Solving the data crisis in generative AI: Tackling the LLM brain drain

Photo of a person standing on a drain illustrating an article on tackling the generative AI data crisis, or the LLM brain drain, using KaaS.

Today’s generative AI models, particularly large language models (LLMs), rely on training data of an almost unimaginable scale and terabytes of text sourced from the vast expanse of the internet. While the internet has long been viewed as an infinite resource with billions of users contributing new content daily, researchers are beginning to scrutinise the impact of relentless data consumption on the broader information ecosystem.

A critical challenge is emerging. As AI models...

18 February 2025 | Artificial Intelligence

Michel Isnard, GitLab: Transforming software development with AI

Image of a digital assistant helping a software developer, illustrating the views of Michel Isnard from GitLab on how AI can help developers transform their development workflows and enhance productivity

Michel Isnard, Vice President of EMEA at GitLab, provides a unique perspective on the role of AI in software development.

The implementation of AI technologies, particularly generative AI, offers a promising avenue for developers looking to supercharge their processes. According to a recent GitLab survey, many UK businesses are accelerating their software release cycles—yet only a third have integrated AI into their processes. 

However, alongside the...

5 December 2024 | Approaches

Angel Montesdeoca, IBM: The role of AI in modern software development

In an interview ahead of Digital Transformation Week, Angel Montesdeoca, Program Director of Product Management for watsonx Code Assistant at IBM, discussed the company's approach to integrating AI into software development tools and accelerating the application lifecycle.

The age of generative AI 

According to Montesdeoca, we are living in "the age of generative AI" with huge investments being made in infrastructure, applications, and AI models across the tech industry....

31 May 2024 | Artificial Intelligence

NVIDIA employs GenAI for rapid software vulnerability detection

NVIDIA has demonstrated how its generative AI technologies can help to quickly identify and mitigate common vulnerabilities and exposures (CVEs) and other software security risks.

The NVIDIA NIM and NeMo Retriever microservices – along with the Morpheus accelerated AI framework – enable security analysts to detect and mitigate risks in a matter of seconds, a task that previously took hours or even days using traditional methods.

Traditional cybersecurity methods...

19 March 2024 | Artificial Intelligence

Google experiments with AI-generated ‘App Highlights’ in Play Store

Google's quest for integrating AI across its products and services continues as the tech giant is now turning to using it for enhancing the Play Store experience. According to reports, Google is experimenting with using AI to generate information for the App Highlights section in the Play Store.

An update shared on social media by code sleuth @AssembleDebug has revealed that when users tap on an app in the Play Store, they may now see information about the app's features and...

20 February 2024 | Android

Play Store set to integrate AI-generated FAQs

Google looks to be gearing up to incorporate even more of its AI capabilities into the Play Store.

TheSpAndroid, in its deep dive into the Play Store's 38.4.12 version, stumbled upon strings hinting at a new AI feature that involves generating Frequently Asked Questions (FAQs) for developers’ apps.

The discovered strings indicate Google's intentions to introduce AI-generated FAQ sections on the details page of "Apps & Games." One notable string from the APK...

21 November 2023 | Android

Xbox and Inworld AI forge game-changing alliance

Xbox has unveiled a partnership with Inworld AI aimed at transforming game development using AI-powered tools.

In a blog post, Haiyan Zhang, General Manager of Gaming AI at Xbox, reflected on the evolution of gaming AI from the days of Ms Pac-Man to the present. Zhang highlighted the transformative potential of modern AI in creating living worlds, dynamic narratives, and intricate characters.

While traditional rule-based AI set the foundation, the integration of Large...

6 November 2023 | Artificial Intelligence

SAP empowers developers with generative AI capabilities

During its TechEd event, SAP made a series of announcements aimed at empowering developers with generative AI capabilities.

Juergen Mueller, CTO and member of the Executive Board of SAP, stressed the importance of adapting to the evolving technology and business environment.

"Today’s dynamic landscape demands every developer to be an AI developer," Mueller affirmed. "The innovations we’re launching at SAP TechEd provide developers with the resources they need to...

2 November 2023 | Artificial Intelligence

Docker and partners launch GenAI Stack for developers

During the day two DockerCon keynote, Docker – in collaboration with partners Neo4j, LangChain, and Ollama – introduced the GenAI Stack.

This innovative platform is meticulously designed to empower developers to kickstart their generative AI applications within minutes, eliminating the complexities associated with integrating diverse technologies.

The GenAI Stack offers a seamless solution by providing pre-configured, ready-to-code, and secure components. These...

6 October 2023 | Artificial Intelligence

Sonatype reveals DevOps and SecOps leaders’ views on generative AI

While the tech community remains divided on the potential of generative AI tools, there's a consensus that their impact on the industry is comparable to the adoption of cloud technology.

Software engineers are harnessing generative AI to explore libraries, create new code, and enhance their development process, while application security professionals employ it for code analysis and security testing.

A recent survey conducted by Sonatype in the US sheds light on how...

12 September 2023 | Artificial Intelligence