Shelf Blog
Get weekly updates on best practices, trends, and news surrounding knowledge management, AI and customer service innovation.
Fix RAG Content at the Source to Avoid Compromised AI Results
While Retrieval-Augmented Generation (RAG) significantly enhances the capabilities of large language models (LLMs) by pulling from vast sources of external data, they are not immune to the pitfalls of inaccurate or outdated information. In fact, according to recent industry analyses, one of the...
Llama 3 Unveiled, Most Business Leaders Unprepared for GenAI Security, Mona Lisa Rapping …
The AI Weekly Breakthrough | Issue 7 | April 23, 2024 Welcome to The AI Weekly Breakthrough, a roundup of the news, technologies, and companies changing the way we work and live Mona Lisa Rapping: Microsoft’s VASA-1 Animates Art Researchers at Microsoft have developed VASA-1, an AI that...
Generative AI in Healthcare: A Balance between Benefits and Ethics
It’s estimated that $1 trillion in healthcare spending is wasted each year in the U.S. By automating routine tasks and making more use of clinical data, GenAI is a new opportunity to optimize healthcare expenditures and unlock part of the money lost to inefficiencies. It could organize...
Strategic Data Filtering for Enhanced RAG System Accuracy and Compliance
Large language models are skilled at generating human-like content, but they’re only as valuable as the data they pull from. If your knowledge source contains duplicate, inaccurate, irrelevant, or biased information, the LLM will never behave optimally. In fact, poor data quality is so inhibiting...
Confronting AI Hallucinations Head-on: A Blueprint for Business Leaders
AI hallucinations refer to instances where AI systems, particularly language models, generate outputs that are inconsistent, nonsensical, or even entirely fabricated. This issue is especially prevalent in AI systems that rely on external data sources, such as Retrieval-Augmented Generation (RAG)...
Shield Your RAG System from these 4 Unstructured Data Risks
While large language models excel in mimicking human-like content generation, they also pose risks of producing confusing or erroneous responses, often stemming from poor data quality. Poor data quality is the primary hurdle for companies embarking on generative AI projects, according to...
These Data Enrichment Strategies Will Optimize Your RAG Performance
Large language models have an impressive ability to generate human-like content, but they also run the risk of generating confusing or inaccurate responses. In some cases, LLM responses can be harmful, biased, or even nonsensical. The cause? Poor data quality. According to a poll of IT leaders by...
Meta Breaks Silence, March RAGness, Cloudless Skies at Cloud Next …
The AI Weekly Breakthrough | Issue 6 | April 17, 2024 Welcome to The AI Weekly Breakthrough, a roundup of the news, technologies, and companies changing the way we work and live Meta Breaks Silence, Announces Llama 3 Meta, relatively quiet as of late, breaks its silence this week to make two...
RLHF Makes AI More Human: Reinforcement Learning from Human Feedback Explained
Reinforcement Learning from Human Feedback (RLHF) is a cutting-edge approach in artificial intelligence (AI) that blends human intelligence with machine learning to teach computers how to perform complex tasks. This method is particularly exciting because it represents a shift from traditional...
How to Use AI for Predictive Analytics and Smarter Decision Making
AI for predictive analytics represents a cutting-edge approach to forecasting future trends and making data-driven decisions with precision. By integrating AI, you can uncover deep insights, identify emerging opportunities, and mitigate potential risks in real-time. In this article, you’ll...
Practical ETL Strategies to Refine AI Models and Decision Making
Extract, Transform, and Load, or ETL, is a crucial data management process, especially in the AI and machine learning space. It’s like a data-moving team that takes information from various sources, cleans it up, and organizes it neatly in one place. This process is vital for businesses and...
Many-Shot Jailbreaking, More AI Agents, Contemplating Paid Search …
The AI Weekly Breakthrough | Issue 5 | April 9, 2024 Welcome to The AI Weekly Breakthrough, a roundup of the news, technologies, and companies changing the way we work and live. More Agents Is All You Need A study using a simple sampling-and-voting method showed that LLM performance scales with...