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AI Chatbot, NLP & LLM Integration

$25/hr Starting at $25

I integrate OpenAI, GPT, and other LLMs into Python applications to build intelligent chatbots, automated content generators, customer support agents, and full workflow automation systems. My implementations include advanced prompt-engineering frameworks, model-selection strategies, vector search pipelines, text-embedding storage, and multi-layer conversation memory. I also build caching and rate-limit handling systems, structured output validators, and secure API orchestration to ensure fast, reliable, and scalable AI-powered features suitable for production environments.

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$25/hr Ongoing

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I integrate OpenAI, GPT, and other LLMs into Python applications to build intelligent chatbots, automated content generators, customer support agents, and full workflow automation systems. My implementations include advanced prompt-engineering frameworks, model-selection strategies, vector search pipelines, text-embedding storage, and multi-layer conversation memory. I also build caching and rate-limit handling systems, structured output validators, and secure API orchestration to ensure fast, reliable, and scalable AI-powered features suitable for production environments.

Skills & Expertise

Azure OpenAIEmbeddingsFastAPIGptLangChainNatural Language ProcessingPrompt EngineeringPythonVector Databases

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