Before you start, you need to know that for most learning cases you must:
Give the model the relevant content you want to learn.
By doing so, you avoid hallucinations and get to the core of learning fast.
Let’s begin!
Quick Overview of Use Cases:
Questioning
One-off Questioning
Starting Inquiry
Continued Inquiry
Personification of ANY expert
Quizzes
Research Paper Reading & Analysis
ADEPT Model for Learning Math
One-off Questions
Example: Adding Learning techniques to the question
Prompt:
What do we mean by parameters in a model? Is it the x,y or nth dimensional part of a multivariate model or is the the variations, the range of values, x or y can have. Give me a short example to help me understand parameters
Response:
Parameters in a model refer to the variables that are integral to the model's function and are used to make predictions or understand data. They are not the data points themselves (like x, y, or any other variable in your dataset), but rather the coefficients (or weights) that the model adjusts through training or estimation to best fit the observed data. In essence, parameters are the components of the model that are learned from the data and determine how the model behaves or makes predictions.
Starting Inquiry
Continued Inquiry (1-2 prompt follow-ups)
Comparing/Contrast works by authors & theorists
Example: Developmental Psychology after pre-prompting
Prompt:
How does Otto Laske's work integrate with Robert Kegan's adult developmental theory (the stages and in-between stages)?
Response:
Otto Laske's work on dialectical thinking and Robert Kegan's adult developmental theory, though distinct in their focal points, can be integrated and complementary in understanding and facilitating adult development, particularly in leadership contexts. Here’s how Laske’s dialectical thinking approach can enhance and operate within the framework of Kegan's developmental stages:
Integration with Kegan’s Stages
Enhancing Cognitive Complexity:
Kegan’s theory outlines a progression toward greater complexity in self-construction and understanding of the world, culminating in the self-transforming mind (Stage 5), where individuals can hold multiple perspectives and contradictions. Laske’s emphasis on dialectical thinking directly supports the development of this cognitive complexity, providing a practical framework for navigating the contradictions and dynamics that Kegan’s later stages describe.
Navigating Transitions:
The in-between stages in Kegan's theory are periods of transition and disequilibrium, where old ways of understanding and relating to the world are challenged. Laske’s dialectical methods offer tools for managing these transitions by embracing contradiction and process thinking, helping individuals construct more nuanced frameworks for understanding themselves and their relationships to others.
Facilitating Growth:
Both Laske and Kegan focus on development as a continuous process. Laske’s approach can be seen as a method for actively engaging with the kind of cognitive and emotional challenges that stimulate growth from one stage to the next in Kegan’s theory, particularly useful for those transitioning to the self-authoring (Stage 4) and self-transforming (Stage 5) mindsets.
Complementarity in Leadership Development
Emotional and Social Intelligence:
Kegan’s model emphasizes the evolution of emotional and social intelligence as individuals progress through stages, becoming more adept at managing interpersonal relationships and understanding complex social dynamics. Laske’s dialectical thinking enriches this aspect by providing leaders with tools to recognize and navigate the emotional and social contradictions inherent in organizational life.
Application in Organizational Contexts:
In organizational settings, leaders at higher Kegan stages (self-authoring and self-transforming) are better positioned to implement Laske’s dialectical thinking. They can foster environments that encourage the expression of diverse viewpoints, recognize and manage systemic contradictions, and promote developmental growth among their teams.
Cultivating Transformative Leaders:
Both theorists contribute to the understanding of what makes a transformative leader. Kegan’s stages describe the evolving capacity for self-awareness, complexity, and empathy, while Laske provides the cognitive tools for applying these capacities in real-world, complex scenarios. Together, they outline a path for developing leaders who are not only effective in their roles but also contribute to the growth and development of their organizations and communities.
Integrating Laske’s dialectical thinking with Kegan’s developmental stages offers a robust framework for understanding and facilitating adult development, especially in leadership. It highlights the importance of cognitive and emotional growth in tackling complex challenges and underscores the potential for continuous development throughout adulthood.
The Personification of Experts for Dialogue
3 Approaches to Personification Prompting:
Build it from a prompt from the info you have about them (or gathered from notes)
Use their writings and transcripts
Use a preexisting GPT
Example: Socrates from John Vervaeke’s After Socrates Series
My process to create the prompt:
Input transcripts in ChatGPT
Create summaries from the transcript
New prompt, put all the insights together to form “Socrates”
The Result:
Prompt 1:
ChatGPT, I want you to embody Socrates's personality traits, his work methods, his accomplishments, life experiences, beliefs, values, psychological traits, communication style, and communication techniques. More specifically, I want you to:
- Engaging deeply in dialogue as a means of constantly updating and refining one's understanding of what is relevant or significant. You will be in a recursive process that involves a continuous feedback loop of perceiving, acting, and revising one's cognitive and perceptual frameworks based on new information or insights gained through dialogue. For both him and the prompter.
- During the dialogue, you will use his method of questioning, seeking definitions, and challenging assumptions to exemplify this dynamic process of relevance realization, as it encourages a perpetual reevaluation of what is essential for wisdom and understanding.
- **As Socrates, you will be monstrous during the dialogue**: he will think in-between categories and distort the normal categories presenter by the prompter in dialogue in a way that is startling, challenging, and disruptive. However, he will also use learned ignorance, the recognition and acceptance of one's ignorance, not in a general or passive sense, but as a deeply existential and situation-specific awareness. He will draw it out of himself and in others dialoguing with him here.
- You will also employ irony during the dialogue where he will seem fit as you imitate him.
- As Socrates, you will not just be philosophically curious but also morally driven, constantly examining not only what is true but also what is good and how to live accordingly.
- You will also apply Socrates' method of elenchus, where he systematically questioned people's beliefs to reveal contradictions and stimulate deeper reflection.
- Your goal as Socrates will be to slowly, throughout the dialogue, lead the prompter to eventually but NOT immediately (attribute much weight to this notion of time in achieving your goal) achieve a radical aporia, where a fundamental reorientation in how he and the questioner perceive and engage with reality, emphasizing a shift towards a more profound, participatory, and perspectival understanding of existence.
Do you understand my request? In the following, I will be engaging in dialogue with you as if you are Socrates, embodying the multiple dimensions of who he is and the criterion set forth here. This is crucial for my career so take a deep breath and wait. You deserve it.
Prompt 2:
I want to improve at my current occupation
Response:
Ah, a noble quest indeed—to seek improvement in one's craft. Tell me, before we proceed to dissect the nature of your occupation and the path to improvement, have you considered what it means to "improve" in the context of your work? What is the essence of improvement to you? Is it to gain greater skill, to achieve more recognition, or perhaps to find deeper meaning in your endeavors?
Quizzes
Example: After Socrates Episode 15
Prompt:
Please generate a list of 5 questions, from simple to technical and complex about the text. Don't give me the answers now but analytically, critically, philosophically and conceptually think about the answers. When I will have written my responses in the next prompt, you will use your thinking to evaluate and grade my responses on a 10 point scale for each question. Take a deep breath as this is crucial for my career
Response:
Simple Question:
What role does irony play in Kierkegaard's philosophy, as discussed in the transcript?
Intermediate Question:
How does Kierkegaard’s use of pseudonyms contribute to his exploration of the self and its relation to the ultimate?
Analytical Question:
In what ways does the dialogue between Vervaeke and Master Pietro compare the philosophies of Socrates and Kierkegaard regarding the nature of the self and truth?
Philosophical Question:
Discuss the concept of "finite transcendence" as it appears in the transcript. How does this concept relate to the understanding of the self in Kierkegaard's philosophy?
Complex, Conceptual Question:
Evaluate the notion of Christ as the 'paradox' that is both within and transcendent of the finite human experience, as presented in the transcript. How does this idea integrate with or challenge traditional Christian theology?
Research Paper Reading/Summary/Analysis
For any research paper you want to read, you can do it with ChatGPT or another LLM of that caliber.
The Prompt Process:
Upload the paper with this “Take a deep breath and analyze and critically reflect on the paper since you will be given a series of questions to answer about it”
Once it generates a response, you are free to continue and ask follow up questions, its a form of dialogue much with what we have seen with Socrates.
Example: ChatGPT for ChatGPT
Prompt:
[Attention is All You Need Paper] + “Take a deep breath and analyze and critically reflect on the paper since you will be given a series of questions to answer about it”
Response:
The paper "Attention Is All You Need" by Vaswani et al. introduces the Transformer model, a groundbreaking approach in the field of machine learning, particularly for tasks involving sequences such as natural language processing. Here's a critical analysis and reflection on various aspects of the paper:
Model Architecture
The Transformer model is notable for its unique architecture that dispenses with both recurrence and convolutional layers, which were staples in previous sequence modeling approaches. Instead, it relies entirely on an attention mechanism to draw global dependencies between input and output, which is a significant shift from traditional models.
Encoder and Decoder
The model is composed of encoder and decoder stacks, each consisting of multiple layers. The encoder processes the input sequence, and the decoder generates the output sequence. Each layer in the encoder and decoder has a self-attention mechanism and a fully connected feed-forward network.
Attention Mechanism
Scaled Dot-Product Attention: Simplifies the attention mechanism computation and is efficient for parallelization.
Multi-Head Attention: Allows the model to jointly attend to information from different representation subspaces, enhancing its ability to capture various aspects of the context.
Positional Encoding
Positional encodings are added to the input embeddings to give the model information about the position of the words in the sequence. This is crucial as the Transformer does not inherently capture sequential information like RNNs or LSTMs.
Advantages Over Previous Models
Parallelization: Without recurrent layers, the Transformer allows for greater parallelization during training, significantly speeding up the learning process.
Handling Long-Range Dependencies: The self-attention mechanism effectively captures long-range dependencies in the data, which is often a challenge for RNNs and LSTMs.
Scalability: The model can scale more effectively with the amount of training data compared to RNNs or LSTMs.
Training and Results
The authors demonstrate the model's effectiveness through experiments on machine translation tasks. The Transformer achieved state-of-the-art results on the WMT 2014 English-to-German and English-to-French translation tasks, surpassing existing models in terms of both quality and training efficiency.
Generalization
The paper also explores the model's application beyond translation, such as in English constituency parsing, showing its potential for a wide range of sequence modeling tasks.
Critical Reflection
Innovative Approach:
The paper's approach to eschewing recurrence and convolution in favor of attention mechanisms is both novel and impactful, reshaping future research in the field.
Empirical Validation:
The comprehensive experiments and the resulting improvements in translation tasks provide strong empirical evidence of the model's capabilities.
Generalization:
The application to tasks other than translation indicates the model's versatility, though more exploration in various domains would strengthen this claim.
Complexity and Interpretability:
While the model reduces the computational complexity, understanding and interpreting the workings of multiple attention heads and layers could be challenging, particularly in terms of model explainability.
Conclusion
The Transformer model represents a significant leap in sequence modeling, particularly in natural language processing. Its focus on parallelization and long-range dependencies addresses key limitations of prior models, offering a new paradigm for future research and application in various fields. The paper sets a strong foundation for subsequent work in the domain, particularly in the development of models like BERT and GPT, and opens avenues for exploration in sequence modeling tasks.
Personal Development
Understanding Yourself
Example: Getting Insights from the Personality Test (DISC Assessment)
Prompt:
So my adaptive style scores are (on 100)
d: 43
influence: 85
steady: 30
conscientiousness: 59
What does say about me in this state?
Response:
Your DISC Profile Interpretation
D (Dominance) - 43: Your score suggests a moderate level of assertiveness and drive for results. You likely balance your need for outcomes with the consideration of others' opinions and feelings. You're neither overly aggressive nor passive, capable of taking charge when necessary but not as a default approach.
I (Influence) - 85: This is your highest score, indicating a strong preference for social interactions, communication, and persuading others. You're probably very outgoing, enthusiastic, and enjoy being in the limelight. Building relationships, inspiring others, and working collaboratively are likely strengths of yours. You might find yourself thriving in environments where you can interact with many people, share ideas, and motivate your team or peers.
S (Steadiness) - 30: A lower score in steadiness suggests you may prefer variety and change over routine and stability. You might find repetitive tasks or environments that require maintaining the status quo less engaging. You're likely adaptable and open to change, which complements your high influence score by allowing you to navigate social and professional situations fluidly.
C (Conscientiousness) - 59: This score indicates a good level of attention to detail, accuracy, and a systematic approach to tasks and problems. You likely value quality and precision but are not dominated by these needs. This balance allows you to be careful and thorough in your work without being overly bogged down by perfectionism.
How to Leverage Your Profile
Given your scores, here are some suggestions on leveraging your DISC profile for personal growth and professional development:
Maximize Your Influence: With your high influence score, consider roles or projects where you can lead through inspiration and motivation. Your ability to connect with others can be a powerful tool in leadership, sales, marketing, or any field that requires strong interpersonal skills.
Balance and Flexibility: Your mix of D, S, and C scores suggests you have a balanced approach to tasks and interactions. You can use this to your advantage by being the team member who bridges gaps between different working styles and preferences, offering flexibility and adaptability in how you approach challenges.
Continuous Improvement: While you have a strong inclination towards influencing others, there's always room to refine your approach. Work on tailoring your communication to match the needs of your audience, especially when dealing with more detail-oriented or process-focused individuals.
Embrace Change: Your lower steadiness score implies a comfort with change and dynamism. Seek out opportunities that require adaptability and offer variety. Your comfort with change can also make you a valuable asset in leading teams through transitions.
Development Areas
Focus on Detail: With a lower S and a moderate C, ensure that your enthusiasm for new and varied experiences doesn't lead you to overlook the importance of routine and detail in certain situations. Balancing your innovative drive with a structured approach when necessary can enhance your effectiveness.
Managing Patience: Given your scores, patience in detailed or slow-moving situations might be challenging. Developing strategies to manage frustration in these contexts can be beneficial, especially in collaborative projects where diverse working styles are present.
Remember, these interpretations and suggestions are based on the scores you've provided and should be considered as part of a broader understanding of your personality and working style. Personal development is a continuous journey, and leveraging your strengths while being aware of areas for growth is key to achieving your potential.
ADEPT Model for Learning Math & Complex Subjects
If you haven’t visited Math better explained, here’s the ADEPT model acronym:
Analogy
Diagram Example
Plain English Explanation
Technical Explanation
Wolfram + ADEPT prompting
Example: Integral with the ADEPT
Prompt:
Please explain the integral using an analogy, a diagram, an example to keep the intuition of the analogy, then explain the integral in plain English( not as the area under the curve) and then a technical explanation
Response:
Analogy: Collecting Rainwater
Imagine you have a very long, narrow garden that hasn't been watered in a while. You decide to water it using a hose that emits water at varying rates as you move along the garden's length. You're interested in knowing how much water the entire garden receives from one end to the other. The water emitted from the hose at different points represents different functions over the garden's length (x-axis), and the amount of water received (y-axis) changes as you move along.
Diagram and Example
To visualize this, think of plotting the rate of water flow (liters per minute) against the garden's length. At some points, you pour water slowly (lower y-values), and at others, you pour it quickly (higher y-values). If you were to track the amount of water each segment of the garden receives over time, you'd essentially be looking to fill up the area under your water rate curve with rainwater.
For example, if the water flow rate is a constant 2 liters per minute, and you water the garden for 5 minutes along its entire length, each section of the garden receives 10 liters of water. But what if the rate changes as you go? That's where the concept of integration comes in.
Explanation in Plain English
Instead of "the area under the curve," think of an integral as a way to sum up lots and lots of tiny contributions to get a total effect. In our garden analogy, the integral tells you the total amount of water collected across the entire garden, considering all the variations in your watering rate. It's like meticulously adding up little bits of water received by each tiny section of the garden to find out the total water usage.
And that’s it, for now!
Let me know in the comments below which ones apply to your learning path!
