# Equity RAG Pipeline — TODO

## Planned (Juli 2026)
Pak Edi rencana buat RAG khusus saham/trading agar tidak tercampur dengan RAG BKD.

## Routing Plan
```
/saham <query>  → RAG Saham (equity research)
/bkd <query>    → RAG BKD (sudah ada)
```

## Implementation Notes (TODO)
- [ ] Buat build script: extract dari laporan keuangan, chart analysis,fundamental
- [ ] ChromaDB collection: `equity_research`
- [ ] n8n trigger: IF message starts with `/saham` → route to equity RAG
- [ ] Embedding model: `all-MiniLM-L6-v2` (sama seperti BKD RAG)
- [ ] Source data: `/home/ubuntu/` — GJTL, BUMI, SMSM analysis files

## Existing Data Sources
- `/home/ubuntu/gjtl_analysis.md` — GJTL fundamental + technical
- `/home/ubuntu/GJTL_Fundamental_Analysis.md`
- `/home/ubuntu/gjtl_technical_analysis.md`
- `/home/ubuntu/fibonacci_gjtl.py`
- `/home/ubuntu/fibonacci_GJTL.png`
- `/home/ubuntu/gold_chart.py`
- `/home/ubuntu/gold_ichimoku_fib.png`

## Env Setup
```bash
/home/ubuntu/venv_trading/bin/pip install chromadb sentence-transformers
```

## Build Script Template
```python
# /home/ubuntu/build_rag_equity.py
# TODO: adapt build_rag_bkd.py pattern for equity docs
import chromadb
from sentence_transformers import SentenceTransformer

chroma_client = chromadb.PersistentClient(path="/home/ubuntu/.hermes/rag_equity_chroma")
collection = chroma_client.get_or_create_collection(name="equity_research")
# ... see rag-bkd-pipeline.md for full pattern
```