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Frequently asked questions
LLM stands for “Large Language Model.” LLM applications leverage the power of AI and natural language processing to deliver more intelligent, context-aware user experiences. They can greatly enhance your product’s capabilities and user satisfaction.
What are the key challenges in building LLM-powered applications?
Building LLM-powered applications can be complex due to the need for advanced language models, data preprocessing, prompt engineering, and model fine-tuning. Managing these intricacies and reducing the need for time-consuming manual efforts is crucial for success.
How can CI/CD help overcome challenges in LLM app development?
CI/CD (continuous integration and continuous delivery) streamlines the development process by automating repetitive tasks, ensuring consistent code quality, and providing a reliable pipeline for testing and deployment. This is particularly valuable in managing the complexities of LLM app development. Seamlessly integrate data sources, model evaluation tools, test suites, and deployment targets into a unified workflow for faster, more efficient app development.
Can CircleCI handle the specific requirements of LLM apps, such as large datasets and complex model architectures?
Yes. CircleCI offers the widest selection of hosted execution environments, including GPUs to handle your most demanding AI workloads. Combine with your own custom infrastructure using self-hosted runners and take advantage of unlimited parallelism and dependency caching for lightning-fast workflows.
CircleCI integrates seamlessly with popular model repositories, deep learning frameworks, observability tools, and cloud platforms, allowing you to leverage your preferred tools and workflows throughout your development cycle.
Building your own model instead of leveraging off-the-shelf options? CircleCI has solutions for you, too. Learn more about CircleCI for machine learning.
How can I get started building LLM-powered apps on CircleCI?
Sign up for a free account and get up to 6,000 build minutes per month, or contact us for a personalized consultation on how best-in-class CI/CD can help you bring AI to your organization safely and effectively.
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