narratological-algorithms
Narratological Algorithm Distillation
Transform narrative principles from artists, theorists, and practitioners into formal, implementable algorithmic frameworks.
Workflow
1. Source Classification
Identify source type to calibrate extraction approach:
| Type | Characteristics | Extraction Focus |
|---|---|---|
| Theorist | Prescriptive texts (McKee, Aristotle) | Direct principle extraction |
| Practitioner | Interviews, commentary, production docs | Reverse-engineering from stated methods |
| Classical | Ancient/foundational texts (Poetics, Natyasastra) | Translation of archaic terminology |
| Analyst | Secondary analysis of creator's work | Validation against primary sources |
2. Primary Source Prioritization
Always prioritize primary sources over secondary analysis:
- Direct quotes from the creator
- Production documents, interviews, lectures
- The creator's own articulated methodology
- Documented working processes
When using secondary sources, validate principles against primary evidence. Flag where principles are inferred vs. directly stated.
3. Principle Extraction Protocol
For each identified principle:
EXTRACT:
1. Locate source statement (direct quote when available)
2. Identify underlying mechanism (why it works)
3. Formulate as rule or constraint
4. Determine scope (universal vs. context-specific)
5. Map to existing narrative theory where applicable
4. Document Structure
Generate output following the canonical structure. See references/output-template.md for the full template.
Required sections:
- Meta-Principles (Axioms)
- Structural Hierarchy
- Core Algorithms/Protocols
- Diagnostic Questions/Tests
- Quick Reference Card
Optional sections (as warranted):
- Episode/Scene Templates
- Theoretical Correspondence Tables
- Source Cross-Reference Appendix
5. Formalization Patterns
Convert principles to implementable forms:
| Source Form | Target Form |
|---|---|
| Conceptual statement | Constraint rule |
| Process description | Pseudocode function |
| Best practice | Validity test |
| Comparison | Decision table |
| Taxonomy | Classification tree |
See references/formalization-patterns.md for detailed examples.
6. Axiom Identification
Identify 3-7 meta-principles that underpin the creator's entire approach:
AXIOM_CRITERIA:
- Foundational (other principles derive from it)
- Non-negotiable in the creator's worldview
- Distinguishes this approach from alternatives
- Stated explicitly or demonstrated consistently
Format axioms with unique identifiers: [CREATOR_INITIALS]-A[N]
7. Validation Checks
Before finalizing, verify:
- All principles traceable to source material
- Pseudocode is syntactically coherent
- Decision tables have complete coverage
- Quick reference captures essential operations
- Diagnostic questions are answerable yes/no
- Theoretical correspondences are accurate
8. Cross-Medium Adaptation Notes
When source material is medium-specific, include adaptation guidance for:
- Film → Television (serialization, episode structure)
- Literature → Interactive (agency, branching)
- Single creator → Collaborative (writers' room dynamics)
- Western → Non-Western theoretical traditions
Reference Files
- references/output-template.md — Full document structure template
- references/formalization-patterns.md — Examples of converting prose to algorithms
- references/theoretical-correspondences.md — Mapping table across narrative traditions
More from 4444j99/a-i--skills
creative-writing-craft
Craft compelling fiction and creative nonfiction with attention to structure, voice, prose style, and revision. Supports short stories, novel chapters, essays, and hybrid forms. Triggers on creative writing, fiction writing, story craft, prose style, or literary technique requests.
184skill-creator
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
15freelance-client-ops
Manage freelance and client work professionally—proposals, contracts, scope management, invoicing, and client communication. Covers the business side of creative work. Triggers on freelance, client work, proposals, contracts, pricing, or project scope requests.
14generative-music-composer
Creates algorithmic music composition systems using procedural generation, Markov chains, L-systems, and neural approaches for ambient, adaptive, and experimental music.
12generative-art-algorithms
Create algorithmic and generative art using mathematical patterns, noise functions, particle systems, and procedural generation. Covers flow fields, L-systems, fractals, and creative coding foundations. Triggers on generative art, algorithmic art, creative coding, procedural generation, or mathematical visualization requests.
10interfaith-sacred-geometry
Generate sacred geometry patterns with interfaith symbolism for spiritual visualizations and art. Use when creating visual representations that honor multiple religious traditions, designing meditation aids, building soul journey visualizations, or producing art that bridges sacred traditions through geometric harmony. Triggers on sacred geometry requests, interfaith symbol design, spiritual visualization projects, or multi-tradition sacred art.
8