Rally LLM

Python Lambda workers for rallynear.me.

Extracts metadata, keywords, stance, sentiment, and embeddings from event submissions.

Stack

• Python 3.11+
• OpenAI API (gpt-4o-mini + text-embedding-3-small)
• PostgreSQL + pgvector
• AWS Lambda deployment

Development

python -m venv .venv
source .venv/bin/activate
pip install -e ".[dev]"

Pipeline

1. Event created → triggers Lambda
2. LLM extracts: keywords, stance, sentiment, movement tags
3. Embedding generated (1536-dim)
4. Written to event_metadata table
5. Federation engine checks for matches