AI Hub — Map of Content

The vault's AI collaboration corpus: how AI tools integrate into creative work, the operational mechanics of language models, and the counter-tradition perspectives on AI in voice-bearing writing. Part of the Business Domain.

Related hubs: AI-Assisted Creator Hub (creator-specific stack, 9 pages), Non-Fiction Writing Craft Hub (writing-craft boundary), Writing Practice and Creator Discipline Hub (discipline layer).

Foundational AI Literacy

How language models actually work. Before operational use, understand the mechanics.

• Transformer Architecture and Language Model Mechanics — self-attention, pattern prediction, scaling laws, context windows; why models generate probabilistically
• Hallucination and Confidence in Language Models — why models confidently generate false information; detection and mitigation strategies
• Prompt Engineering as Craft Discipline — structuring requests for predictable outputs; role/persona, chain-of-thought, structured output

Operational Frameworks for AI-Assisted Work

Philosophy and mechanics of integrating AI into a creative or knowledge-work practice.

• Taste, Judgment, Labor Framework — fracturing creative work; AI as outsourced labor; human as executive chef holding Taste and Judgment
• Tier 1 vs Tier 2 Ideas — LLM statistical default to Tier 1; psychological constraints via Big Idea Bot
• Mission Excavator Alignment — locating the unpromptable human core; engine vs compass; preventing the Infinite Algorithm Trap
• VAST Voice Print Method — capturing idiosyncrasies via negative constraints; Vocabulary, Architecture, Stance, Tempo
• Beta Editor Review Skill — LLMs as simulated audiences and wind-tunnels; adversarial persona constraints
• AI First Design Workflow — real-time physical prototyping vs static wireframes; v0 and Cursor; collapsing handoff friction

Infrastructure and Environment

The technical substrate for AI collaboration — context, retrieval, integration.

• MCP Context Integration — bridging isolated LLMs to local environments; resolving the copy/paste bottleneck
• AI Second Brain Retrieval Shift — vector semantic search replacing rigid folder taxonomy; Magical Librarian vs Warehouse analogy
• Human-AI Creative Partnership Frameworks — the Cozora-derived AI-as-creative-collaborator framework
• AI-Assisted Creator Framework — the full creator + AI stack (Philosophy → Generation → Infrastructure)

Counter-Tradition: AI-Skeptic Positions

The productive counter-tradition to dominant AI-as-collaborator framing. Essential for calibrating where AI helps and where it harms.

• AI as Consumption Enhancer, Not Writing Tool — Dan Wang's "verboten" rule on AI in voice-bearing writing; AI as consumption-enhancer only
• AI as Tyler Cowen Substitute — Generalist Sparring Partner — sparring-architecture framing; AI output as instigator not destination
• LLM as Standardization Pressure — Grammar Wildness as Defense — Karlsson's targeted-craft-tool position; ~1% of published words; grammar-wildness defensive practice
• Gawande — AI as Research Tool, Not Drafter — fat-finder and darling-killer; the research-only AI discipline

Key Tensions in This Area

The vault holds three structurally distinct positions on AI in creative work that are in genuine tension:

1. AI-as-collaborator (Cozora tradition) — AI as creative partner across the full stack; human holds Taste and Judgment while AI handles Labor
2. AI-as-consumption-enhancer (Dan Wang) — AI explicitly banned from voice-bearing writing; permitted only for consumption-side activities
3. AI-as-targeted-craft-tool (Henrik Karlsson) — AI permitted for discrete mechanical micro-tasks (~1% of words); defensive grammar-wildness practice against LLM standardization pressure

These three positions are not reconcilable — they represent genuinely different answers to the question of what AI does to voice and authenticity. See Wang's position and Karlsson's position for the two counter-tradition pages.

Related Hubs

• AI-Assisted Creator Hub — specialized sub-hub for the creator-stack AI framework (9 pages)
• Non-Fiction Writing Craft Hub — writing-craft boundary with AI tools
• Manipulation and Influence Hub — cross-domain hub covering institutional and information-layer manipulation (business domain adjacent)