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Data & Outputs

This page summarizes where the system writes artifacts and what each directory contains.

Research Artifacts

data/
├── audience_research/       # Personalized learner/entity profiles (JSON/MD)
├── domain_research/         # Professional domain analyses (JSON/MD)

Audience Research

• Inputs: entities defined in data/config/entities.yaml
• Outputs: <Entity>_research_<YYYYMMDD>.{json,md}

Domain Research

• Inputs: domains defined in data/config/domains.yaml
• Outputs: <Domain>_research_<YYYYMMDD>.{json,md}

Curriculum Content

data/
├── written_curriculums/     # Generated curricula (per domain/entity)
├── translated_curriculums/  # Multilingual versions by language

Written Curriculums

• Structure: per-domain folders containing section .md files and a summary .json.
• Example: data/written_curriculums/Coffee Roasting/

Translated Curriculums

• Structure: language subfolders (e.g., spanish/, french/, chinese/, tagalog/).
• Contents: translated .md sections matching the source curriculum.

Visualizations

data/visualizations/
├── *_flow.mmd                 # Mermaid flow diagrams
├── *_section_breakdown.png    # Section-level charts
├── curriculum_metrics.{json,png}  # Aggregate metrics
├── curriculum_structure.mmd   # Overall structure diagram

Generating Visualizations

Run from learning/curriculum_creation/:

uv run python 3_Introduction_Visualizations.py

Prompt Templates

data/prompts/
├── research_domain_analysis.md
├── research_domain_curriculum.md
├── research_entity.md
└── translation.md

These drive LLM prompt engineering for research, curriculum, personalization, and translation.

Configuration Files

data/config/
├── entities.yaml
├── domains.yaml
└── languages.yaml

Use these to control which entities/domains/languages are processed.

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