Retrieval-augmented generation (RAG) is an AI framework and powerful approach in NLP (Natural Language Processing) where generative AI models are enhanced with external knowledge sources and retrieval-based mechanisms. These appended pieces of outside knowledge provide the model with accurate, up-to-date information that supplements the LLM’s existing internal representation of information. As the name suggests, RAG models have a retrieval component and a generation component.

On January 11, 2024, a rare and unprecedented event unfolded as the Federal Aviation Administration (FAA) decided to ground all flights. The catalyst was critical issues within the system responsible for alerting pilots to potential airborne and ground dangers. This marked the first complete shutdown of U.S. airspace since the aftermath of the 9/11 attacks, unleashing chaos and confusion.

Insurers’ profitability (and survival) is being threatened by a myriad of challenges—rising policy lapses due to higher premiums, customer churn from tightening budgets, and skyrocketing customer expectations. Squeezed by these pressures, insurers must find ways to improve efficiencies in their core processes. But there is a way forward for insurers: Business process management (BPM), an approach to improving organizational processes that is designed to optimize work.

The U.S. Bureau of Labor Statistics reports that the incidence rate of nonfatal workplace accidents has decreased over the years, which can be attributed to the implementation of preventive measures in private industry. Despite this positive trend, companies deal with large volumes of unstructured data that demand effective management. Addressing these complexities is easier with Astera’s unstructured data extraction solution.

REST API is an application programming interface that continues to grow in popularity due to its flexibility and scalability. In this detailed guide, we will outline how to document your REST API like a pro, guiding you through the process clearly and concisely to make things as easy as possible. From the basics, what you need to include, and all the way to the tips and tricks, we will provide everything you need to know to create perfect documentation.

In the current digital era, businesses depend more on networked systems to run their operations and hold sensitive data. As a result, protecting these networks against cyberattacks is critical. By proactively detecting flaws and configuration errors that hostile actors could exploit, network security testing, an important part of security testing service, is essential to accomplishing this objective.

Explore our Bitrise build pipelines series for a deep dive into optimizing Mobile DevOps. Led by experts Zsolt Vicze and Szabolcs Toth, learn to refine app development and speed up release cycles, starting with sharing files in Bitrise workflows.