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L-Ami-Fiduciaire/_bmad/bmb/workflows/workflow/data/csv-data-file-standards.md.bak
Saad Ibn-Ezzoubayr 35545c2a8f feat: L'Ami Fiduciaire V1.0.0 — full codebase with Story 0.1 complete
Initial commit of the L'Ami Fiduciaire SaaS platform built on Laravel 12,
Vue 3, Inertia.js 2, and Tailwind CSS 4.

Story 0.1 (rename folders to declarations in database) is implemented and
code-reviewed: migration, rollback, and 6 Pest tests all passing.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-11 23:33:10 +00:00

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# CSV Data File Standards
## When to Use CSV
Use for:
- Domain-specific data not in training data
- Too large for prompt context
- Structured lookup/reference needs
- Cross-session consistency required
**Don't use for:** Web-searchable info, common syntax, general knowledge, LLM-generatable content
## CSV Structure
```csv
category,name,pattern,description
"collaboration","Think Aloud Protocol","user speaks thoughts → facilitator captures","Make thinking visible during work"
```
**Rules:**
- Header row required, descriptive column names
- Consistent data types per column
- UTF-8 encoding
- All columns must be used in workflow
## Common Use Cases
### Method Registry
```csv
category,name,pattern
collaboration,Think Aloud,user speaks thoughts → facilitator captures
advanced,Six Thinking Hats,view problem from 6 perspectives
```
### Knowledge Base Index
```csv
keywords,document_path,section
"nutrition,macros",data/nutrition-reference.md,## Daily Targets
```
### Configuration Lookup
```csv
scenario,required_steps,output_sections
"2D Platformer",step-01,step-03,step-07,movement,physics,collision
```
## Best Practices
- Keep files small (<1MB preferred)
- No unused columns
- Use efficient encoding (codes vs full descriptions)
- Document purpose
- Validate data quality