将LLM 集成到应用程序中涉及到通过 REST API 调用 LLM,并使用人工智能协调器对其进行管理。这意味着需要设置架构组件,以便通过 API 调用与 LLM 进行无缝通信。此外,使用人工智能协调器还有助于在应用程序中有效管理和协调 LLM 的功能。 2. 从内容方面:如何利用大模型的能力 LLM 带来了大量可在应用程序中利用的新...
It's become clear that building production-ready LLM-powered applications comes with its own set of challenges, different from building AI products with classical ML models. To tackle these challenges, we need to develop new tools and best practices to manage the LLM application lifecycle. Thus, ...
GenAI App Builder allows business users to build LLM-powered solutions without coding, offering you the fastest path to creating a generative enterprise.
⚡ Building LLM-powered applications in Ruby ⚡ For deep Rails integration see: langchainrb_rails gem. Available for paid consulting engagements! Email me. Use Cases Retrieval Augmented Generation (RAG) and vector search Assistants (chat bots) Table of Contents Installation Usage Large Language ...
【MonkeyPatch:构建可扩展的、由LLM支持的功能和应用的最简单方法,轻松调用 LLM 来代替 Python 中函数体】'MonkeyPatch - The easiest way to build scalable LLM-powered applications, which get cheaper and faster over time.' GitHub: github.com/monkeypatch/monkeypatch.py #开源# #机器学习# ...
Building LLM applications for production:在生产环境中构建 LLM 应用。 最后 早几年深度学习刚火的时候,自己一个数学专业的研究生,也稀里糊涂入了行,然后干了几年快有职业倦怠的时候,又赶上了大模型这样一个热潮,对于自己的职业生涯来说,确实也没什么可遗憾了。这个行业未来还会有很多机会的,这是肯定的,因为这...
Overcoming LLM-Powered application development challenges Creating an application system based around an LLM has three phases: Startup or initialization—During this phase, you select your business use case and often work to get a proof of concept up and running quickly. Selecting the ...
NeMo Guardrailsis another open-source toolkit developed by NVIDIA that provides programmatic guardrails to LLM systems. The core idea of NVIDIA NeMo guardrails is the ability to create rails in conversational systems and prevent LLM-powered applications from engaging in specific discussions on unwanted ...
as well as a library of pre-built models that can be easily used in a variety of applications...
indirect prompt injection, sometimes input from external sources), an attacker can use prompt injection to subvert the behavior of an improperly designed plug-in. In some cases, these activities may harm the user, the service behind the API, or the organization hosting the LLM-powered application...