← EXPERIMENTS
AI / RAG · 2024
Financial Analysis Agent
AI agent for corporate announcement analysis using RAG, Knowledge Graphs, and hybrid retrieval.
What It Does
An AI agent that analyzes corporate announcements and market data to provide investment recommendations with reasoning.
Implements several retrieval architectures to evaluate which approach produces the most grounded and accurate financial analysis:
- RAG - standard retrieval-augmented generation
- Knowledge Graphs - entity-relationship structured retrieval
- Hybrid-RAG - combining vector and keyword search
- KAG - knowledge-augmented generation
- KG-enhanced agents - agents with graph traversal capabilities
Why
Built as a technical research project to understand the tradeoffs between different retrieval strategies before applying them at Artha Intelligence. The goal was to have real evidence for which architecture works in a financial analysis context - not just benchmark numbers, but actual output quality on the kind of questions that matter in practice.