# intelligent-ingestion

> [STUB - Not implemented] Intelligent document chunking and ingestion with multiple strategies for Vertex AI RAG Engine. PROACTIVELY activate for: [TODO: Define on implementation]. Triggers: [TODO: Define on implementation]

- Author: Robin Mestre
- Repository: robinmestre/skills-factory
- Version: 20260201125424
- Stars: 0
- Forks: 0
- Last Updated: 2026-02-06
- Source: https://github.com/robinmestre/skills-factory
- Web: https://mule.run/skillshub/@@robinmestre/skills-factory~intelligent-ingestion:20260201125424

---

---
name: intelligent-ingestion
version: "0.1"
description: >
  [STUB - Not implemented] Intelligent document chunking and ingestion with multiple strategies for Vertex AI RAG Engine.
  PROACTIVELY activate for: [TODO: Define on implementation].
  Triggers: [TODO: Define on implementation]
core-integration:
  techniques:
    primary: ["[TODO]"]
    secondary: []
  contracts:
    input: "[TODO]"
    output: "[TODO]"
  patterns: "[TODO]"
  rubrics: "[TODO]"
---

# Intelligent Ingestion

> **STUB: This skill is not yet implemented**
>
> This placeholder preserves the documented plugin structure.
> See parent plugin README for planned capabilities.

## Planned Capabilities

- **Intelligent Chunking Strategies**:
  - Fixed-size (512-1000 tokens) for prose documents
  - Semantic (paragraph-based) for legal documents
  - Sentence-boundary for Q&A content
  - Markdown-aware for technical documentation
- Concurrent online embeddings with explicit RETRIEVAL_DOCUMENT task_type
- Bypass batch API limitation to ensure correct task_type
- Document preprocessing and normalization

## Implementation Status

- [ ] Core implementation
- [ ] References documentation
- [ ] Output templates
- [ ] Integration tests