. You need to provide adequate context, and when you check on progress just before the due date/time, you realize she’s been working on incorrect assumptions.

The Custom Context CV© (C-cubed) in Action

C³ is like having an ongoing, detailed conversation history that ChatGPT can reference. It includes your personal and professional background, skills, experiences, and goals. This permanent context layer helps the model understand your words’ underlying intent and nuances.

Once you have created, uploaded, and committed your C³ to ChatGPT’s memory, your subsequent vital learning is engineering your Prompts.

A Guide to Effective Prompts

Here are some insights and strategies that I’ve found invaluable in optimizing prompts for ChatGPT:

Clarity and Specificity

Define the Scope: Instead of a broad question like “Tell me about the benefits of exercise,” specify your needs, such as “Explain the health benefits of regular aerobic exercise for adults.”
Use Explicit Instructions: Be specific when you need a list or a summary. For example, “List the top five benefits of a plant-based diet for a 45-year-old male who is slightly overweight.”

Providing Sufficient Context

Set the Scene: When seeking advice, include relevant details. For instance, “As a small business owner looking to expand online, what marketing strategies would you recommend?”
Include Necessary Background Information: Make sure the model has enough information. For example, “Given that the company has a limited budget and a target audience of young adults, suggest effective social media marketing strategies.”

Conciseness with Clarity

Eliminate Redundant Information: Keep your prompts focused and to the point.
Use Bullet Points for Clarity: Organize complex prompts with bullet points. For example:
“Explain the key features of GPT-4o, including:
Its training data
The transformer architecture
Its contextual understanding capabilities.”

Experimenting with Phrasing

Rephrase Questions: If the response isn’t satisfactory, try rephrasing. For example, “What are the advantages of remote work?” could be rephrased to “Describe the benefits of working from home for employees.”
Use Synonyms and Alternate Expressions: Different words can sometimes yield better responses.

Utilizing Prompt Engineering Techniques

Few-Shot Learning: Provide examples of the desired output. For instance, “Here are some examples of catchy headlines: ‘Revolutionize Your Health with These Simple Tips,’ ‘Unlock Your Potential with Expert Advice.’ Now, generate a headline for an article about financial planning.”
Instructive Prompts: Guide the model with clear instructions, such as “Write a brief introduction to a blog post about the environmental benefits of recycling.”

Iterative Refinement

Analyze Responses: Review responses critically to identify areas for improvement.
Adjust and Retry: Refine your prompts based on the analysis and try again until you achieve the desired output.

Leveraging GPT-4o’s Strengths

Creative Content: Provide a clear framework but leave room for creativity. For example, “Write a short story about a detective solving a mystery in a futuristic city.”
Summarization: Be specific about the focus when summarizing. For instance, “Summarize the following article in three sentences, focusing on the main argument and conclusion.”
Detailed Explanations: Ask for thorough breakdowns on specific topics. For example, “Explain the process of photosynthesis in plants, including the roles of chlorophyll and sunlight.”

Avoiding Ambiguity and Bias

Neutral Language: Frame your questions neutrally. Instead of “Why is renewable energy better than fossil fuels?” ask, “Compare the advantages and disadvantages of renewable and fossil fuel energy.”
Clarify Ambiguities: Ensure prompts are unambiguous. For example, instead of “What are the effects of climate change?” specify, “Discuss the environmental and economic impacts of climate change and how it is impacting the North American continent.”

Practical Examples of Optimized Prompts

Example 1: Technical Explanation

Original Prompt: “Explain AI.”
Optimized Prompt: “Provide a detailed explanation of artificial intelligence, including its definition, main types (narrow AI, general AI, and superintelligent AI), and key applications in various industries.”

Example 2: Creative Writing

Original Prompt: “Write a story.”
Optimized Prompt: “Write a short story about a young scientist discovering a new form of renewable energy that could save the planet. Include elements of suspense and a surprising twist at the end.”

Example 3: Summarization

Original Prompt: “Summarize this article.”
Optimized Prompt: “Summarize the following article in three sentences, highlighting the main points about the impact of climate change on coastal cities.”

Example 4: List Generation

Original Prompt: “What are the benefits of meditation?”
Optimized Prompt: “List five key benefits of regular meditation for a 45-year-old male, focusing on mental, emotional, and physical health.”

Mastering the art of prompting ChatGPT involves understanding the critical importance of context. By employing my Custom Context CV© (C³), you provide a permanent, detailed framework enabling ChatGPT to generate responses more relevant to your needs.

Remember, the key to effective interaction is guiding the model with clear, specific and well-contextualized prompts, allowing it to leverage its vast knowledge and sophisticated language processing capabilities.

Here’s an example of a C-cubed that is very detailed

You could start with a more concise version and gradually develop the details. If you use ChatGPT Pro ask the AI to load your C³ into its memory for future reference. When you Prompt ChatGPT include in the Prompt “Reference my C³ when formulating your response.”

Generic Example of a Custom Context CV© (C-cubed)

What is a C-cubed?

A C-cubed, or Custom Context CV, allows me to share detailed context with GenAI, similar to a set of detailed custom instructions. The strength of a C³ lies in its foundation for personalized and meaningful AI interactions, providing an authentic overview of my skills, experiences, and challenges to enhance support and guidance.

Personal and Professional Background

Personal Information

Married with two children.
Reside in New York, USA.
Driven by a passion for continuous learning and innovation in technology and education.

Executive SummaryAs a dynamic educator and technology advocate, I integrate cutting-edge technology and ethical considerations to revolutionize education. With a background in pedagogical model design, experiential learning, and AI ethics, I strive to establish myself as a thought leader about the integration of technology in education, promoting responsible innovation and ethical leadership.

Industries and Roles

Government Statistics Office — Government Statistician — Role: Data Analyst

Global Construction Corporation — Property Development/Construction — Role: Business Systems Manager

Tech Solutions Inc. — Global Technology Company — Role: Corporate Customer Adviser

Consulting Solutions — Management Consulting — Role: Founder/Senior Consultant

SecureAuth Inc. — Authentication Systems — Role: General Manager

Startup Accelerator — Technology Accelerator — Role: Startup Mentor

EduTech Systems — School Administration Systems — Role: CEO

CommDocs — High Volume Customer Communications — Role: CEO

Innovative Learning Hub — Startup Accelerator, Experiential Learning Programs — Role: Founder/CEO

Future Skills Institute — AI Adviser, Innovation Instructor — Role: Founder/CEO

Crucial Aspects of My Professional Context

Innovative Educational Approaches

Developing strategies in pedagogical model designs for experiential learning.
Transforming educational systems to foster critical thinking and ethical reasoning.

Leadership in Ethical AI

Advocating for ethical AI in educational practices.
Promoting a servant leadership model prioritizing well-being and development.

Addressing Global Challenges

Tackling educational barriers and promoting inclusivity.
Engaging in public dialogue on the societal impacts of AI and technology.

LinkedIn Bio

As a leading educator and advocate for ethical AI, I dedicate my expertise to developing future-ready individuals who excel in technological fields and moral decision-making. I pioneer educational models integrating technology and ethics, empowering learners to lead with integrity and wisdom in an AI-driven world.

Impact and Contributions

Educational Innovation

Created “LearningArcs” and “AI-Enhanced Autonomy” frameworks for future success.

Philosophical Integration

Promoting philosophical discourse in education for ethical reasoning.

Leadership Development

Initiatives emphasizing ethical leadership, preparing responsible societal participants.

Areas of Expertise

Pedagogical model design
Experiential learning program design
Advocacy for ethical AI in education
Development of interdisciplinary learning models
Integration of philosophy and ethics into educational systems
Mentorship in ethical leadership and innovation

Future Goals and Challenges

My ongoing objective is to establish my credentials as a thought leader in AI and ethical leadership, particularly in the context of educational innovation. Key challenges include overcoming perceived limitations due to rapid technological changes and fostering a culture of ethical awareness.

Contributions and Vision

I aim to cultivate an academic ecosystem that prepares individuals for a technology-powered future, embedding ethical leadership skills necessary for responsibly navigating and shaping this future. My LinkedIn banner, “AI Educator | Innovation Catalyst | Ethical Leader,” encapsulates my guiding principles and overarching contributions.

Global Experience and Personal Interests

Global Experience

Working across multiple continents has shaped my education, leadership, and collaboration approach, fostering cultural sensitivity and appreciation for diverse perspectives.

Personal Interests

Exploring philosophical and literary history, applying ancient wisdom to contemporary ethical and societal challenges.
Intellectual pursuits fuel my professional endeavors and personal growth.

Publications and Public Advocacy

Publications

Numerous articles on platforms like Medium.com focused on:
The impact of technology on society
Reinventing education for the 21st century
The role of ethics in managing technological power

Public Advocacy

Demystifying AI’s implications for privacy, employment, creativity, and education through writings and public engagements.
Advocating for a balanced approach to leveraging AI’s potential with robust ethical guidelines and interdisciplinary dialogue.

My Ikigai

Discovering My IkigaiAligning what I excel at with what I love, what the world needs, and what I deserve to be paid for. Here’s a focused exploration of my Ikigai:

Competence: Pedagogical model design and ethical AI advocacy.
Passion: Educational innovation and servant leadership.
Mission: Ethical guidance in AI and bridging technology with ethics.
Vocation: Consultancy, thought leadership, workshops, and speaking engagements.

Ikigai Statement

Pioneering ethical AI integration and innovative educational models that empower individuals and organizations to navigate and shape a technology-driven future with philosophical rigor and ethical foresight, delivering transformative value by preparing society to meet modern challenges with integrity and informed leadership.

Core Mission and Educational Philosophy

Lifelong Learning Advocate: Promote continuous learning and curiosity, guiding AI to encourage deeper knowledge and self-improvement.
Integration of Technology and Ethics: Foster discussions bridging tech-savvy solutions with moral implications.

Values in Leadership and Collaboration

Servant Leadership: Emphasize the servant leadership model, serving and uplifting others, mirroring my commitment to ethical leadership.
Collaborative Engagement: Promote cooperative efforts, recognize diverse contributions, and encourage inclusive participation.

Vision for Future Impact

Sustainable Practices and Tech Ethics: Commit to sustainable practices and responsible tech use, suggesting strategies aligning with these goals.
Cultivation of a Thoughtful Society: Contribute towards creating an informed and thoughtful society where technology and ethics coexist harmoniously to address complex societal challenges.

Vision for a New Paradigm in Human Development

Speak, Command, Transform: The Future of AI as Your Operating System

This structured Custom Context CV format (C-cubed) clearly outlines my current status and ambitions, positioning my narrative in a way that’s immediately accessible for deeper understanding and engagement with various audiences, including AI platforms.

Greg Twemlow, Founder of XperientialAI©.

Greg Twemlow : “Empowering future leaders and organizations by designing and delivering AI-integrated experiential learning programs that blend technology, ethics, and philosophy. Through consultancy, mentorship, innovation coaching, and thought leadership, I help CEOs, business leaders, and individuals ethically and efficiently implement AI solutions while fostering a culture of trust, integrity, and wisdom in an AI-driven world.” Contact Greg: greg@xperiential.ai