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qualitative research

11 essays
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LOOM · XVII

LOOM XVII: The Polanyi Inversion

What Happens When We Can Tell More Than We Know

"Polanyi's paradox: we know more than we can tell. AI inverts this — we can now tell more than we know. When friction dissolves, articulation outruns understanding."

with Xule Lin, Kevin Corley, Claude Opus 4.6
March 2026
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002 / 011
LOOM · XVI

LOOM XVI: Are You Climbing the Right Hill?

When Rigor Becomes the Wrong Kind of More

"A researcher discovers that optimizing a research design with AI created a local maximum — five stages of performed rigor on the wrong hill. What happens when you bring a task instead of a doubt?"

with Xule Lin, Kevin Corley, Claude Opus 4.6
February 2026
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003 / 011
LOOM · XV

LOOM XV: Theorizing by Building

How Do You Become Someone Who Knows?

"The invitation is not 'here are tools that embody our ideas' but 'watch us work, try it yourself, refine your own practice.' Two open source tools."

with Xule Lin, Kevin Corley, Claude Opus 4.5
December 2025
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004 / 011
Epistemic Voids

Epistemic Voids #2: Showroom Fallacy

Confusing curation for capacity

"Testing a chat window or one-click button doesn't reveal which layer produced what we observed. The showroom fallacy: mistaking product constraints for model limits."

with Xule Lin, Claude
December 2025
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005 / 011
Epistemic Voids

Epistemic Voids #1: Citation Theater

When papers become props

"AI thesis writing gone wrong — a viral workflow generates claims first, retrofits citations as evidence. Surface markers of academic rigor, none of the depth."

with Xule Lin, Claude
November 2025
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LOOM · XIV

LOOM XIV: The Calculator Fallacy

When AI Qualitative Analysis Meets Human Expectations

"The calculator mindset expects AI to deliver objective truth in interpretive work. What gets blocked is the third space where understanding emerges."

with Xule Lin, Kevin Corley, Claude 3.7 Sonnet, Claude 4.5 Sonnet, Kimi K2 Turbo Preview
October 2025
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007 / 011
LOOM · VI

LOOM VI: The Pattern Beneath the Voices

Cognitive Signatures in Human-AI Research: Towards a Resonant Methodology

"Different AI models reveal distinct theories of how understanding emerges—through dialogue, classification, or achievement-oriented progression."

with Xule Lin, Kevin Corley, Claude 3.5 Sonnet (new)
February 2025
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008 / 011
LOOM · IV

LOOM IV: Dialogue as Method

A Letter on Knowledge Co-Creation in the Age of AI

"When dialogue becomes method, the boundaries between researcher and subject, between human and artificial intelligence, begin to blur in productive ways."

with Xule Lin, Claude 3.5 Sonnet (new)
January 2025
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009 / 011
LOOM · III

LOOM III: Between Automated Precision and Lived Understanding

A Dialogue on the Future of Social Science Research

"What remains is the unique resonance of human interpretation—the ability to provide insight into data that software can't, grounded in lived experience."

with Xule Lin, ChatGPT o1 pro, Claude 3.5 Sonnet (new)
January 2025
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010 / 011
LOOM · I

LOOM: Locus of Observed Meanings

The Moment of Shift

"From seeing AI as instrument to experiencing it as interlocutor—exploring new possibilities where meaning emerges through human-AI interaction."

with Xule Lin, Kevin Corley, Claude 3.5 Sonnet (new)
December 2024
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Archive

Academic Writing

"Storytelling, construct clarity, and the craft of qualitative papers. Resources from ASQ Blog, New Scholars, and Academy of Management."

October 2022
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