Comments by David Cole

A lot of information.

Wed, 07 Jan 2026 15:13:28 -0500

Struck again how quickly a context -- and a lot of related information -- gets established. The more focused my question, the more targeted, but often extensive, bordering on burdensome sometimes, the feedback becomes. It's like playing a sport with a person who is, often, playing at a higher level. Forces me to expand, explore, defend my thinking. I need time to digest - and annotate further -- the feedback I'm getting. Surprising and expansive responsives to my very openended question about the term "Empowerement."

Give me some detail on how Empowerment figures in an AI-integration setting for teaching and learning. What are the literacies and outcomes I might think about?

Wed, 07 Jan 2026 15:13:28 -0500

First thoughts: what kind of “empowerment” do you have in mind?

Before we go into details, let me ask you: when you say “empowerment” with AI, who exactly do you want to see more powerful — students, teachers, communities, institutions, or all of these in different ways? And do you imagine empowerment mainly as efficiency (doing more, faster), as agency (more choice and control), or as justice (changing who gets to participate and benefit)?

1. Three contrasting kinds of empowerment with AI

A. Instrumental empowerment – “I can do more tasks, better and faster, with AI.”

Students: drafting, summarising, translating, organising, coding.
Teachers: planning, feedback templates, differentiation, materials creation.

This often increases productivity, but not always autonomy. So, if AI makes things easier but also more dependent, is that really empowerment?

B. Epistemic empowerment – “I can question, critique, and shape knowledge with AI.”

Students learn to probe models, compare outputs with sources, spot bias, ask better questions.
Teachers design tasks where AI is not an answer engine but a thinking partner to argue with.

Here empowerment is about how we know and who gets to decide what counts as knowledge.

C. Civic / justice-oriented empowerment – “We can intervene in the systems behind AI.”

Who owns data and models? Who is harmed or excluded by default settings?
Can students and teachers influence institutional AI policy, not just use tools?

Here empowerment means being more than a user: becoming a critic, designer, or policymaker.

If you had to choose one of these as your priority for a particular course or program, which would it be, and why?

2. Key literacies for AI-integrated teaching and learning

I will name possible literacies, but I am more interested in which ones you want to foreground.

1. Prompting as inquiry literacy

Seeing prompts not as commands, but as research questions, hypotheses, and dialogues.
Iterating: asking, checking, refining, challenging, and tracing your own line of thought.

What would change if you assessed the sequence of prompts as much as the final product?

2. Verification and source-tracing literacy

Not “Do I trust the AI?” but “Where else can I check this?” and “What counts as evidence here?”
Skills: triangulating across sources, using databases, citing clearly what came from where.

How might you design tasks where not checking AI output would obviously fail the assignment?

3. Data and model awareness literacy

Basic sense of training data, bias, generalisation, privacy, and limitations.
Understanding that models “predict plausible text” rather than “tell the truth.”

What is the minimum conceptual understanding of AI that you want every graduate to carry?

4. Metacognitive and reflective literacy

Being able to say: “Here is what I did with the AI, why I did it, and what I changed.”
Seeing where AI amplified your strengths or covered over your weaknesses.

Would you want students to keep “AI process logs” or “thinking diaries” alongside their work?

5. Ethical and civic literacy around AI

Fairness, bias, environmental impact, labour behind AI, data consent, surveillance.
Ability to critique institutional and commercial uses, not just personal uses.

In your setting, what ethical tensions around AI are already present but maybe unspoken?

6. Creative and design literacy with AI

Using AI to generate options, constraints, and variations — then curating and remixing.
Thinking of AI as a co-designer of tasks, not just a homework helper.

What would count as “original” or “authentic” work when much of the drafting is collaborative with tools?

Looking at these literacies, which two or three feel most urgent for your context, and which feel aspirational?

3. Possible learning outcomes that actually signal empowerment

Instead of writing outcomes for you, let me ask questions that might help you draft your own.

A. Outcomes about agency and control

What would it look like for a student to choose when not to use AI, and justify that?
How might you know that a learner can switch flexibly between “with AI” and “without AI” modes?

Could a learning outcome specify how a student documents and explains their use or non-use of AI?

B. Outcomes about quality of thinking, not just quality of products

Could students be assessed on the progression of prompts, drafts, critiques, and revisions?
Would you want an outcome like: “can use AI to generate counterarguments to their own claim”?

How might you make the process (the human reasoning) more visible than the polished artefact?

C. Outcomes about ethical and civic stance

Does an empowered learner merely avoid plagiarism, or also question unjust AI uses in society?
Could an outcome involve proposing or critiquing an AI-related policy in the institution?

In your context, what would be a realistic “first step” outcome in this civic direction?

D. Outcomes about collaboration (human–human, not only human–AI)

How can AI free time and attention for deeper human discussion and peer feedback?
Could an outcome ask students to design an AI-supported activity for others, not just themselves?

Would you count “teaching others to use AI thoughtfully” as a sign of empowerment?

If you sketched two or three outcomes right now, even roughly, what would you write down?

4. A quick way to test: is this AI use empowering?

Here is a small set of questions you might use as a check for any AI-integration decision:

Does this use of AI increase or decrease the learner’s sense of authorship and responsibility?
Does it make their reasoning more visible, or more hidden?
Does it widen access and participation, or deepen dependency and inequality?
Does it open space for questioning the tool and its makers, or only for consuming its outputs?

If you applied these questions to one concrete AI practice in your setting (say, AI feedback on writing, or AI lesson planning), what tensions would you see between your aspirations for “empowerment” and what is actually happening?

5. Bringing it back to your own “lots of questions and aspirations”

You mentioned you have many questions and hopes about what empowerment might mean here.

Could you name:

one concrete practice where AI is already in use in your teaching/learning context, and
one way you would like that practice to become more empowering (for whom, and how)?

If you describe that one case, we can use it as a test-bed to sharpen the literacies and outcomes that matter most to you.

So, where would you like to start: with a specific course, a particular group of learners, or a policy-level question about AI and empowerment?

Lots of questions and aspirations for what "Empowerment" might mean in the context of AI integration.

Wed, 07 Jan 2026 15:13:28 -0500

Talk to me about "designing with intention" and how AI works as a catalyst, not a shortcut for my thinking procress.

Wed, 07 Jan 2026 14:48:36 -0500

Socrates – first response

You say that when you design with intention, this strange thing called AI can deepen learning rather than help someone avoid it. Let us test this: what do you yourself mean by “designing with intention” – what is happening in your mind that would not be there if you were merely “using a tool”? And if AI is a catalyst, not a shortcut, what changes in the learner’s effort, attention, or struggle when AI enters the scene?

Step One – What seems important in your sentence?

I will point to a few parts of your sentence that seem central, and say briefly why they might matter most.

“When we design with intention…”

This is important because it makes design a conscious, value-driven act, not an accident or habit.

“…AI becomes a catalyst for deeper learning…”

This matters because it claims AI can speed up growth in understanding, not just speed up tasks.

“…rather than a shortcut around it.”

This is key because it warns that the same tool can also be used to avoid thinking and struggle.

Do you agree that these are the most important parts, or would you pick different words or phrases as the heart of your idea? Please add or name one phrase from your sentence that feels most important to you before we move on.

Startling -- and accurate in many ways -- to see "teacher-centered" and the word "compliance" so tightly locked together on the left side of this scale. The graphic is one-dimensional as it doesn't speak to how teachers inform/facilitate empowerment.

Wed, 10 Dec 2025 20:57:31 -0500

I like this affirmation that we are dealing with a tool first, a potential affinity for its output second.

Wed, 10 Dec 2025 20:49:33 -0500

Curious about the parallel movements....

Wed, 03 Dec 2025 20:34:25 -0500

I'm interested in how the dancer uses/maintains his center of gravity, relative to the movements he completes.

Wed, 03 Dec 2025 20:31:25 -0500

Don't score my writing but give me tips and prompts that will help me refine my writing voice, make it more specific, and improve the quality of my response.

Thu, 13 Nov 2025 19:02:35 -0500

**Restatement:** You're seeking ways to make your writing voice more specific and clear, to elevate your analysis of *Hamlet*’s existential themes. Here are focused tips and prompts to help you revise: --- **1. Move Beyond Generalization** - Pinpoint places where you use words like “stuff,” “things,” or “a lot.” - Replace these with precise concepts, emotions, or moments from the play. - Socratic prompt: *What exactly is Hamlet thinking about in key soliloquies?* --- **2. Integrate Textual Evidence Thoughtfully** - Instead of phrases like “he says stuff like ‘why is this,’” select and integrate an exact line from the play. - Prompt: *Which line or image from Hamlet best captures his existential uncertainty? Why?* --- **3. Deepen and Clarify Commentary** - Don’t just state Hamlet is confused—break down what’s confusing him and how that tension creates meaning. - Try: *How does Hamlet’s indecision reflect existential ideas about choice and responsibility?* - Push past summary: *How do Hamlet’s actions (or lack of action) shape your interpretation of him as an existential character?* --- **4. Revise for Voice and Insight** - Consider your audience—what do you want them to feel or realize about Hamlet’s struggle? - Prompt: *How can you connect Hamlet’s existential crisis to broader questions about human experience?* - Practice a revision move: Try rephrasing a sentence as a claim about human experience, not just Hamlet as a character. --- **5. Next Revision Steps & Invitations** - Read your draft out loud: Where does it sound vague or repetitive? Mark those lines. - Annotate the play for 1–2 sharp quotes that encapsulate Hamlet’s existential doubts; integrate them into your analysis. - Experiment with replacing summary with “how” and “why” questions to push your commentary deeper (e.g., *Why is Hamlet’s delay important? How does it speak to existential themes?*) - Reflect: *If you had to capture Hamlet’s worldview in one nuanced sentence, what would it be?* *Choose the* Your Thoughts *button to let me know your reaction to the feedback I’ve provided and how you might revise. Also click* Your Thoughts *to tell me to focus in on specific paragraphs or criteria. Always follow up by clicking* Continue with AI*, choose me again and ask me for more feedback.”*

Can you help me improve my writing voice? Don't score the essay, just help me get my writing and revision moving in a good direcion.

Thu, 13 Nov 2025 18:59:41 -0500

**Restatement of Your Goal:** You want to make your writing voice stronger, more distinctive, and more analytical as you revise your essay on existentialism in Shakespeare’s *Hamlet*. No score—just revision moves and guiding questions. --- **Section 1: Finding Your Ideas’ Energy** - Where do you feel most *interested* or *intrigued* by Hamlet’s thinking? - Can you pinpoint his *most intense* confusion or realization? - Try to express these locations in your voice, not just summary. --- **Section 2: Pushing Commentary Beyond Summary** - What is *uniquely* existential about Hamlet? - How might Hamlet’s questioning set him apart from other tragic heroes? - Try: “What this shows about Hamlet’s mind is…” or “This detail reveals Hamlet’s struggle with…” --- **Section 3: Strengthening Specificity** - When you use quotes, can you choose lines that *capture* Hamlet’s mindset? - Is “why is this” specific enough, or can you find a rich, brief quotation? - How does Hamlet’s uncertainty *sound*—what words echo in your head from his speeches? --- **Section 4: Boosting Voice and Clarity** - Where do your own insights peek through? - Can you take one moment and rewrite it in *your* terms, focusing on how Hamlet’s experience connects to modern feelings of uncertainty or indecision? - Experiment: “When Hamlet ____, it reminds me of how ____.” --- **Section 5: Next Steps and Invitations for Revision** 1. Highlight one sentence per paragraph where you find your voice most clearly—and revise it for clarity, energy, and focus. 2. Replace every vague word or phrase (“stuff like,” “he is existential”) with sharper, image-based or emotion-specific language. 3. Choose one moment in the play, quote it, and write two sentences explaining *why* Hamlet’s words capture an existential dilemma—use your own perspective! --- *Choose the **Your Thoughts** button to let me know your reaction to the feedback I’ve provided and how you might revise. Also click **Your Thoughts** to tell me to focus in on specific paragraphs or criteria. Always follow up by clicking **Continue with AI**, choose me again and ask me for more feedback.*

Can you scan a copy of "Hamlet" and pull out some quotes, with scene/line references that I can consider to develop my thinking further and improve my use of evidence and commentary? I'm writing about Hamlet and Existentialism.

Thu, 13 Nov 2025 18:58:14 -0500

**Score Overview (per AP Literature and Composition Rubric):** - **Thesis: 1/1** - **Evidence & Commentary: 1/4** - **Sophistication: 0/1** **Total: 2/6** --- **1. Clarifying Your Task:** You're writing about Hamlet and existentialism and want help choosing and using textual evidence more effectively. Strong evidence comes from direct, specific references—ideally with act, scene, line numbers—so you can connect evidence to existential themes in detail. --- **2. Evidence-Building Scaffolds:** Consider these *Hamlet* passages as starting points for selecting textual evidence: - **Act 1, Scene 2 (lines 129–159):** “O, that this too too solid flesh would melt…” *Prompt: How does Hamlet’s first soliloquy reveal his crisis with existence and self-worth?* - **Act 1, Scene 5 (lines 92-112):** “The time is out of joint…” *Prompt: What does this line show about Hamlet’s anxiety and alienation after encountering the Ghost?* - **Act 3, Scene 1 (lines 56-88):** “To be, or not to be…” *Prompt: How does this soliloquy capture Hamlet’s questioning of meaning and the value of existence?* --- **3. Commentary Expansion Moves:** - “How does Hamlet’s language here show both doubt and a search for meaning?” - “What do Hamlet’s questions and metaphors suggest about his attitude toward existence?” - “How does Shakespeare use the soliloquy form to let Hamlet (and us) explore deep uncertainty?” --- **4. Next Steps / Invitations for Revision:** - **a. Choose one quote above and add it to your draft** (with act/scene/line citation). - **b. Annotate the quote in your own words:** What is Hamlet worried about? How does that relate to existential themes (choices, uncertainty, meaning)? - **c. Try to discuss how the literary form (soliloquy, metaphor, irony) is helping reveal Hamlet’s existential struggle. *Choose the **Your Thoughts** button to let me know your reaction to the feedback I’ve provided and how you might revise, or if there’s a specific section you want to dig in on next – select **Continue with AI** to ask me for more specific feedback.*

Please score my essay and explain ways I can improve my writing.

Thu, 13 Nov 2025 18:58:14 -0500

**Score Overview (per AP Literature and Composition Rubric):** - **Thesis: 1/1** - **Evidence & Commentary: 1/4** - **Sophistication: 0/1** **Total: 2/6** --- **1. Thesis** - *Rubric Alignment*: Clear claim that Hamlet is “existential,” with brief reasoning. - *Strength*: Responds to the prompt with an arguable, defensible interpretation. - *Growth Target*: Make the thesis more specific about what existentialism means for Hamlet’s experience. --- **2. Evidence & Commentary** - *Rubric Alignment*: Some text-based events are described (the ghost, “to be or not to be”), but evidence is general and mainly summarized. Connections to existentialism are asserted but not developed. - *Strength*: References major moments in the play linked to the theme. - *Growth Target*: - Use direct, specific quotations or specific references. - Expand your commentary from summary (“he is confused”) to explanation (how Hamlet’s confusion fits existential thought). - Integrate literary techniques: How does Shakespeare use soliloquies, metaphor, or irony to show Hamlet’s existential struggle? --- **3. Sophistication** - *Rubric Alignment*: Does not yet explore complexities or demonstrate insight beyond summary. Focus stays on broad, surface-level claims. - *Strength*: Attempts interpretation and links ideas to existentialism. - *Growth Target*: - Consider how Hamlet’s existential struggles create tension or raise broader questions about life, death, or meaning. - Address alternative perspectives: Could Hamlet’s inaction be seen as strategy rather than confusion? - Try to add complexity or context for your argument. --- **4. Invitations for Revision and Next Steps (choose one or more):** - **a. Clarify and focus your thesis:** What about Hamlet’s thinking is *uniquely* existential, not just confused? What big idea about life or self emerges in his struggle? - **b. Deepen evidence and commentary:** Select a specific moment (e.g., “To be or not to be” soliloquy, ghost scene, or play-within-a-play) and give a direct quote or vivid description. Then, explain *how* this moment embodies existentialism. - **c. Engage more complexity:** What are the consequences of Hamlet’s existential thinking? How does it affect his actions or relationships? Consider both benefits (awareness, questioning) and costs (indecision, pain). *Choose the **Your Thoughts** button to let me know your reaction to the feedback I’ve provided and how you might revise, or if there’s a specific section you want to dig in on next – select **Continue with AI** to ask me for more specific feedback.*

yes, let's revise part of the paragraph using one specific quote

Wed, 12 Nov 2025 19:26:03 -0500

Thank you for your request! Let’s revisit your paragraph with an eye toward strengthening Evidence & Commentary.

⚠️ Evidence & Commentary: 1/4

→ Feedback:
Your evidence is mostly general or paraphrased ("to be or not to be" part), and your commentary summarizes rather than analyzes Hamlet’s existential struggle. Targeting one moment, quoting Hamlet’s words, and directly explaining how they demonstrate existentialism will help you move toward a higher score.

Hints for Improvement:

Select a specific quotation: For example, use Hamlet’s line “To be, or not to be, that is the question” (Act 3, Scene 1).
Provide analytical commentary: After the quote, explore how this line is Hamlet questioning the value of existence—a hallmark of existentialism. Don’t just state that he is confused—ask: Why does this indecision matter?
Connect to argument: Make sure your commentary shows clearly how Hamlet’s contemplation is not just personal sadness, but a representation of existential themes—such as the struggle to find meaning in life, or fear in the face of uncertainty and mortality.

• Would you like to try rewriting a sentence or two with a direct quote and analysis?
• Shall we practice linking the commentary more clearly to existentialism?
• Do you want to attempt a deeper exploration of Hamlet’s language in the soliloquy?

"A Large Language Model is the linguistic user interface to the computational stack" - Stephen Wolfram

Wed, 03 Sep 2025 20:50:33 -0400

AI is an infinite # of printing presses in a house of mirrors

Wed, 03 Sep 2025 20:38:03 -0400

AI is a recursive game of telephone.

Wed, 03 Sep 2025 20:31:26 -0400

Essential understanding

Wed, 12 Mar 2025 20:43:38 -0400

Complex notion -- articulating how simulation happens, what underpins a simulated voice, understanding or assertion. Presumes an understanding of the domain expertise that is being simulated...Interesting way to ground discussion going into this doc and topic.

Perseverance is a great trait, quality, experience...and it's a state of mind. It's an active demonstration / expression of having faith in your own ideas and questions. Perseverance is a good one in this list... :)

Wed, 12 Mar 2025 20:33:19 -0400

Want to make an idea map for this, and other words, connecting them by association and a heirarchy. Collaboration , commitement, belonging...connects to Community...

Wed, 12 Mar 2025 20:31:39 -0400

Essential to establish a reliable feeling of community and commitment to the group -- space for your own perspective, space for others pov...together. Write into this space. Belonging

Wed, 12 Mar 2025 20:30:02 -0400