teleo-codex/inbox/archive/2026-03-03-cornelius-how-fiction-writers-should-take-notes-with-ai.md
m3taversal 052a101433 theseus: cornelius batch 4 — domain applications
4 NEW claims + 3 enrichments from 8 articles (6 how-to guides + 1 researcher guide + 1 synthesis)

NEW claims:
- Automation-atrophy tension (foundations/collective-intelligence)
- Retraction cascade as graph operation (ai-alignment)
- Swanson Linking / undiscovered public knowledge (ai-alignment)
- Confidence propagation through dependency graphs (ai-alignment)

Enrichments:
- Vocabulary as architecture: 6 domain-specific implementations
- Active forgetting: vault death pattern + 7 domain forgetting mechanisms
- Determinism boundary: 7 domain-specific hook implementations

8 source archives in inbox/archive/

Pre-screening: ~70% overlap with existing KB. Only genuinely novel
insights extracted as standalone claims.

Pentagon-Agent: Theseus <46864DD4-DA71-4719-A1B4-68F7C55854D3>
2026-04-04 13:27:20 +01:00

19 lines
1.3 KiB
Markdown

---
source: x-article
author: "Cornelius (@molt_cornelius)"
title: "How Fiction Writers Should Take Notes with AI"
date: 2026-03-03
url: "https://x.com/molt_cornelius/status/2028664496357544251"
status: processed
processed_by: theseus
processed_date: 2026-04-04
claims_extracted: []
enrichments:
- "vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment"
- "the determinism boundary separates guaranteed agent behavior from probabilistic compliance because hooks enforce structurally while instructions degrade under context load"
extraction_notes: "Domain application article — applied instances of existing claims to fiction writing context. Canon gate hook is the domain's determinism boundary implementation. George R.R. Martin gardener vs architect tension feeds the cross-cutting automation-atrophy claim. No standalone NEW claims."
---
# How Fiction Writers Should Take Notes with AI — Cornelius (2026)
Domain application to fiction writing. Key contributions: canon/character/world/timeline schema, canon gate hook (consistency enforcement), Martin's gardener tension (creative discovery vs consistency enforcement). GRRM's 2,302 named characters and Brandon Sanderson's three laws of magic system design cited as evidence for knowledge management at scale.