Generative AI with custom Knowledge base using OpenAI, ChatGPT3.5 Model, Langchain, ChromaDB
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Updated
Aug 25, 2023 - Python
Generative AI with custom Knowledge base using OpenAI, ChatGPT3.5 Model, Langchain, ChromaDB
Klark is a micro SaaS app for interacting with PDF documents, built with OpenAI API, LangChain.js, Vercel AI SDK, and tRPC SSE subscriptions. It uses PostgreSQL with Drizzle ORM, ChromaDB for embeddings, MinIO for PDF storage, ShadCN/UI with Tailwind, and Lucia for session management.
A multi-agent system for answering Amazon Seller Central queries using Strands Agents, LangGraph, MCP, ChromaDB, and Ollama for fully local LLM inference.
Customer churn models identify at-risk users but lack actionable context. To solve this, I built an end-to-end decision-support system pairing predictive modeling with RAG (Python, Gemini, ChromaDB). By merging metrics with support logs, it turns static scores into context-aware retention strategies to boost customer lifetime value.
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