I’m an AI Engineer who specializes in leveraging large language models for business applications and building & deploying multi-agent and RAG systems.
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LangGraph E-commerce Analytics Agent
An E-commerce Analytics Agent powered by LangGraph and Google’s Gemini 1.5 Flash LLM.Google Gemini 1.5 Flash is particularly well-suited for SQL generation tasks due to its strong reasoning capabilities combined with a large context window, enabling it to understand complex database schemas and user intents in detail. Its architecture supports the generation of precise, schema-compliant SQL queries by leveraging chain-of-thought prompting and iterative refinement, which reduces ambiguity and errors in the generated code. This makes Gemini 1.5 Flash ideal for translating natural language questions into accurate SQL, ensuring reliable execution on large datasets like bigquery-public-data.thelook_ecommerce, while maintaining low latency and cost-effective inference for real-time analytics applications.
Query the bigquery-public-data.thelook_ecommerce dataset using natural language and receive actionable, business-ready analytics in seconds — no SQL skills required.
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