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Journal / 05 — Literary Technology / Long-Context Neural Memory in Novel Analysis: Overcoming Context Limits
05 — Literary Technology • 10 min read

Long-Context Neural Memory in Novel Analysis: Overcoming Context Limits

Tracking character traits, clues, and causal consistency across 100,000-word manuscript windows without hallucinations.

Scriptorium Editorial Board
Scriptorium Editorial Board
September 4, 2026

Hierarchical Memory Graphs in Novel Analysis

Standard LLMs lose coherence over long text. Scriptorium's hierarchical narrative memory architecture tracks character knowledge states and physical items across hundreds of pages with zero drift.

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Scriptorium Editorial Board
Literary Craft & Research Fellows

Scriptorium Editorial Board

A collective of developmental editors, narrative theorists, and computational linguists dedicated to advancing the craft of long-form fiction.

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