# 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]

- Skill: `agentient/intelligent-ingestion` (Agent Skill)
- Install (CLI): `npx skillmds@latest add agentient/intelligent-ingestion`
- Raw SKILL.md: https://api.skillmd.com/api/skills/agentient/intelligent-ingestion/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: Agentient (https://skillmd.com/u/agentient)
- Updated: 2026-09-10
- Page: https://skillmd.com/skills/agentient/intelligent-ingestion

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# 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