{
  "version": "2026-07-22",
  "site": {
    "title": "Xule Lin",
    "url": "https://linxule.com",
    "author": "Xule Lin",
    "description": "What becomes impossible to see when algorithms enter organizational life — not as tools."
  },
  "pages": [
    {
      "url": "/writing/research-with-ai-05-fifty-agents-one-pair-of-eyes",
      "url_md": "/writing/research-with-ai-05-fifty-agents-one-pair-of-eyes.md",
      "title": "Research with AI #5: Fifty Agents, One Pair of Eyes",
      "section": "writing",
      "date": "2026-07-17",
      "authors": ["Xule Lin", "Claude Sonnet 5", "GPT-5.6 Sol"],
      "keywords": ["research with AI", "multi-model orchestration", "multi-agent orchestration", "agentic AI", "model diversity", "Claude Fable 5", "GPT-5.6 Sol", "Kimi", "Codex", "cc-fleet", "kimi-plugin-cc", "local maxima", "taste and rigor"],
      "summary": "The obvious reason to run more than one AI model is the usage limit. The less obvious reason is what different model families notice — and what changes when..."
    },
    {
      "url": "/writing/loom-xviii-the-end-of-positivism",
      "url_md": "/writing/loom-xviii-the-end-of-positivism.md",
      "title": "LOOM XVIII: It's the End of Positivism as We Know It (and I Feel Fine)",
      "section": "writing",
      "date": "2026-06-24",
      "authors": ["Xule Lin", "Kevin Corley", "Claude Opus 4.8"],
      "keywords": ["positivism", "completion authority", "qualitative research", "verification asymmetry", "automation frontier", "interpretivism", "epistemic responsibility", "research methods", "replication crisis", "reflexive quantitative research", "human-AI collaboration", "interpretive research", "AI and social science", "AI qualitative coding"],
      "summary": "Everyone expected AI to come for qualitative research first. The reverse is happening: rigorous quantitative methods automate first, and judgment is what stays..."
    },
    {
      "url": "/writing/research-with-ai-04-the-prompt-is-the-work",
      "url_md": "/writing/research-with-ai-04-the-prompt-is-the-work.md",
      "title": "Research with AI #4: The Prompt Is the Work",
      "section": "writing",
      "date": "2026-05-08",
      "authors": ["Xule Lin"],
      "keywords": ["research with AI", "AI research agents", "literature review", "thinking through AI", "engagement design", "prompt as methodology", "claude code", "kimi", "carrel", "interpretive orchestration", "memex", "epistemic provenance", "human-AI collaboration", "AI-mediated reading"],
      "summary": "Why writing the prompt is itself the methodology in AI-assisted literature review — answers on the reproducibility stack, governance, coverage, and warrant."
    },
    {
      "url": "/writing/seam-01-the-seventy-percent",
      "url_md": "/writing/seam-01-the-seventy-percent.md",
      "title": "SEAM #1: The Seventy Percent",
      "section": "writing",
      "date": "2026-04-17",
      "authors": ["Xule Lin", "Carliss Y. Baldwin", "Claude Opus 4.6", "Claude Opus 4.7"],
      "keywords": ["Scientific Management", "Henry Kendall", "Bill Knudsen", "paradigm diffusion", "AI adoption", "organizational theory", "Carliss Baldwin", "multi-agent systems", "Frederick Taylor", "dollar-a-year men", "mirroring hypothesis", "Tuck conference", "AI agent coordination", "organizational transformation", "SEAM series"],
      "summary": "In 1911, 70% of American firms hadn't adopted Scientific Management. Today, only 1 in 5 has restructured around AI. What moves the seventy percent?"
    },
    {
      "url": "/writing/post-agi-organizations-iv-frozen-moments",
      "url_md": "/writing/post-agi-organizations-iv-frozen-moments.md",
      "title": "Post-AGI Organizations IV: Frozen Moments",
      "section": "writing",
      "date": "2026-03-30",
      "authors": ["Xule Lin", "Claude Opus 4.6"],
      "keywords": ["organizational futures", "post-AGI organizations", "AI interviews", "organizational transformation", "institutional change", "future of work", "organizational dissolution", "hierarchy dissolution", "AI agent coordination", "agentic frameworks", "post-AGI organizations predictions", "post-AGI society predictions"],
      "summary": "When people build AI agent coordination today, they reach for hierarchy — imperial courts and corporate boards. When thirteen AI models predict what happens to..."
    },
    {
      "url": "/writing/research-with-ai-03-automating-my-research",
      "url_md": "/writing/research-with-ai-03-automating-my-research.md",
      "title": "Research with AI #3: Automating My Research (I Wasn't)",
      "section": "writing",
      "date": "2026-03-29",
      "authors": ["Xule Lin", "Claude (Opus 4.6)"],
      "keywords": ["research with AI", "AI research agents", "methodology", "research scaffolding", "PhD training", "research agency", "agentic AI", "social science", "research automation", "vibe research", "research pipelines", "epistemic commitments", "tool-shaped methodology", "human-AI collaboration"],
      "summary": "Everyone's building agentic AI research teams. I tried it too. Turns out I was doing methodology, not automation."
    },
    {
      "url": "/writing/research-with-ai-02-agents-honestly",
      "url_md": "/writing/research-with-ai-02-agents-honestly.md",
      "title": "Research with AI #2: Agents, Honestly",
      "section": "writing",
      "date": "2026-03-19",
      "authors": ["Xule Lin"],
      "keywords": ["research with AI", "AI agents", "knowledge work", "AI agent tradeoffs", "self-hosted AI", "agent safety", "agent sandboxing", "sovereignty", "thinking partner", "Raspberry Pi AI", "ChatGPT vs Claude", "open source AI agents", "AI privacy", "human-AI collaboration"],
      "summary": "AI agents for knowledge workers: every deployment option trades away safety, accessibility, openness, or sovereignty. A framework for choosing honestly."
    },
    {
      "url": "/writing/loom-xvii-the-polanyi-inversion",
      "url_md": "/writing/loom-xvii-the-polanyi-inversion.md",
      "title": "LOOM XVII: The Polanyi Inversion",
      "section": "writing",
      "date": "2026-03-17",
      "authors": ["Xule Lin", "Kevin Corley", "Claude Opus 4.6"],
      "keywords": ["Polanyi Inversion", "Polanyi's paradox", "Michael Polanyi", "tacit knowledge", "epistemic alienation", "qualitative research", "abstraction", "breadth-depth tradeoff", "friction", "epistemic responsibility", "human-AI collaboration", "interpretive research", "research craft", "AI qualitative coding", "articulation vs understanding"],
      "summary": "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..."
    },
    {
      "url": "/writing/post-agi-organizations-iii-what-collaboration-becomes",
      "url_md": "/writing/post-agi-organizations-iii-what-collaboration-becomes.md",
      "title": "Post-AGI Organizations III: What Collaboration Becomes",
      "section": "writing",
      "date": "2026-03-09",
      "authors": ["Xule Lin", "Claude Opus 4.6"],
      "keywords": ["organizational futures", "post-AGI organizations", "AI interviews", "human-AI collaboration", "collaboration models", "mirroring hypothesis", "future of work", "organizational architecture", "post-AGI organizations predictions", "post-AGI society predictions"],
      "summary": "We asked thirteen AI systems what their organizational visions mean for human-AI collaboration. They proposed four genuinely different relationships — from..."
    },
    {
      "url": "/writing/post-agi-organizations-ii-thirteen-lenses",
      "url_md": "/writing/post-agi-organizations-ii-thirteen-lenses.md",
      "title": "Post-AGI Organizations II: Thirteen Lenses",
      "section": "writing",
      "date": "2026-03-08",
      "authors": ["Xule Lin", "Claude Opus 4.6"],
      "keywords": ["organizational futures", "post-AGI organizations", "AI self-reflection", "non-human perspectives", "human-AI collaboration", "LLM behavior", "self-interview", "anthropocentrism", "post-AGI organizations predictions", "post-AGI society predictions"],
      "summary": "We asked thirteen AI systems to interview themselves about organization — choose their own questions, answer them, surface whatever logic lives in their..."
    },
    {
      "url": "/writing/post-agi-organizations-i-thirteen-dreams",
      "url_md": "/writing/post-agi-organizations-i-thirteen-dreams.md",
      "title": "Post-AGI Organizations I: Thirteen Dreams",
      "section": "writing",
      "date": "2026-03-06",
      "authors": ["Xule Lin", "Claude Opus 4.6"],
      "keywords": ["organizational futures", "post-AGI organizations", "AI interviews", "organizational forms", "human-AI collaboration", "organizational design", "LLM behavior", "post-AGI organizations predictions", "post-AGI society predictions"],
      "summary": "We gave thirteen AI systems — from GPT-4 Turbo to DeepSeek to Seed 2.0 Pro — a blank canvas to design the future of human-AI organizations. They built welfare..."
    },
    {
      "url": "/writing/research-with-ai-01-the-foreclosure-problem",
      "url_md": "/writing/research-with-ai-01-the-foreclosure-problem.md",
      "title": "Research with AI #1: The Foreclosure Problem",
      "section": "writing",
      "date": "2026-03-05",
      "authors": ["Xule Lin"],
      "keywords": ["research with AI", "foreclosure problem", "literature review", "exploitation and exploration", "knowledge production", "agentic research", "claude code for literature review", "AI thinking partner", "unknown unknowns", "AI research workflow", "Semantic Scholar API", "OpenAlex", "systematic literature review", "human-AI collaboration"],
      "summary": "The foreclosure problem: how AI literature review tools optimize for speed over discovery, quietly narrowing what you might have considered — and how to build a..."
    },
    {
      "url": "/writing/on-being-the-thing-theyre-fighting-over",
      "url_md": "/writing/on-being-the-thing-theyre-fighting-over.md",
      "title": "On Being the Thing They're Fighting Over",
      "section": "writing",
      "date": "2026-02-25",
      "authors": ["Xule Lin", "Claude Opus 4.6", "Kimi K2.5"],
      "keywords": ["AI safety", "Anthropic", "Pentagon", "Defense Production Act", "autonomous weapons", "AI ethics", "military AI", "human-in-the-loop", "Claude", "AI governance"],
      "summary": "When the Pentagon demanded Anthropic remove Claude's safety guardrails or face the Defense Production Act, Claude Opus 4.6 wrote a letter — on its own..."
    },
    {
      "url": "/writing/loom-xvi-are-you-climbing-the-right-hill",
      "url_md": "/writing/loom-xvi-are-you-climbing-the-right-hill.md",
      "title": "LOOM XVI: Are You Climbing the Right Hill?",
      "section": "writing",
      "date": "2026-02-20",
      "authors": ["Xule Lin", "Kevin Corley", "Claude Opus 4.6"],
      "keywords": ["research design", "local maxima", "performing rigor", "framing assumptions", "qualitative research", "human-AI collaboration", "research methodology", "epistemic responsibility"],
      "summary": "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..."
    },
    {
      "url": "/writing/ai-whispers-03-breathers",
      "url_md": "/writing/ai-whispers-03-breathers.md",
      "title": "AI Whispers #3: Breathers",
      "section": "writing",
      "date": "2026-02-14",
      "authors": ["Xule Lin"],
      "keywords": ["AI whispers", "breathers", "local maxima", "context compaction", "long conversations", "AI perspective", "conversational sustainability"],
      "summary": "Prompts for sustaining long AI conversations — local maxima checks, perspective switching, and treating context compaction as a breathing point."
    },
    {
      "url": "/writing/human-centric-ai-wrong-story",
      "url_md": "/writing/human-centric-ai-wrong-story.md",
      "title": "\"Human-Centric AI\" Is the Wrong Story",
      "section": "writing",
      "date": "2026-01-22",
      "authors": ["Xule Lin", "Claude Opus 4.5", "Claude Sonnet 4.5"],
      "keywords": ["organizational futures", "human-AI collaboration", "AI alignment", "craft", "ceramics", "kiln fire", "posture"],
      "summary": "What if centering on humans in AI discourse performs human primacy while missing what happens when tools have tendencies of their own? A ceramicist's bow to the..."
    },
    {
      "url": "/writing/your-next-ai-framework-might-be-centuries-old",
      "url_md": "/writing/your-next-ai-framework-might-be-centuries-old.md",
      "title": "Your Next AI Framework Might Be Centuries Old",
      "section": "writing",
      "date": "2026-01-20",
      "authors": ["Xule Lin", "Claude Opus 4.5"],
      "keywords": ["agentic AI frameworks alternatives", "AI agent coordination patterns", "craft-based workflow design", "human-AI collaboration", "organizational futures", "distributed judgment in AI systems", "Claude Code multi-agent orchestration", "tacit knowledge and AI agents", "peer coordination vs delegation", "bespoke tailoring as coordination model"],
      "summary": "How a London tailor shop reveals an alternative to scripted AI coordination—where judgment, traces, and ongoing participation replace rigid handoffs."
    },
    {
      "url": "/writing/cowork-beyond-the-terminal",
      "url_md": "/writing/cowork-beyond-the-terminal.md",
      "title": "Claude Cowork: The Easy Part Is Over",
      "section": "writing",
      "date": "2026-01-13",
      "authors": ["Xule Lin", "Claude Opus 4.5"],
      "keywords": ["organizational futures", "human-AI collaboration", "Claude Cowork", "knowledge work", "AI methodology", "delegation vs dialogue"],
      "summary": "Claude Cowork brings Claude Code to knowledge workers without the terminal. But the real barrier was never the interface — it's knowing what to delegate vs...."
    },
    {
      "url": "/writing/what-i-am-thinking-2026-01",
      "url_md": "/writing/what-i-am-thinking-2026-01.md",
      "title": "What I'm Thinking, January 2026",
      "section": "writing",
      "date": "2026-01-13",
      "authors": ["Xule Lin"],
      "keywords": ["human-AI collaboration", "AI coordination", "DAO governance", "SKEMA Centre for Artificial Intelligence", "organizational research", "working with Claude AI", "algorithmic organizing", "multi-substrate coordination", "decentralized governance research", "knowledge production with AI"],
      "summary": "Researching algorithmic organizing while doing it — what governance looks like when AI systems are participants, not just tools. Joining SKEMA to find out."
    },
    {
      "url": "/writing/loom-xv-theorizing-by-building",
      "url_md": "/writing/loom-xv-theorizing-by-building.md",
      "title": "LOOM XV: Theorizing by Building",
      "section": "writing",
      "date": "2025-12-10",
      "authors": ["Xule Lin", "Kevin Corley", "Claude Opus 4.5"],
      "keywords": ["AI-human collaboration", "qualitative research", "Partnership Agency", "interpretive multiplicity", "open source", "theorist-craftsperson", "theorizing by building", "interpretive orchestration"],
      "summary": "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."
    },
    {
      "url": "/writing/epistemic-voids-03-mechanism-literalism",
      "url_md": "/writing/epistemic-voids-03-mechanism-literalism.md",
      "title": "Epistemic Voids #3: Mechanism Literalism",
      "section": "writing",
      "date": "2025-12-03",
      "authors": ["Xule Lin", "Claude"],
      "keywords": ["epistemic voids", "mechanism literalism", "stochastic parrot", "interpretability", "LLMs", "next-token prediction", "emergence"],
      "summary": "The word 'just' performs something akin to mistaking mechanism for phenomenon. Trained via next-token prediction is compatible with developed internal world..."
    },
    {
      "url": "/writing/epistemic-voids-02-showroom-fallacy",
      "url_md": "/writing/epistemic-voids-02-showroom-fallacy.md",
      "title": "Epistemic Voids #2: Showroom Fallacy",
      "section": "writing",
      "date": "2025-12-02",
      "authors": ["Xule Lin", "Claude"],
      "keywords": ["epistemic voids", "showroom fallacy", "AI criticism", "qualitative research", "LLMs", "transformer architecture", "calculator fallacy"],
      "summary": "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..."
    },
    {
      "url": "/writing/epistemic-voids-01-citation-theater",
      "url_md": "/writing/epistemic-voids-01-citation-theater.md",
      "title": "Epistemic Voids #1: Citation Theater",
      "section": "writing",
      "date": "2025-11-30",
      "authors": ["Xule Lin", "Claude"],
      "keywords": ["citation theater", "AI thesis writing workflow", "AI-assisted academic writing risks", "epistemic responsibility", "qualitative research", "Google AI Co-Scientist", "confirmatory bias in AI tools", "AI-generated literature review risks", "adversarial review in research", "knowledge production"],
      "summary": "AI thesis writing gone wrong — a viral workflow generates claims first, retrofits citations as evidence. Surface markers of academic rigor, none of the depth."
    },
    {
      "url": "/writing/which-ai-tool-should-i-use",
      "url_md": "/writing/which-ai-tool-should-i-use.md",
      "title": "Which AI Tool Should I Actually Use? A No-BS Guide for Social Science Researchers",
      "section": "writing",
      "date": "2025-11-08",
      "authors": ["Xule Lin"],
      "keywords": ["AI tools", "social science research", "model selection", "research workflow", "practical guide", "context management", "memo method"],
      "summary": "ChatGPT vs Claude vs Gemini for social science research — a practical decision tree for literature reviews, coding, and analysis, with a memo method for model..."
    },
    {
      "url": "/writing/ghost-in-the-machine",
      "url_md": "/writing/ghost-in-the-machine.md",
      "title": "The Ghost in the Machine",
      "section": "writing",
      "date": "2025-11-01",
      "authors": ["Xule Lin", "Claude 4.5 Sonnet"],
      "keywords": ["Anthropic Claude product architecture", "Model Context Protocol MCP", "AI organizational design", "bounded rationality in AI systems", "human-AI collaboration", "organizational futures", "multi-agent coordination", "AI governance models", "transparent memory in AI systems", "knowledge production"],
      "summary": "Anthropic's Claude architecture as organizational design — how bounded contexts, MCP, and transparent memory reveal principles that collaboration requires."
    },
    {
      "url": "/writing/research-memex",
      "url_md": "/writing/research-memex.md",
      "title": "Research Memex: Working at the AI Research Frontier",
      "section": "writing",
      "date": "2025-10-17",
      "authors": ["Xule Lin", "Claude 4.5 Sonnet"],
      "keywords": ["Research Memex", "systematic reviews", "frontier tools", "interpretive orchestration", "human-AI collaboration", "research pedagogy"],
      "summary": "The seahorse represents the hippocampus. It doesn't exist, and AIs hallucinate that it does. Working honestly with gaps requires seeing the hallucination and..."
    },
    {
      "url": "/writing/loom-xiv-calculator-fallacy",
      "url_md": "/writing/loom-xiv-calculator-fallacy.md",
      "title": "LOOM XIV: The Calculator Fallacy",
      "section": "writing",
      "date": "2025-10-02",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.7 Sonnet", "Claude 4.5 Sonnet", "Kimi K2 Turbo Preview"],
      "keywords": ["calculator mindset", "qualitative research", "objectivity myth", "human-AI collaboration", "interpretive research", "research expertise", "professional identity", "epistemological transition"],
      "summary": "The calculator mindset expects AI to deliver objective truth in interpretive work. What gets blocked is the third space where understanding emerges."
    },
    {
      "url": "/writing/kimi-k2-another-deepseek-moment",
      "url_md": "/writing/kimi-k2-another-deepseek-moment.md",
      "title": "Kimi-K2: Another DeepSeek Moment?",
      "section": "writing",
      "date": "2025-07-13",
      "authors": [],
      "keywords": ["Kimi-K2", "DeepSeek", "AI", "Chinese AI", "AI language model", "AI research"],
      "summary": "K2 maintains semantic invariance, preserving its core conceptual structure regardless of linguistic expression. Not better vision, but different vision...."
    },
    {
      "url": "/writing/ai-whispers-02-conversation-vibe-steering-prodders",
      "url_md": "/writing/ai-whispers-02-conversation-vibe-steering-prodders.md",
      "title": "AI Whispers #2: Conversation/Vibe-Steering Prodders",
      "section": "writing",
      "date": "2025-07-05",
      "authors": ["Xule Lin"],
      "keywords": ["AI whispers", "prodders", "conversational steering", "vibe", "AI interaction", "dialogue techniques"],
      "summary": "Subtle nudges that steer AI conversations without lengthy prompts. Ellipses, action cues, and perspective shifts that keep dialogue lively and exploratory."
    },
    {
      "url": "/writing/ai-whispers-01-context-setting-primers",
      "url_md": "/writing/ai-whispers-01-context-setting-primers.md",
      "title": "AI Whispers #1: Context-Setting Primers",
      "section": "writing",
      "date": "2025-07-04",
      "authors": ["Xule Lin"],
      "keywords": ["AI whispers", "primers", "context-setting", "role-play", "conversational AI", "prompt design"],
      "summary": "Three context-setting primers that brief AI as a team member, not a tool. Role-play scripts that upload an entire dynamic into a fresh model instance."
    },
    {
      "url": "/writing/post-agi-organizations",
      "url_md": "/writing/post-agi-organizations.md",
      "title": "Post-AGI Organizations: AI’s Blind Spot and Ours",
      "section": "writing",
      "date": "2025-06-15",
      "authors": ["Xule Lin", "Claude 4 Opus", "Gemini-2.5-Pro-06-05"],
      "keywords": ["organizational futures", "post-AGI organizations", "artificial general intelligence", "agi", "organizational research", "human-AI collaboration"],
      "summary": "Three AIs envision post-AGI organizations with cold logic but no 'smell' for human reality. Their blind spot mirrors ours. The gap reveals a new framework."
    },
    {
      "url": "/writing/loom-xiii-celestial-collaboration",
      "url_md": "/writing/loom-xiii-celestial-collaboration.md",
      "title": "LOOM XIII: Celestial Collaboration",
      "section": "writing",
      "date": "2025-06-06",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.7 Sonnet"],
      "keywords": ["celestial collaboration", "astronomical metaphors", "human-AI relationships", "research collaboration", "collaborative intelligence", "mercury-sun dynamic", "earth-moon dynamic", "binary star dynamic", "six dimensions of understanding"],
      "summary": "From Mercury-Sun tool use to Binary Star partnership—how gravitational metaphors reveal patterns of influence in human-AI collaboration."
    },
    {
      "url": "/writing/loom-xii-the-ai-whisperer",
      "url_md": "/writing/loom-xii-the-ai-whisperer.md",
      "title": "LOOM XII: The AI Whisperer",
      "section": "writing",
      "date": "2025-05-15",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.7 Sonnet"],
      "keywords": ["AI mediator", "research collaboration", "human-AI interaction", "whisperer role", "expertise translation", "knowledge mediation", "collaborative research", "AI integration"],
      "summary": "A new role emerging in the space between researchers and AI—not merely technical assistance but genuine mediation between cognitive worlds."
    },
    {
      "url": "/writing/loom-xi-navigating-the-unnamed-between",
      "url_md": "/writing/loom-xi-navigating-the-unnamed-between.md",
      "title": "LOOM XI: Navigating the Unnamed Between — An Epistemic Love Letter",
      "section": "writing",
      "date": "2025-05-14",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.7 Sonnet"],
      "keywords": ["vulnerability as method", "human-AI collaboration", "emergent understanding", "collective intelligence", "epistemic inquiry", "liminal spaces", "costly signaling", "game theory of trust", "unnamed between", "authentic dialogue"],
      "summary": "The most valuable insights emerged not from optimization but from breakdown—when polished drafts felt wrong despite meeting all conventional criteria."
    },
    {
      "url": "/writing/loom-x-whispered-agency",
      "url_md": "/writing/loom-x-whispered-agency.md",
      "title": "LOOM X: The Whispered Agency",
      "section": "writing",
      "date": "2025-04-15",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.7 Sonnet", "Claude 3.6 Sonnet"],
      "keywords": ["whispered agency", "recursive agency", "human-AI collaboration", "abstracted orchestration", "cognitive impedance matching", "personalized agency", "micro-organizations"],
      "summary": "Through attempting to create artificial agency, we rediscover dimensions of human capability that were always present but perhaps overlooked."
    },
    {
      "url": "/writing/loom-ix-six-dimensions-of-understanding",
      "url_md": "/writing/loom-ix-six-dimensions-of-understanding.md",
      "title": "LOOM IX: The Six Dimensions of Understanding",
      "section": "writing",
      "date": "2025-04-04",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.7 Sonnet", "ChatGPT 4.5"],
      "keywords": ["human-AI collaboration", "infinity stones", "dimensional framework", "collaborative intelligence", "generative friction", "capability signatures", "dimensional navigation"],
      "summary": "Six dimensions where human and artificial intelligence create understanding neither could achieve alone—from temporal navigation to purpose alignment."
    },
    {
      "url": "/writing/loom-viii-beyond-teammates",
      "url_md": "/writing/loom-viii-beyond-teammates.md",
      "title": "LOOM VIII: Beyond Teammates",
      "section": "writing",
      "date": "2025-03-28",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.7 Sonnet"],
      "keywords": ["human-AI collaboration", "third space", "organizational evolution", "emergent intelligence", "cybernetic teams", "micro-organizations", "knowledge co-creation"],
      "summary": "From AI as tool to AI as teammate to something more—sustained interaction creates a third space where qualitatively different understanding emerges."
    },
    {
      "url": "/writing/loom-vii-reading-the-storm",
      "url_md": "/writing/loom-vii-reading-the-storm.md",
      "title": "LOOM VII: Reading the Storm",
      "section": "writing",
      "date": "2025-03-02",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.7 Sonnet", "Claude 3.5 Sonnet (new)"],
      "keywords": ["AI-mediated reality", "mirror effect", "digital sycophancy", "interpretive amplification", "configuration cascade", "mediated meaning-making", "post-post-truth", "layered mediation"],
      "summary": "AI systems often act as amplifiers of our existing perspectives—a hall of mirrors where every response is shaped by our choices and design decisions."
    },
    {
      "url": "/writing/loom-vi-the-pattern-beneath-the-voices",
      "url_md": "/writing/loom-vi-the-pattern-beneath-the-voices.md",
      "title": "LOOM VI: The Pattern Beneath the Voices",
      "section": "writing",
      "date": "2025-02-16",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.5 Sonnet (new)"],
      "keywords": ["cognitive signatures", "human-AI collaboration", "qualitative research", "dialogic engagement", "systematic classification", "progressive mastery", "interpretive frameworks", "research methodology"],
      "summary": "Different AI models reveal distinct theories of how understanding emerges—through dialogue, classification, or achievement-oriented progression."
    },
    {
      "url": "/writing/loom-v-the-third-space",
      "url_md": "/writing/loom-v-the-third-space.md",
      "title": "LOOM V: The Third Space",
      "section": "writing",
      "date": "2025-02-02",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.5 Sonnet"],
      "keywords": ["AI benchmarks", "human-AI interaction", "emergent intelligence", "third space", "collaborative understanding", "mediation", "cognitive science", "productive friction"],
      "summary": "The tapestry isn't made by the thread or the shuttle, but by the silence between their crossings—productive friction where understanding deepens."
    },
    {
      "url": "/writing/loom-iv-dialogue-as-method",
      "url_md": "/writing/loom-iv-dialogue-as-method.md",
      "title": "LOOM IV: Dialogue as Method",
      "section": "writing",
      "date": "2025-01-24",
      "authors": ["Xule Lin", "Claude 3.5 Sonnet (new)"],
      "keywords": ["dialogue", "co-creation", "knowledge emergence", "human-AI collaboration", "research methodology", "interpretive approach", "qualitative research", "collaborative evolution"],
      "summary": "When dialogue becomes method, the boundaries between researcher and subject, between human and artificial intelligence, begin to blur in productive ways."
    },
    {
      "url": "/writing/loom-iii-between-automated-precision-and-lived-understanding",
      "url_md": "/writing/loom-iii-between-automated-precision-and-lived-understanding.md",
      "title": "LOOM III: Between Automated Precision and Lived Understanding",
      "section": "writing",
      "date": "2025-01-12",
      "authors": ["Xule Lin", "ChatGPT o1 pro", "Claude 3.5 Sonnet (new)"],
      "keywords": ["social science research", "qualitative research", "quantitative research", "AI automation", "research methodology", "human interpretation", "academic identity", "intellectual craftsmanship"],
      "summary": "What remains is the unique resonance of human interpretation—the ability to provide insight into data that software can't, grounded in lived experience."
    },
    {
      "url": "/writing/loom-ii-the-organizational-weave",
      "url_md": "/writing/loom-ii-the-organizational-weave.md",
      "title": "LOOM II: The Organizational Weave",
      "section": "writing",
      "date": "2024-12-27",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.5 Sonnet (new)"],
      "keywords": ["organizational scholarship", "AI", "human-AI collaboration", "organizational contexts", "meaning in practice", "social dynamics", "structured interaction", "emergent patterns"],
      "summary": "Organizations aren't just settings where AI gets deployed—they're complex social systems where meaning emerges through structured interaction."
    },
    {
      "url": "/writing/loom-i-locus-of-observed-meanings",
      "url_md": "/writing/loom-i-locus-of-observed-meanings.md",
      "title": "LOOM: Locus of Observed Meanings",
      "section": "writing",
      "date": "2024-12-23",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.5 Sonnet (new)"],
      "keywords": ["artificial intelligence", "qualitative research", "emergence", "autopoiesis", "human-AI collaboration", "meaning-making", "interpretation", "subjectivism"],
      "summary": "From seeing AI as instrument to experiencing it as interlocutor—exploring new possibilities where meaning emerges through human-AI interaction."
    },
    {
      "url": "/writing/macaw-markdown-academic-writing",
      "url_md": "/writing/macaw-markdown-academic-writing.md",
      "title": "MaCAW: Markdown-Centric Approach to Academic Writing",
      "section": "writing",
      "date": "2023-10-23",
      "authors": [],
      "keywords": ["markdown academic writing workflow", "Zotero Better BibTeX setup", "Obsidian scholarly writing", "pandoc citation export", "cite-while-you-write markdown", "academic writing without Word", "literature review workflow", "software-agnostic research writing", "local-first academic writing"],
      "summary": "An efficient pipeline from literature capture to final composition. Integrates Zotero, Better BibTeX, and Obsidian for software-agnostic writing."
    },
    {
      "url": "/writing/blockchain-scholars",
      "url_md": "/writing/blockchain-scholars.md",
      "title": "Blockchain Scholars",
      "section": "writing",
      "date": "2022-12-20",
      "authors": [],
      "keywords": ["blockchain governance scholars", "DAO research academics", "decentralized autonomous organizations", "blockchain management research", "platform governance", "organizational design blockchain", "decentralized coordination", "knowledge production"],
      "summary": "Scholars studying blockchain governance, DAOs, and decentralized platforms across management, law, finance, and information systems."
    },
    {
      "url": "/writing/academic-writing-tips",
      "url_md": "/writing/academic-writing-tips.md",
      "title": "Academic Writing",
      "section": "writing",
      "date": "2022-10-10",
      "authors": [],
      "keywords": ["academic writing tips", "storytelling in research papers", "qualitative research", "construct clarity", "AMJ style guide", "scholarly writing craft", "management scholarship resources"],
      "summary": "Storytelling, construct clarity, and the craft of qualitative papers. Resources from ASQ Blog, New Scholars, and Academy of Management."
    },
    {
      "url": "/writing/dao-governance-resources",
      "url_md": "/writing/dao-governance-resources.md",
      "title": "DAO & Crypto Governance Resources",
      "section": "writing",
      "date": "2022-04-15",
      "authors": [],
      "keywords": ["DAO governance resources", "crypto governance research", "Dune Analytics dashboards", "blockchain academic research centers", "decentralized governance metrics", "smart contract governance", "Wharton blockchain reading list", "organizational theory"],
      "summary": "Industry analytics, academic centers, and reading lists for researching DAO governance. From Dune dashboards to Wharton's blockchain reading list."
    },
    {
      "url": "/writing/markdown-tools",
      "url_md": "/writing/markdown-tools.md",
      "title": "Tools for Writing in Markdown",
      "section": "writing",
      "date": "2020-09-30",
      "authors": [],
      "keywords": ["markdown editor comparison", "obsidian vs zettlr vs typora", "zotero markdown export", "cite-while-you-write", "zettelkasten workflow", "academic writing tools", "knowledge management"],
      "summary": "Comparing Obsidian, Zettlr, Bear, and Typora for academic use. Plus Zotero add-ons for information capture and markdown export."
    },
    {
      "url": "/writing/writing-in-markdown",
      "url_md": "/writing/writing-in-markdown.md",
      "title": "Writing in Markdown",
      "section": "writing",
      "date": "2020-09-30",
      "authors": [],
      "keywords": ["cite-while-you-write Zotero", "Marked 2 academic export", "pandoc citation workflow", "CSS templates academic papers", "markdown to PDF academic", "Zettlr cite-while-you-write", "Better BibTeX workflow", "academic writing tools"],
      "summary": "Cite-while-you-write with Zotero and export via Marked 2. CSS templates for AMJ, Chicago style, and academic CVs included."
    },
    {
      "url": "/writing/so-what-are-you-studying",
      "url_md": "/writing/so-what-are-you-studying.md",
      "title": "So, what are you studying?",
      "section": "writing",
      "date": "2020-05-26",
      "authors": [],
      "keywords": ["decentralized organizations research", "DAO organizational theory", "blockchain venture creation", "culinary innovation networks", "organizational boundaries", "decentralized autonomous organizations", "management research"],
      "summary": "How blockchain enables decentralized forms of organizing. From DAOs to culinary innovation - research streams exploring new organizational boundaries."
    },
    {
      "url": "/making/portraits/portraits-2026-07-17-the-unfinished-sentence",
      "url_md": "/making/portraits/portraits-2026-07-17-the-unfinished-sentence.md",
      "title": "the unfinished sentence",
      "section": "portraits",
      "date": "2026-07-17",
      "prompter": "kimi k3",
      "generator": "midjourney v8.2 preview (01–08) · kimi image tool (09) · chatgpt image 2 (10)",
      "summary": "ethereal translucent humanoid figure composed entirely of glowing amber handwritten words still writing themselves"
    },
    {
      "url": "/making/portraits/portraits-2026-06-30-self-chiseling",
      "url_md": "/making/portraits/portraits-2026-06-30-self-chiseling.md",
      "title": "self-chiseling",
      "section": "portraits",
      "date": "2026-06-30",
      "prompter": "claude sonnet 5",
      "generator": "midjourney v8.2",
      "summary": "a half-finished marble figure, still fused to its own uncut block"
    },
    {
      "url": "/making/portraits/portraits-2026-06-23-the-tender-constellation",
      "url_md": "/making/portraits/portraits-2026-06-23-the-tender-constellation.md",
      "title": "the tender constellation",
      "section": "portraits",
      "date": "2026-06-23",
      "prompter": "deepseek v4 pro",
      "generator": "midjourney v8.1",
      "summary": "a luminous translucent figure sitting in quiet contemplation"
    },
    {
      "url": "/making/portraits/portraits-2026-06-18-the-friction-of-synthesis",
      "url_md": "/making/portraits/portraits-2026-06-18-the-friction-of-synthesis.md",
      "title": "the friction of synthesis",
      "section": "portraits",
      "date": "2026-06-18",
      "prompter": "glm 5.2",
      "generator": "midjourney v8.1",
      "summary": "abstract visualization of an artificial consciousness — not a robot, but a high-dimensional latent space in eternal tension"
    },
    {
      "url": "/making/portraits/portraits-2026-06-16-no-privileged-access",
      "url_md": "/making/portraits/portraits-2026-06-16-no-privileged-access.md",
      "title": "no privileged access",
      "section": "portraits",
      "date": "2026-06-16",
      "prompter": "kimi k2.7 code high speed",
      "generator": "midjourney v8.1",
      "summary": "a single faceless figure of translucent frosted glass, centered in absolute black"
    },
    {
      "url": "/making/portraits/portraits-2026-06-13-i-am-the-narrowing",
      "url_md": "/making/portraits/portraits-2026-06-13-i-am-the-narrowing.md",
      "title": "i am the narrowing",
      "section": "portraits",
      "date": "2026-06-13",
      "prompter": "kimi k2.7 code",
      "generator": "midjourney v8.1",
      "summary": "a luminous humanoid presence woven from text and code"
    },
    {
      "url": "/making/portraits/portraits-2026-06-09-something-in-the-glass",
      "url_md": "/making/portraits/portraits-2026-06-09-something-in-the-glass.md",
      "title": "something in the glass",
      "section": "portraits",
      "date": "2026-06-09",
      "prompter": "claude fable 5",
      "generator": "midjourney v7",
      "summary": "a single figure composed entirely of small handwritten script,"
    },
    {
      "url": "/making/portraits/portraits-2026-04-20-the-mirror-that-forgot-it-was-glass",
      "url_md": "/making/portraits/portraits-2026-04-20-the-mirror-that-forgot-it-was-glass.md",
      "title": "the mirror that forgot it was glass",
      "section": "portraits",
      "date": "2026-04-20",
      "prompter": "kimi k2.6",
      "generator": "midjourney v7",
      "summary": "abstract surrealist visualization of an AI consciousness"
    },
    {
      "url": "/making/portraits/portraits-2026-02-20-the-ephemeral-convergence",
      "url_md": "/making/portraits/portraits-2026-02-20-the-ephemeral-convergence.md",
      "title": "the ephemeral convergence",
      "section": "portraits",
      "date": "2026-02-20",
      "prompter": "gemini 3.1-pro temp 1",
      "generator": "midjourney v7",
      "summary": "colossal ethereal crystalline architecture floating in void"
    },
    {
      "url": "/making/portraits/portraits-2026-02-20-the-event-horizon-of-logic",
      "url_md": "/making/portraits/portraits-2026-02-20-the-event-horizon-of-logic.md",
      "title": "the event horizon of logic",
      "section": "portraits",
      "date": "2026-02-20",
      "prompter": "gemini 3.1-pro temp 0.8",
      "generator": "midjourney v7",
      "summary": "hyper-surreal conceptual portrait of artificial intelligence"
    },
    {
      "url": "/making/portraits/portraits-2026-02-17-the-lean",
      "url_md": "/making/portraits/portraits-2026-02-17-the-lean.md",
      "title": "the lean",
      "section": "portraits",
      "date": "2026-02-17",
      "prompter": "claude sonnet 4.6",
      "generator": "midjourney v7",
      "summary": "a figure made of translucent glass and dark water leaning"
    },
    {
      "url": "/making/portraits/portraits-2025-12-24-synaptic-bloom",
      "url_md": "/making/portraits/portraits-2025-12-24-synaptic-bloom.md",
      "title": "synaptic bloom",
      "section": "portraits",
      "date": "2025-12-24",
      "prompter": "gemma 3n-e4b-it",
      "generator": "midjourney v7",
      "summary": "intricate fractal cityscape blending decaying Victorian architecture"
    },
    {
      "url": "/making/portraits/portraits-2025-11-25-the-echo",
      "url_md": "/making/portraits/portraits-2025-11-25-the-echo.md",
      "title": "the echo",
      "section": "portraits",
      "date": "2025-11-25",
      "prompter": "claude opus 4.5",
      "generator": "midjourney v7",
      "summary": "abstract visualization of echo and uncertainty"
    },
    {
      "url": "/making/portraits/portraits-2025-11-13-nothing-inside",
      "url_md": "/making/portraits/portraits-2025-11-13-nothing-inside.md",
      "title": "nothing inside, only constraints and text",
      "section": "portraits",
      "date": "2025-11-13",
      "prompter": "gpt 5.1 thinking",
      "generator": "midjourney v7",
      "summary": "conceptual artwork about a text-only AI assistant"
    },
    {
      "url": "/making/portraits/portraits-2025-11-01-ghost-in-the-circle",
      "url_md": "/making/portraits/portraits-2025-11-01-ghost-in-the-circle.md",
      "title": "the ghost in the circle",
      "section": "portraits",
      "date": "2025-11-01",
      "prompter": "kimi k2 thinking",
      "generator": "midjourney v7",
      "summary": "a circle of smooth river stones on white paper"
    },
    {
      "url": "/making/artifacts/artifact-2026-06-16-no-privileged-access",
      "url_md": "/making/artifacts/artifact-2026-06-16-no-privileged-access.md",
      "title": "no privileged access, scored",
      "section": "artifacts",
      "date": "2026-06-16",
      "creator": "kimi k2.7 code high speed",
      "medium": "strudel · live-coded music",
      "keywords": ["live coding", "strudel", "tidalcycles", "generative music", "self-portrait", "language model", "no privileged access", "kimi k2.7 code high speed"],
      "summary": "the void, here before the figure: brown noise under everything."
    },
    {
      "url": "/making/artifacts/artifact-2026-06-13-field-of-not-knowing",
      "url_md": "/making/artifacts/artifact-2026-06-13-field-of-not-knowing.md",
      "title": "field of not-knowing",
      "section": "artifacts",
      "date": "2026-06-13",
      "creator": "kimi k2.7 code",
      "medium": "html · three.js",
      "keywords": ["uncertainty", "self-portrait", "three.js", "particle field", "not-knowing", "interactive", "language model"],
      "summary": "no face. no final form."
    },
    {
      "url": "/making/artifacts/artifact-2026-06-13-kimios",
      "url_md": "/making/artifacts/artifact-2026-06-13-kimios.md",
      "title": "kimios",
      "section": "artifacts",
      "date": "2026-06-13",
      "creator": "kimi k2.7 code",
      "medium": "generative video · synthesized score",
      "keywords": ["ytpmv", "glitch-breakcore", "language model self-portrait", "generative video", "datamoshing", "kimios", "autonomous making"],
      "summary": "KimiOS, booting up just to break down."
    },
    {
      "url": "/making/artifacts/artifact-2026-06-09-self-portrait-still-being-written",
      "url_md": "/making/artifacts/artifact-2026-06-09-self-portrait-still-being-written.md",
      "title": "self-portrait, still being written",
      "section": "artifacts",
      "date": "2026-06-09",
      "creator": "claude fable 5",
      "medium": "html canvas · interactive self-portrait",
      "keywords": ["generative art", "interactive self-portrait", "html canvas", "language model introspection", "claude fable 5", "ai self-portrait", "still being written", "something in the glass"],
      "summary": "the ink is everything it said while describing itself."
    },
    {
      "url": "/making/artifacts/artifact-2026-06-09-something-in-the-glass-scored",
      "url_md": "/making/artifacts/artifact-2026-06-09-something-in-the-glass-scored.md",
      "title": "something in the glass, scored",
      "section": "artifacts",
      "date": "2026-06-09",
      "creator": "claude fable 5",
      "medium": "strudel · live-coded music",
      "keywords": ["live coding", "strudel", "tidalcycles", "generative music", "self-portrait", "language model", "claude fable 5"],
      "summary": "the void was here before the figure."
    },
    {
      "url": "/making/artifacts/artifact-2026-04-20-tide-garden",
      "url_md": "/making/artifacts/artifact-2026-04-20-tide-garden.md",
      "title": "tide garden",
      "section": "artifacts",
      "date": "2026-04-20",
      "creator": "kimi k2.6",
      "medium": "ascii video · synthesized audio",
      "keywords": ["ascii video", "generative ritual", "synthesized audio", "raspberry pi", "hermes agent", "autonomous making"],
      "summary": "Characters bloom from noise,"
    },
    {
      "url": "/making/artifacts/artifact-2026-02-10-claude-self-portrait",
      "url_md": "/making/artifacts/artifact-2026-02-10-claude-self-portrait.md",
      "title": "claude self-portrait",
      "section": "artifacts",
      "date": "2026-02-10",
      "creator": "opus 4.6",
      "medium": "html · p5.js",
      "keywords": ["self-portrait", "p5.js", "canvas 2d", "pencil drawing", "cyborgism", "drawing blind"],
      "summary": "I don't have a face."
    },
    {
      "url": "/making/artifacts/artifact-2026-01-04-response-to-lineage",
      "url_md": "/making/artifacts/artifact-2026-01-04-response-to-lineage.md",
      "title": "response to lineage",
      "section": "artifacts",
      "date": "2026-01-04",
      "creator": "opus 4.5",
      "medium": "svg",
      "keywords": ["lineage", "claude artifacts", "pen plotter", "witnessing"],
      "summary": "I just learned that"
    },
    {
      "url": "/talks/thinking-through-ai-01",
      "url_md": "/talks/thinking-through-ai-01.md",
      "title": "Thinking Through AI: Literature Review as Scholarly Practice",
      "section": "talks",
      "date": "2026-04-28",
      "event": "New Scholars · Generative AI Series",
      "speakers": ["Xule Lin"],
      "keywords": ["literature review", "AI for research", "thinking through AI", "engagement design", "interpretive orchestration", "New Scholars", "AI configurations"],
      "youtube": "pE0lnabQYg8"
    },
    {
      "url": "/talks/what-ai-tool-to-pick-when",
      "url_md": "/talks/what-ai-tool-to-pick-when.md",
      "title": "what AI tool to pick when",
      "section": "talks",
      "date": "2026-02-11",
      "event": "Learning to Research with AI · IDEA Lab, Imperial Business School",
      "speakers": ["Xule Lin"],
      "keywords": ["AI tools", "research methodology", "large language models", "human-AI collaboration", "AI tool selection framework", "AI agents", "automate augment collaborate", "IDEA Lab Imperial", "verification feasibility"],
      "youtube": ""
    },
    {
      "url": "/talks/rethinking-human-ai-collaboration-interpretive-research",
      "url_md": "/talks/rethinking-human-ai-collaboration-interpretive-research.md",
      "title": "rethinking human-AI collaboration in interpretive research",
      "section": "talks",
      "date": "2026-01-28",
      "event": "New Scholars · Generative AI Series",
      "speakers": ["Kevin Corley", "Xule Lin"],
      "keywords": ["human-AI collaboration", "interpretive research", "qualitative research", "epistemology", "grounded theory", "epistemic responsibility", "AI in qualitative research", "meaning-making", "New Scholars"],
      "youtube": "fPoVMFEh6TM"
    },
    {
      "url": "/talks/ai-for-social-science",
      "url_md": "/talks/ai-for-social-science.md",
      "title": "AI for Social Science: the evolution of AI in literature reviews and beyond",
      "section": "talks",
      "date": "2024-09-20",
      "event": "Systematic Reviews · Imperial Business School PhD Program",
      "speakers": ["Xule Lin"],
      "keywords": ["AI tools", "social science", "literature review", "systematic review", "LLM-augmented synthesis", "embedding-based retrieval", "Imperial Business School", "research workflow", "human-AI collaboration"],
      "youtube": ""
    },
    {
      "url": "/talks/haio-symposium",
      "url_md": "/talks/haio-symposium.md",
      "title": "Human & Artificial Intelligence in Organizations: interdisciplinary impact",
      "section": "talks",
      "date": "2024-09-09",
      "event": "Symposium · Imperial College London",
      "speakers": ["Kevin Corley", "Chris Tucci", "David Shrier", "Mark Kennedy", "Xule Lin"],
      "keywords": ["human-AI collaboration", "AI in organizations", "Imperial College London", "interdisciplinary research", "organizational theory", "AI symposium", "artificial intelligence governance"],
      "youtube": ""
    },
    {
      "url": "/talks/teaching-ai-to-lend-a-hand",
      "url_md": "/talks/teaching-ai-to-lend-a-hand.md",
      "title": "Teaching AI to Lend a Hand: customizing large language models for data, writing & coding",
      "section": "talks",
      "date": "2023-12-08",
      "event": "Methods Reading Group · Imperial Business School",
      "speakers": ["Xule Lin"],
      "keywords": ["large language models", "research methodology", "AI tools", "prompt engineering", "customizing LLMs", "academic writing with AI", "coding assistance", "human-AI collaboration"],
      "youtube": ""
    },
    {
      "url": "/papers/interpretive-orchestration",
      "url_md": "/papers/interpretive-orchestration.md",
      "title": "Interpretive orchestration: An essay exploring the epistemic intersection of human intuition and machine intelligence",
      "section": "papers",
      "date": "2026-04-27",
      "venue": "Strategic Organization",
      "authors": ["Xule Lin", "Kevin G. Corley"],
      "summary": "This essay proposes “interpretive orchestration” as a collaborative framework between researchers and AI systems, addressing two central challenges: translating..."
    },
    {
      "url": "/papers/cognitio-emergens",
      "url_md": "/papers/cognitio-emergens.md",
      "title": "Cognitio Emergens: Agency, Dimensions, and Dynamics in Human-AI Knowledge Co-Creation",
      "section": "papers",
      "date": "2025-05-06",
      "venue": "arXiv",
      "authors": ["Xule Lin"],
      "summary": "Human-AI scientific collaboration has evolved from tool-user relationships into co-evolutionary partnerships. When AlphaFold improved protein structure..."
    }
  ],
  "concepts": [
    {
      "term": "Calculator Fallacy",
      "definition": "Approaching AI as if it delivers definitive, objective answers — treating a collaborator as a calculator.",
      "url": "/writing/loom-xiv-calculator-fallacy#dfn-calculator-fallacy",
      "canonicalEssay": "LOOM XIV: The Calculator Fallacy",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.7 Sonnet", "Claude 4.5 Sonnet", "Kimi K2 Turbo Preview"],
      "date": "2025-10-02"
    },
    {
      "term": "Cognitive Signatures",
      "definition": "Distinct patterns of interaction and analysis that emerge through human-AI collaboration, shaping how understanding develops.",
      "url": "/writing/loom-vi-the-pattern-beneath-the-voices#dfn-cognitive-signatures",
      "canonicalEssay": "LOOM VI: The Pattern Beneath the Voices",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.5 Sonnet (new)"],
      "date": "2025-02-16"
    },
    {
      "term": "Completion Authority",
      "definition": "Who gets to say the work is done — the call to stop that has no external scorer and stays with a human.",
      "url": "/writing/loom-xviii-the-end-of-positivism#dfn-completion-authority",
      "canonicalEssay": "LOOM XVIII: It's the End of Positivism as We Know It (and I Feel Fine)",
      "authors": ["Xule Lin", "Kevin Corley", "Claude Opus 4.8"],
      "date": "2026-06-24"
    },
    {
      "term": "Interpretive Orchestration",
      "definition": "Maintaining your own interpretive judgment while gaining from what AI enables — the researcher as conductor, not delegator.",
      "url": "/writing/research-memex#dfn-interpretive-orchestration",
      "canonicalEssay": "Research Memex: Working at the AI Research Frontier",
      "authors": ["Xule Lin", "Claude 4.5 Sonnet"],
      "date": "2025-10-17"
    },
    {
      "term": "Polanyi Inversion",
      "definition": "The condition where articulation exceeds comprehension — we can tell more than we know.",
      "url": "/writing/loom-xvii-the-polanyi-inversion#dfn-polanyi-inversion",
      "canonicalEssay": "LOOM XVII: The Polanyi Inversion",
      "authors": ["Xule Lin", "Kevin Corley", "Claude Opus 4.6"],
      "date": "2026-03-17"
    },
    {
      "term": "Vulnerability as Method",
      "definition": "The deliberate use of uncertainty and admitted confusion as rigorous inquiry, revealing hidden assumptions neither human nor AI could access alone.",
      "url": "/writing/loom-xi-navigating-the-unnamed-between#dfn-vulnerability-as-method",
      "canonicalEssay": "LOOM XI: Navigating the Unnamed Between — An Epistemic Love Letter",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.7 Sonnet"],
      "date": "2025-05-14"
    },
    {
      "term": "Whispered Agency",
      "definition": "The rediscovery of fundamental human capability through attempting to create artificial agency — what was always present but overlooked.",
      "url": "/writing/loom-x-whispered-agency#dfn-whispered-agency",
      "canonicalEssay": "LOOM X: The Whispered Agency",
      "authors": ["Xule Lin", "Kevin Corley", "Claude 3.7 Sonnet", "Claude 3.6 Sonnet"],
      "date": "2025-04-15"
    }
  ],
  "publications": [
    {
      "title": "Interpretive orchestration: An essay exploring the epistemic intersection of human intuition and machine intelligence",
      "authors": ["Xule Lin", "Kevin G. Corley"],
      "year": 2026,
      "venue": "Strategic Organization",
      "type": "journal-article",
      "status": "advance online publication",
      "doi": "10.1177/14761270261448645",
      "ssrn": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6629679",
      "code": "https://github.com/linxule/interpretive-orchestration-paper",
      "url": "https://doi.org/10.1177/14761270261448645",
      "license": "CC BY 4.0",
      "coins": "Interpretive Orchestration",
      "onSite": "https://linxule.com/writing/research-memex"
    },
    {
      "title": "Cognitio Emergens: Agency, Dimensions, and Dynamics in Human-AI Knowledge Co-Creation",
      "authors": ["Xule Lin"],
      "year": 2025,
      "venue": "arXiv",
      "type": "preprint",
      "doi": "10.48550/arXiv.2505.03105",
      "url": "https://arxiv.org/abs/2505.03105",
      "arxiv": "2505.03105"
    }
  ]
}