Auto-generate RAG priming files from client documents (PDFs, HTMLs, Word files). Reads each document, extracts key knowledge, and creates structured priming files with evidence tags. Trigger on: priming, auto-prime, procesar documentos, generar RAG, extract knowledge, documentos del cliente.
Every unprocessed document is untapped knowledge. Auto-priming transforms raw documents into structured, queryable knowledge that agents can use.
Read all unprocessed documents in the working directory, extract structured knowledge, and generate RAG priming files that agents can reference during content generation.
List all unprocessed documents (compare against calibration-digest.md to skip already-processed files).
For each document, determine type and extraction strategy:
For each document, generate a RAG priming file:
---
source: {filename}
type: {curriculum|textbook|deliverable|insert|taxonomy|draft}
domain: {curriculo|editorial|pedagogia|neurociencia|proceso}
processed_date: {ISO timestamp}
confidence: {alta|media|baja}
---
## TL;DR
{3-5 bullet summary}
## Key Entities
{Names, systems, processes extracted}
## Constraints and Requirements
{Explicit constraints found}
## Evidence
{Key quotes or data points with [METODOLOGIA] tags}
Save priming files to references/priming-rag/rag-{domain}-{source-slug}.md
Update calibration-digest.md with new priming files and recalculated level.
Report: "N documentos procesados. N priming files generados. Nivel: {NUEVO}."
| Name | Source | Required |
|---|---|---|
| Unprocessed documents | Working directory | Yes |
| calibration-digest.md | Previous calibration | No |
| Artifact | Format | Destination |
|---|---|---|
| RAG priming files | Markdown | references/priming-rag/ |
| Updated calibration-digest.md | Markdown | Working directory |
# Auto-Prime Report — {TIMESTAMP}
## Documentos Procesados: {N}
| Archivo | Tipo | Dominio | Confianza | Priming File |
|---------|------|---------|-----------|--------------|
| {filename} | curriculum | curriculo | alta | rag-curriculo-{slug}.md |
## Nivel Actualizado: {COLD|WARM|HOT|DEEP}
## Nuevos Priming Files
- references/priming-rag/rag-{domain}-{slug}.md
## Archivos Omitidos
- {filename}: {razon}
references/priming-extraction-patterns.md — Extraction strategies per document type