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How debugging and data lineage techniques can protect Gen AI investments

AI News

Companies must validate and secure the underlying large language models (LLMs) to prevent malicious actors from exploiting these technologies. Enhanced observability and monitoring of model behaviours, along with a focus on data lineage can help identify when LLMs have been compromised.

DevOps 231
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Debugging And Testing LLMs in LangSmith

Analytics Vidhya

Introduction With the advancements in Artificial Intelligence, developing and deploying large language model (LLM) applications has become increasingly complex and demanding. LangSmith is a new cutting-edge DevOps platform designed to develop, collaborate, test, deploy, and monitor LLM applications.

DevOps 306
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Bridging Large Language Models and Business: LLMops

Unite.AI

LLMOps versus MLOps Machine learning operations (MLOps) has been well-trodden, offering a structured pathway to transition machine learning (ML) models from development to production. While seemingly a variant of MLOps or DevOps, LLMOps has unique nuances catering to large language models' demands.

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TrueFoundry Secures $19 Million Series A Funding to Revolutionize AI Deployment

Unite.AI

Our platform integrates seamlessly across clouds, models, and frameworks, ensuring no vendor lock-in while future-proofing deployments for evolving AI patterns like RAGs and Agents. Key features include model cataloging, fine-tuning, API deployment, and advanced governance tools that bridge the gap between DevOps and MLOps.

DevOps 176
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Top 6 Kubernetes use cases

IBM Journey to AI blog

Overview of Kubernetes Containers —lightweight units of software that package code and all its dependencies to run in any environment—form the foundation of Kubernetes and are mission-critical for modern microservices, cloud-native software and DevOps workflows.

DevOps 323
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Top Online Courses on Google Gemini

Marktechpost

Google Gemini AI Course for Beginners This beginner’s course provides an in-depth introduction to Google’s AI model and the Gemini API, covering AI basics, Large Language Models (LLMs), and obtaining an API key. Gemini for DevOps Engineers This course teaches engineers to use Gemini to manage infrastructure.

DevOps 106
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Automate IT operations with Amazon Bedrock Agents

Flipboard

This post highlights the transformative impact of large language models (LLMs). With the ability to encode human expertise and communicate in natural language, generative AI can help augment human capabilities and allow organizations to harness knowledge at scale. About the Authors Upendra V is a Sr.