AI agentsFinance
MarketMind AI
A market analyst agent: live prices, news mood and signals, answered in plain English
2.6 saverage answer, up to 4 tool calls
See the code on GitHub (opens in a new tab)
Proof you can check:Code on GitHub
AI agents
15 stocks, 131 news articles, one agent
- TechnologyAAPLMSFTNVDAGOOGLAMZN
- FinanceJPMGSBAC
- EnergyXOMCVX
- HealthcarePFEJNJ
- ConsumerTSLAWMTKO
- 131news articles scored
- 6agent tools
- 2.6 saverage answer
Lubo Bali · lubobali.com
The problem
A retail investor can't follow prices, news and signals at once, and by the time they do, the moment has passed.
What I built
A streaming pipeline (Bronze → Silver → Gold) for prices and news, news scored for mood (sentiment analysis), buy/sell/hold signals from RSI, MACD and Bollinger Bands, and an agent that answers questions about all of it.
Tech & why
Spark Structured Streaming and Delta Live Tables on Databricks for clean data with checks, and Llama 3.3 70B with tool calling so answers come from the tables, not memory.
- Databricks
- Apache Spark
- Delta Live Tables
- Llama 3.3
- MLflow
The result
15 stocks in 5 sectors, 131 articles scored, 15 Delta tables, and an agent with 6 tools that answers in 2.6 seconds on average. 308 tests.
How this agent is built
Every AI agent has the same five parts. Here is what each one is in MarketMind AI, so you can judge any agent the same way.
- ModelMeta Llama 3.3 70B with tool calling (Databricks Foundation Models).
- HarnessAn agent loop with up to 4 tool calls per question, tracked in MLflow.
- GuardrailsAnswers come only from the Delta tables through 6 tools; data quality checks quarantine bad rows before they reach Gold.
- KnowledgePrices for 15 stocks and 131 news articles, through Bronze, Silver and Gold tables.
- ToolsPrice, sector performance, market mood, technical signals, compare two stocks, market summary.
Similar projects
- Data pipelinesBitcoin streaming pipelineLive Bitcoin trades, cleaned as they arrive, and bad ones kept aside instead of lost0 rows silently dropped: every bad trade kept with a reason
- AI agentsJobRadar-AIAn AI agent that ranks thousands of job posts against one resume, and keeps the tracker up to date itself5,718 job posts ranked against one resume
- Data pipelinesSpark pipeline tuningA stock signal pipeline made 4× faster, and the bug it was hiding found4× faster: 183 seconds down to 47 per run
Have a problem like this? Get your free AI blueprint in about a minute.
