DevOps LLM Metadata 
Unite.AI
NOVEMBER 20, 2024
This is where AgentOps comes in; a concept modeled after DevOps and MLOps but tailored for managing the lifecycle of FM-based agents. That said, AgentOps (the tool) offers developers insight into agent workflows with features like session replays, LLM cost tracking, and compliance monitoring. What is AgentOps?
AWS Machine Learning Blog
MARCH 10, 2025
The use of multiple external cloud providers complicated DevOps, support, and budgeting. With this LLM, CreditAI was now able to respond better to broader, industry-wide queries than before. This includes file type verification, size validation, and metadata extraction before routing to Amazon Textract.
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ODSC - Open Data Science
MARCH 31, 2025
Each text, including the rotated text on the left of the page, is identified and extracted as a stand-alone text element with coordinates and other metadata that makes it possible to render a document very close to the original PDF but from a structured JSONformat.
AWS Machine Learning Blog
AUGUST 22, 2024
It automatically keeps track of model artifacts, hyperparameters, and metadata, helping you to reproduce and audit model versions. As you move from pilot and test phases to deploying generative AI models at scale, you will need to apply DevOps practices to ML workloads. We use Python to do this.
AWS Machine Learning Blog
MARCH 5, 2025
To scale ground truth generation and curation, you can apply a risk-based approach in conjunction with a prompt-based strategy using LLMs. Its important to note that LLM-generated ground truth isnt a substitute for use case SME involvement. To convert the source document excerpt into ground truth, we provide a base LLM prompt template.
The MLOps Blog
JUNE 27, 2023
When thinking about a tool for metadata storage and management, you should consider: General business-related items : Pricing model, security, and support. When thinking about a tool for metadata storage and management, you should consider: General business-related items : Pricing model, security, and support. Can you compare images?
AWS Machine Learning Blog
SEPTEMBER 1, 2023
Furthermore, we deep dive on the most common generative AI use case of text-to-text applications and LLM operations (LLMOps), a subset of FMOps. LLM-powered evaluation – In this scenario, the prompt testers are replaced by an LLM, ideally one that is more powerful (although perhaps slower and most costly) than the ones being tested.
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