Re-Active AI Agent with Large Number of Tools - Including RAG retrieval tool

Example of using langgraph nodes and edges with langchain tools

Load, Split, Emnbed, Store

• Entrypoint is to have a document vectorized in this example I used local Qdrant and 2021 report https://bitcoingroup.com/images/PDF/FB_2021/BitcoinGroup_GB2021_EN.pdf

Agent execution

• The multi tools agent selects the correct tool including RAG to provide better analisys of the report.
• Requires OpenAI API Key and local Vector DB with above report loaded

# installation  - this will create gen-ai command for you to invoke
pip install -e .
gen-ai run 'what is the BitcoinGroup report about'

• The RAG Results would look something like this

================================== Ai Message ==================================

The Bitcoin report of 2021 provides a comprehensive analysis of Bitcoin Group SE's financial performance and strategic positioning during the fiscal year. Here's a structured overview based on the report:

1. Core Business Model

   • Primary Business: Bitcoin Group SE is a capital investment company and consulting firm focused on Bitcoin and blockchain business models.
   • Key Subsidiaries: The company holds a 100% stake in futurum bank AG, which operates the cryptocurrency trading platform Bitcoin.de.
   • Revenue-Generating Activities: Revenue is primarily generated from consulting and brokerage services for cryptocurrencies.
   • Locations: The company is headquartered in Herford, Germany.

2. Revenue Drivers

   • Revenue Streams: The main revenue stream is brokerage fees from the Bitcoin.de marketplace.
   • Quantitative Metrics: Revenue increased to EUR 25.4 million in 2021 from EUR 15.0 million in 2020, marking a 69.3% rise.
   • Market Conditions: The rising popularity of cryptocurrencies and increased trading volumes positively impacted revenue.

3. Strategic Position

   • Competitive Advantages: The company benefits from its established trading platform and strategic partnerships.
   • Key Partnerships: Bitcoin Group SE has a 50% interest in Sineus Financial Services GmbH.
   • Growth Initiatives: The company plans to expand its services and increase its stake in cryptocurrency-related companies.
   • Strategic Goals: Aims to boost company value and profitability through strategic investments.

4. Market Context & Risks

   • Market Trends: The cryptocurrency market saw significant growth, with Bitcoin's price appreciating by 74.6% over the year.
   • Regulatory Environment: The company operates in a complex regulatory landscape, with potential impacts from government regulations on cryptocurrencies.
   • Risk Factors: Major risks include market volatility and regulatory changes.

5. Financial Metrics

   • Trading Volumes: Increased trading volumes on the Bitcoin.de platform.
   • Revenue Figures: Revenue of EUR 25.4 million in 2021.
   • Growth Rates: Revenue growth of 69.3% compared to the previous year.
   • Market Share Data: The company maintained a strong position in the cryptocurrency trading market.

Overall, the report highlights Bitcoin Group SE's successful fiscal year in 2021, driven by increased demand for cryptocurrencies and strategic business operations.