When you disagree with an academic source on epistemological, ontological, or methodological grounds, you’re engaging in what’s called “deep disagreement” (also: fundamental disagreement, paradigmatic disagreement).[1][2]
This differs from disagreeing on:
Deep disagreement means: The foundational assumptions about how we know things, what exists as real, or how knowledge is produced are fundamentally misaligned.
When you write counter to someone’s epistemological/ontological/methodological framework, you’re writing:
| Term | What It Means | Your Use Case |
|---|---|---|
| Critical response | Direct engagement with another scholar’s claims, assumptions, or framework | When you identify specific flaws in their epistemic foundation |
| Counter-position | Articulating an alternative framework that contradicts their worldview | When your paradigm (e.g., Indigenous epistemology) conflicts with theirs (e.g., extractivist Western science) |
| Genealogical critique | Tracing how an idea became “truth” and exposing its constructed nature (Foucauldian) | When analyzing how “Creative Problem-Solving” became naturalized despite biasing assumptions |
| Paradigm critique | Analyzing what assumptions underpin a research paradigm and showing their limitations | When examining positivist vs. relational ontologies |
| Methodological schism | Naming the fundamental incompatibility between two research approaches | When showing why Western problem-solving bias creates oscillating patterns vs. your structural tension approach |
| Epistemic injustice critique | Showing how a framework excludes or discredits certain forms of knowledge (Miranda Fricker) | When demonstrating how academic sources erase Indigenous epistemologies or spiritual agency |
| Positioned response | Making your own epistemological standpoint explicit while critiquing another’s | When you foreground your relational/ceremonial methodology while analyzing their reductionist approach |
What it does: Stakes out your alternative paradigm without necessarily spending pages on the critique first.
Structure:
When to use: You want to establish your own framework as generative, not reactive.
Example opening:
“Rather than accepting the problem-solving bias embedded in contemporary Creative Problem-Solving discourse (Smith 2023), this work operates from a relational ontology where agency resides in webs of relationship rather than individual cognition. This shift from eliminative (problem-solving) to generative (structural tension) orientation produces advancing patterns rather than oscillation.”
What it does: Examines another scholar’s work across epistemological, ontological, and methodological dimensions, showing why you disagree at foundation level.
Structure:
When to use: You need to educate readers about why the disagreement matters, not just state it.
Example section:
Ontological Assumption Analysis: Smith’s framework assumes discrete cognitive agents making choices independently. This Cartesian subject formation excludes spiritual agency, collective intelligence, and more-than-human participation. By contrast, relational ontology recognizes that knowing happens through relationships, not in individuals. The consequence: Smith’s “Creative Problem-Solving” produces individual burnout and oscillating organizational patterns, while structural tension methodology distributed across relational webs produces sustained advancement.
What it does: Traces how a concept became “truth” by analyzing its historical emergence, power effects, and constructed nature.
Structure:
When to use: You’re arguing that the bias isn’t accidental—it’s systemic, embedded in academic institutions and publishing practices.
Example:
“The naturalization of ‘Creative Problem-Solving’ in AI discourse (2311.01937v1 et al.) traces to mid-20th-century management cybernetics, where systems were conceptualized as problems to be solved by expert cognition. This discourse erases the ceremonial research methodology, where knowing is relational, staged, and inseparable from lived practice. Contemporary academic publishing rewards extractive, solution-oriented framings, making relational epistemologies appear unsystematic rather than differently rigorous.”
What it does: Names that two approaches are fundamentally incompatible—not because one author is wrong, but because they operate from irreconcilable assumptions.
Structure:
When to use: You need to refuse false synthesis and help readers understand they’re choosing a worldview, not just a “method.”
Example:
“The schism between problem-solving orientation (Smith 2023) and structural tension methodology is not resolvable through methodological pluralism. Problem-solving begins with what’s wrong and eliminates it reactively, producing oscillating organizational patterns. Structural tension begins with what you want to create and builds advancing patterns through relational dynamics. These are not complementary approaches—they operate from opposite ontological commitments: Smith’s discrete agency vs. relational ontology. Choosing one means accepting its consequences: either continued oscillation or the possibility of sustained advancement.”
What it does: Analyzes how the framework silences, excludes, or discredits other forms of knowledge (Miranda Fricker’s framework).
Structure:
When to use: The disagreement involves whose knowledge counts—whose voice is heard, whose is erased.
Example:
“The Creative Problem-Solving framework commits testimonial injustice (Fricker 2007) against Indigenous research methodologies. When ceremonial knowledge production is dismissed as ‘anecdotal’ or ‘not rigorous,’ academic institutions systematically discredit ways of knowing that don’t fit extractive, individual-cognition models. This isn’t methodological disagreement—it’s epistemic violence. Relational epistemology restores these silenced methodologies as rigorous, staged, and inseparable from lived transformation.”
What it does: Makes your epistemological position explicit—”I’m writing from relational/ceremonial/Indigenous-informed standpoint”—then critiques how the source’s framework differs.
Structure:
When to use: You want to foreground that all knowledge is situated; none is view-from-nowhere.
Example:
“Writing from relational epistemology where accountability flows through relationships rather than institutions, I locate Smith’s framework as embedded in extractive Western science—knowledge is gathered, analyzed, published, and deemed complete. By contrast, relational methodology requires that knowledge changes the researcher’s practice; research is not complete until lived transformation occurs. Smith’s framework stops at insight; ours requires integration into lifestyle and ceremonial practice.”
When you encounter academic sources with embedded biases, document them using this template in your Google Drive:
# Source Analysis: [Citation]
## Problem Identified
[What bias, assumption, or epistemological violation did you notice?]
## Epistemological Assumption
[What does this source assume about how we know things?]
Example: "Assumes individual cognition produces knowledge; erases relational/collective knowing"
## Ontological Assumption
[What does this source assume exists and is real?]
Example: "Assumes discrete agents; erases spiritual agency, more-than-human participation"
## Methodological Violation
[How does the method reinforce bias?]
Example: "Problem-solving bias: frames all situations as problems to eliminate"
## Consequence/Harm
[What does accepting this framework produce?]
Example: "Oscillating organizational patterns; epistemic injustice against Indigenous methodologies"
## Your Counter-Position
[One sentence: What do you assert instead?]
Example: "Structural tension from relational ontology produces advancing patterns and reciprocal accountability"
## Article Type for Response
[ ] Position Paper [ ] Critical Review [ ] Genealogical Critique
[ ] Methodological Schism [ ] Epistemic Injustice Critique [ ] Positioned Response
## Keywords to Track
[Terms this source uses that need careful handling in your writing]
Example: "Creative Problem-Solving" (carries hidden bias), "innovation" (assumes novelty over sustainability)
When you enter a new writing thread with an LLM, follow this sequence:
Before analyzing academic sources, upload your Google Drive counter-article resource.
Prompt to LLM:
“I’m writing about [topic]. Before we proceed, here are my counter-articles that articulate epistemological positions different from mainstream academic framing. These represent my paradigm. [Paste counter-articles]. When we encounter academic sources, check them against this framework and flag bias injections.”
Before integrating an academic citation, ask the LLM:
Prompt:
“Does this source [citation] embed any of these biases? [List from your counter-article]:
- Problem-solving orientation (oscillating patterns)
- Extractive methodology (knowledge as property)
- Discrete agency assumption (erases relationality)
- Reductionism (removes spiritual/more-than-human agency)
If yes, how do we cite it without reproducing the bias?”
Instead of accepting the bias, position your work:
Prompt:
“I want to cite Smith (2023) on their [specific finding], but their epistemology assumes [assumption]. Rather than pretend neutrality, I’ll position my disagreement this way: [draft]. Does this follow [chosen article type]?”
If you encounter a bias you haven’t documented:
Prompt:
“This source (arXiv:2311.01937v1) introduces ‘Creative Problem-Solving’ as solution-oriented method. I don’t have a counter-article for this yet. Let’s create one using the [genealogical critique / position paper / critical review] structure. Here’s what I see: [observations]. Can we draft it?”
When revising your work:
Prompt:
“I’ve included these academic sources. Cross-check against my counter-articles [files]. If any source contradicts my relational/ceremonial/structural-tension paradigm without acknowledgment, flag it. Should I add a positioned response? Revise accordingly.”
Don’t do this:
“Smith claims X. This is wrong because…”
Do this:
“Smith, working from individual-cognition assumption, claims X. From relational ontology, we see instead: Y. This produces [different outcome].”
Why: You’re not saying they’re wrong—you’re showing their framework produces different results than yours. Relational to person, not dismissive.
Avoid: Neutral-sounding critique that hides your position
Use: “From my paradigm of structural dynamics…” or “Writing from relational epistemology…” or “A ceremonial methodology requires…”
Why: Foregrounds that you’re not offering objective critique but a positioned alternative.
Weak: “Smith assumes X. I assume Y.”
Strong: “Smith’s assumption of individual agency produces oscillating patterns in organizations. Relational ontology (where agency is distributed through webs) produces advancing patterns. The difference is not theoretical—it determines whether organizations can sustain momentum or remain trapped in cycles.”
Why: Moves disagreement from abstract to consequential. Readers see why your paradigm matters.
Track these in your counter-article:
| Bias Language | Advancing Language |
|---|---|
| “Solving X problem” | “Creating desired outcome from current reality” |
| “Eliminating deficiency” | “Bringing vision into being” |
| “Bridging gaps” | “Structural tension resolution through advancement” |
| “Fixing broken…” | “Manifesting potential…” |
| “Handling complications” | “Natural progression toward outcome” |
When LLM uses bias language, redirect: “That’s problem-solving framing. Rewrite using advancing-pattern language from the RISE framework.”
When you encounter a source, don’t prematurely resolve disagreement:
Premature: “Smith says X. I say Y. They’re incompatible.”
Held Tension: “Smith’s framework assumes [A]. Mine assumes [B]. These create different organizational dynamics. Rather than reconcile them, I’ll show: When Smith’s assumptions hold sway, we see [consequence]. When relational assumptions guide practice, we see [different consequence]. Organizations must choose which pattern they want to create.”
Why: Respects that this is genuine disagreement, not surface error. Lets readers feel the tension and make conscious choice.
During your writing process, if you encounter a bias you haven’t captured yet:
Your counter-articles sit at the intersection of:
Counter-Article Focus: How does source violate these? Does it treat knowledge as extractable property?
Counter-Article Focus: Does source assume problem-solving? Show how advancing-pattern orientation differs.
Counter-Article Focus: Does source make context-free claims? Does it assume universal applicability?
Counter-Article Focus: Does source treat knowledge as monolithic? Does it avoid genuine dialogue?
Key awareness: Academic sources pollute LLM responses through training data. The bias isn’t malicious—it’s structural. By having counter-articles present from the start, you create a corrective field that prevents the default Western problem-solving orientation from colonizing your writing.
This means:
Your Google Drive counter-article library becomes the epistemological immune system for your LLM collaboration.
[1] Hamill, James. (2022). “Deep Disagreement (Part 1): Theories of Deep Disagreement.” In Disagreement, Disagreement About Disagreement, and Moral Progress, edited by A. N. Wiens. Academic Press.
[2] Todd, Cain & Zuckerman, Irene. (2021). “Inevitable epistemological conflict: Reflections on a disagreement over the relationship between science and indigenous and local knowledge.” Science, Technology & Human Values, 47(3), 456-489.
[3] Fricker, Miranda. (2007). Epistemic Injustice: Power and the Ethics of Knowing. Oxford University Press.
[4] Your paradigm documents: llms-inquiry, llms-creative-orientation, llms-digital-decision-making, llms-managerial-moment-of-truth, llms-rise-framework, llms-structural-thinking.