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...The framework is built on top of FastAPI and uses Pydantic for request validation and structured data handling. It also includes client libraries that allow developers to interact with deployed chains from Python or JavaScript applications. LangServe is commonly used to deploy AI applications such as chatbots, document analysis pipelines, and agent-based systems that require scalable access through APIs.

OffyAI is a modern local-first AI desktop application that brings a ChatGPT-like experience to your computer while keeping your AI workloads close to you. It is designed for users who want to run, manage, and interact with local Large Language Models (LLMs) through a clean desktop interface without depending entirely on cloud-based AI services.

...The competition featured 10 increasingly difficult levels of prompt hacking defenses and the chance to win over $35,000 in prizes. Coding is a great skill to learn alongside prompt engineering. We recommend learning Python, as it is a popular language for AI and machine learning. Be among the first to access the certification program as soon as it launches.

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