COOKBOOK

Developer Cookbook

Step-by-step framework guides for building AI agents with HatiData. Pick your framework, follow the recipe, ship in minutes.

Google Gemini

Gemini + HatiData: Fraud Detection Pipeline

Intermediate30 min

Build an intelligent fraud detection agent using Google Gemini and HatiData's hybrid SQL.

pip install hatidata-agent google-generativeaihati initGoogle AI API key
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CrewAI

CrewAI + HatiData: Supply Chain War Room

Intermediate45 min

Deploy a multi-agent crew that monitors suppliers, routes, and inventory with shared memory.

pip install hatidata-agent crewai crewai-hatidatahati init
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LangChain

LangChain + HatiData: Contract Auditor

Intermediate30 min

Build a contract review agent with LangChain that analyzes clauses and maintains an immutable audit trail.

pip install hatidata-agent langchain langchain-hatidatahati init
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OpenAI Agents SDK

OpenAI Agents SDK + HatiData: Persistent Memory

Beginner20 min

Add persistent memory to OpenAI agents. Agents remember past conversations across sessions.

pip install hatidata-agent openaihati initOpenAI API key
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Vertex AI

Vertex AI + HatiData: Enterprise Reasoning Engine

Advanced60 min

Build an enterprise reasoning engine with Vertex AI and HatiData. Deploy in your VPC with full compliance.

pip install hatidata-agent google-cloud-aiplatformhati initGCP project
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AutoGen

AutoGen + HatiData: Research Team

Intermediate40 min

Build a multi-agent research team with AutoGen GroupChat and shared HatiData memory.

pip install hatidata-agent autogen-agentchathati init
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LlamaIndex

LlamaIndex + HatiData: Structured RAG

Intermediate35 min

Build a RAG pipeline with LlamaIndex that queries structured SQL and semantic vector search through HatiData.

pip install hatidata-agent llama-indexhati init
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Ollama

Ollama + HatiData: Air-Gapped Local AI

Beginner15 min

Run AI agents completely locally with Ollama and HatiData. Zero cloud dependencies.

pip install hatidata-agent ollamahati initollama pull llama3
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Polars / pandas

Arrow-Native Queries + Polars: Zero-Copy Analytics

Beginner15 min

Query HatiData and load results directly into polars or pandas DataFrames via Apache Arrow IPC — zero parsing, full type fidelity.

pip install pyarrow polars requestshati initHatiData running on port 5440
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