AI business strategies
Artificial intelligence software is changing how enterprises conduct business. Machine learning supports data-driven decisions, customer service chatbots follow up on leads, robots in manufacturing boost productivity -- the list goes on. Get advice for building and implementing AI business strategies.
Top Stories
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News
10 Mar 2025
GenAI use cases show value, but pain points persist
While large companies are generating value in genAI use cases, others are struggling to find the same value. Continue Reading
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Feature
10 Mar 2025
GANs vs. VAEs: What is the best generative AI approach?
The use of generative AI is taking off across industries. Two popular approaches are GANs, which are used to generate multimedia, and VAEs, used more for signal analysis. Continue Reading
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News
12 Jul 2024
Humans in the loop won't prevent AI disasters, experts say
National Academies workshops reveal skepticism that humans in the loop could prevent an AI mishap. Experts highlight human flaws and AI's disarming nature as concerns. Continue Reading
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News
11 Jul 2024
Microsoft, Google make moves amid regulators' AI scrutiny
Microsoft is withdrawing stepping down from the OpenAI board. Google has reportedly disbanded its machine learning privacy team. Both vendors face investigations. Continue Reading
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Tip
11 Jul 2024
Is your business ready for the EU AI Act?
The EU AI Act provides businesses with a rubric for AI compliance. Businesses must understand the landmark act to align their practices with upcoming AI regulations. Continue Reading
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News
11 Jul 2024
Moving GenAI from proof of concept to production on AWS
A prevailing critique of generative AI tools is that they can't be put into practice. However, some organizations now use vendor tools to produce capabilities for their clients. Continue Reading
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Feature
10 Jul 2024
Companies reassess generative AI in supply chain tech
GenAI and other tech is being used to tackle supply chain challenges such as high costs and disruption, but organizations are often slowing GenAI projects for more complex uses. Continue Reading
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Tip
09 Jul 2024
7 machine learning challenges facing businesses
Machine learning challenges cover the spectrum from ethical and cybersecurity issues to data quality and user acceptance concerns. Read on to learn about seven common obstacles. Continue Reading
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Feature
08 Jul 2024
Attributes of open vs. closed AI explained
What's the difference between open vs. closed AI, and why are these approaches sparking heated debate? Here's a look at their respective benefits and limitations. Continue Reading
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Tip
08 Jul 2024
Generative models: VAEs, GANs, diffusion, transformers, NeRFs
Choosing the right GenAI model for the task requires understanding the techniques each uses and their specific talents. Learn about VAEs, GANs, diffusion, transformers and NerFs. Continue Reading
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Tip
05 Jul 2024
12 digital transformation benefits for business
Efficiency, resiliency, productivity and ROI are among the most critical digital transformation benefits for businesses fighting to remain competitive and gain market share. Continue Reading
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Tip
02 Jul 2024
A short guide to managing generative AI hallucinations
Generative AI hallucinations cause major problems in the enterprise. Mitigation strategies like retrieval-augmented generation, data validation and continuous monitoring can help. Continue Reading
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News
01 Jul 2024
SK Hynix's $75B investment in AI chips shows a growing trend
The South Korea-based chipmaker responds to the growing demand for AI memory chips with a big investment through 2028. Meanwhile, memory chipmakers step up production. Continue Reading
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Definition
01 Jul 2024
large language model operations (LLMOps)
Large language model operations (LLMOps) is a methodology for managing, deploying, monitoring and maintaining LLMs in production environments. Continue Reading
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Guest Post
28 Jun 2024
What companies are getting wrong about AI
Incorporating AI successfully means reimagining the organization. Learn how a phased approach can combat structural challenges and foster cross-team collaboration and innovation. Continue Reading
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News
27 Jun 2024
Google targets GenAI accuracy, speed, size, efficiency
The tech giant advances again in the generative AI competition that has rocked the tech industry over the last two years, with key updates to its Gemini and Imagen models. Continue Reading
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Feature
25 Jun 2024
Top 13 generative AI influencers to follow
Navigating the rapidly evolving generative AI field can be challenging. These generative AI influencers provide insights to help others learn about generative AI's potential. Continue Reading
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Feature
25 Jun 2024
AI lawsuits explained: Who's getting sued?
Authors, artists and others are filing lawsuits against generative AI companies for using their data in bulk to train AI systems without permission. Continue Reading
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Feature
24 Jun 2024
Supervised vs. unsupervised learning explained by experts
Learn the characteristics of supervised learning, unsupervised learning and semisupervised learning and how they're applied in machine learning projects. Continue Reading
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News
24 Jun 2024
Rockset acquisition strengthens OpenAI's enterprise play
The GenAI pioneer went outside the AI realm for its second acquisition, looking to the smaller database analytics vendor for its real-time search and vector capabilities. Continue Reading
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Tip
21 Jun 2024
A guide to deploying AI in edge computing environments
Deploying AI at the edge is increasingly popular due to processing speed and other benefits. Consider hosting requirements, latency budget and platform options to get started. Continue Reading
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Tip
18 Jun 2024
8 machine learning benefits for businesses
For business leaders, machine learning's predictive capabilities can forecast product demand, reduce equipment downtime and retain customers. Continue Reading
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Podcast
17 Jun 2024
Lenovo stakes claim to generative AI at the edge
The laptop, PC and mobile phone vendor pursues its 'pocket to cloud' strategy, claiming device-native generative AI is more secure, private and economical. Continue Reading
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Video
12 Jun 2024
An explanation of business intelligence
Business intelligence is a technology-driven process that helps both managers and analysts track information and make effective decisions. Continue Reading
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News
10 Jun 2024
Apple Intelligence GenAI, ChatGPT to boost Siri on iPhone, Mac
The consumer electronics giant finally made its long-anticipated move into generative AI, emphasizing privacy. But most features will only be available on the newest iPhones. Continue Reading
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Tip
10 Jun 2024
How to craft a responsible generative AI strategy
Generative AI's potential in the enterprise must be balanced with responsible use. Without a clear strategy in place, the technology's risks could outweigh its rewards. Continue Reading
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Feature
04 Jun 2024
7 ways AI is affecting the travel industry
AI has entrenched itself in the travel industry, assisting with planning, booking and customer service. Here's where you might see it in your travels. Continue Reading
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Tip
04 Jun 2024
Compare 6 top MLOps platforms
Choosing the right MLOps platform means considering features, pricing and ease of integration into your current machine learning environment. Evaluate six leading options. Continue Reading
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Podcast
03 Jun 2024
The importance of open source in GenAI
Lightning AI, the creator of PyTorch Lightning, was a pioneer of open source technology. The vendor has built on many platforms, but CTO Luca Antiga doesn't see one as best. Continue Reading
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Feature
29 May 2024
How to determine a network's AI readiness
Experts discussed how organizations should be preparing for AI deployments within their networks. Determining AI readiness is leadership's first step toward AI integration. Continue Reading
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Feature
28 May 2024
Experts: AI digital humans come with benefits -- and risks
Businesses using AI digital humans in sales and marketing can cut costs through efficiency. However, experts warn of the legal risks and public distrust of the technology. Continue Reading
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Tip
23 May 2024
Examining the future of AI and open source software
As AI coding tools gain traction in the enterprise, it remains unclear whether AI-generated code violates open source software licenses -- but legal claims indicate possible risk. Continue Reading
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News
23 May 2024
AI companies losing public trust in safety
Researchers find that more than half of Americans polled believe AI companies aren't considering ethics when developing the technology, and nearly 90% favor government regulations. Continue Reading
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News
22 May 2024
At IBM Think, IT leaders pitch GenAI upskilling for all
IT leaders at IBM Think 2024 say training employees and establishing policies for generative AI adoption are core parts of a strategy to avoid financial and legal hurdles. Continue Reading
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News
22 May 2024
New IBM Watsonx GenAI focuses on enterprises, governance
The veteran tech giant, with deep roots in AI, bases its new AI strategy on open source, multimodel support and helping businesses modernize their code and IT operations. Continue Reading
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News
21 May 2024
IBM moves ahead with open source, multi-model AI strategy
The 113-year-old tech giant expanded its open source, open ecosystem, multi-model approach with support for more models and updates to its Watsonx generative AI assistants. Continue Reading
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Feature
17 May 2024
Balancing generative AI cybersecurity risks and rewards
At the MIT Sloan CIO Symposium, enterprise leaders grappled with AI's benefits and risks, emphasizing the need for cross-team collaboration, security controls and responsible AI. Continue Reading
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Feature
17 May 2024
CEOs see business case for creating AI-powered chief execs
CEOs consider AI virtual counterparts to handle routine tasks and provide feedback, boosting efficiency and supporting strategic decisions. Continue Reading
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Tip
15 May 2024
Beyond algorithms: The rise of data-centric AI
Prioritizing data curation, preparation and engineering -- rather than tweaking model architecture -- could significantly improve AI systems' reliability and trustworthiness. Continue Reading
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News
14 May 2024
Generative AI adoption outpacing all other forms of AI
A recent survey by the research and advisory firm found that deployment of generative artificial intelligence has exploded after barely being a consideration in the past. Continue Reading
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Definition
09 May 2024
robot economy
The robot economy is a scenario in which most of the labor required to sustain human life is automated. Continue Reading
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Definition
08 May 2024
Digital Personal Data Protection Act, 2023
India's Digital Personal Data Protection Act, 2023 (DPDPA) is a comprehensive privacy and data protection law that recognizes the right of individuals, referred to as "data principals," to protect their personal data during the processing of that data for lawful purposes. Continue Reading
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Feature
02 May 2024
What is a data protection officer (DPO) and what do they do?
Today's DPO must juggle technical, legal and collaborative skills in the shadow of more sophisticated data breaches, tougher data privacy laws and generative AI deployments. Continue Reading
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Definition
02 May 2024
What are graph neural networks (GNNs)?
Graph neural networks (GNNs) are a type of neural network architecture and deep learning method that can help users analyze graphs, enabling them to make predictions based on the data described by a graph's nodes and edges. Continue Reading
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News
01 May 2024
Deepfake AI regulation a tightrope walk for Congress
AI-generated content is in the crosshairs of Congress, federal enforcement agencies and the EU as concerns around digital replicas and individual intellectual property grow. Continue Reading
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Tip
01 May 2024
How to train an LLM on your own data
Retraining or fine-tuning an LLM on organization-specific data offers many benefits. Learn how to start enhancing your LLM's performance for specialized business use cases. Continue Reading
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News
25 Apr 2024
Microsoft's new Phi-3-mini AI language model runs on iPhone
Microsoft researchers contend the Phi-3-mini's performance is on par with the much larger ChatGPT 3.5 model and can run on an iPhone 14 powered by an A16 Bionic chip. Continue Reading
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Tip
23 Apr 2024
How to measure the ROI of enterprise AI initiatives
Interest in AI tools and systems has skyrocketed across industries. To ensure their endeavors are worthwhile, businesses are increasingly emphasizing return on investment. Continue Reading
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Tip
19 Apr 2024
Compare proprietary vs. open source for enterprise AI
Unsure whether to choose proprietary or open source AI for your enterprise deployment? Compare the pros and cons of both software models, including how each can benefit businesses. Continue Reading
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News
19 Apr 2024
Businesses confront reality of generative AI in finance
As large language models move from pilot projects to full-scale deployment in finance, the industry is facing a mixture of compliance and technological challenges in 2024. Continue Reading
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News
18 Apr 2024
Meta releases two Llama 3 models, more to come
The social media giant's new open source LLM is telling of the challenges in the open source market and its future ambitions involving multimodal and multilingual capabilities. Continue Reading
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News
18 Apr 2024
Use of AI in business drives increase in consulting services
The slice of businesses using external providers for AI uptake is set to more than double, according to U.S. Census survey data. Industry leaders say that tracks with their outlook. Continue Reading
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News
17 Apr 2024
Looking closer at Microsoft's investment in UAE AI vendor G42
The tech giant will own a minor stake, and G42's LLM will be on Azure. The move helps the cloud provider expand globally and helps the U.S. court the UAE away from China. Continue Reading
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Opinion
16 Apr 2024
Could AI be the killer app for cold data?
Enterprises are beginning to use cold data they still need to store as a way to train AI models and gain more value from data they thought had served its purpose. Continue Reading
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News
15 Apr 2024
Adobe working to offer GenAI tools from OpenAI and others
The creative content software vendor previewed new video workflow tools in its video editing suite that let editors use video-generating tools from OpenAI and others. Continue Reading
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Tip
15 Apr 2024
Evaluate whether your organization needs a chief AI officer
As more businesses start developing comprehensive AI strategies, the new role of chief AI officer, or CAIO, might become the next addition to your organization's executive suite. Continue Reading
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Feature
11 Apr 2024
7 principles of the GDPR explained
The GDPR's seven data protection principles on the lawful processing of data are directly influencing the way businesses collect, store, erase and monetize personal information. Continue Reading
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Feature
11 Apr 2024
AI and GDPR: How is AI being regulated?
Amid data privacy issues spawned by proliferating AI and generative AI applications, GDPR provisions need some updating to provide businesses with more specific AI guidelines. Continue Reading
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News
11 Apr 2024
Meta's new silicon shows a growing trend for AI hyperscalers
The new hardware highlights a growing trend of hyperscalers designing custom chips for internal use. This move will help vendors rely less on hardware providers such as Nvidia. Continue Reading
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News
10 Apr 2024
How Intel's new AI Gaudi 3 chip compares with Nvidia chips
The new chip matches the Nvidia H100 but lacks in performance compared with the Nvidia Blackwell. The vendor also introduced new edge computing offerings. Continue Reading
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Podcast
08 Apr 2024
Musicians and the fight for fairness in the age of GenAI
Artists say generative AI systems are threatening their livelihoods. Jenn Anderson-Miller, CEO of music licensing company Audiosocket, has ideas about how to address the issue. Continue Reading
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News
04 Apr 2024
Enterprise businesses use NIST AI RMF to guide AI use
The NIST AI RMF guides both developers and businesses in crafting responsible AI systems. Continue Reading
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Tip
04 Apr 2024
Data protection vs. data backup: How are they different?
They might be viewed as separate functions, but data backup should be part of an overall data protection strategy to thwart ransomware and comply with stringent privacy laws. Continue Reading
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News
04 Apr 2024
Dissecting the musicians' open letter to AI vendors
The letter attempts to play on public sympathy and move AI technology vendors to take some action toward fairness. It also brings up the question of data ownership. Continue Reading
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Tip
03 Apr 2024
AI communications features key when assessing UC vendors
UC vendors are adding more AI capabilities with each software release. What's the best way to ensure vendors' capabilities align with your goals? Continue Reading
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Tip
03 Apr 2024
How to conduct a data privacy audit, step by step
The vital importance of a data privacy audit can't be underestimated in today's climate of proliferating customer data, more stringent regulations and sophisticated cyber threats. Continue Reading
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Feature
01 Apr 2024
6 business benefits of data protection and GDPR compliance
Complying with GDPR and avoiding severe fines is a primary goal of businesses, but the data governing principles and security tools to achieve compliance yield systemic benefits. Continue Reading
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Opinion
28 Mar 2024
IT leaders curb GenAI enthusiasm at Enterprise Connect
IT leaders at Enterprise Connect expressed enthusiasm for GenAI experimentation in customer experience as well as circumspection that vendors should take on board. Continue Reading
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News
28 Mar 2024
Microsoft intros new responsible AI tools in Azure Studio
The new tools address one of the barriers of adoption for enterprises looking to use generative AI technologies. They show Microsoft's thought process on government regulations. Continue Reading
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Feature
27 Mar 2024
AI hardware vendors band together to challenge Nvidia
An industry group including Arm and Intel seeks to increase the number of options in the AI market and decrease developers' dependence on GPUs. Continue Reading
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Feature
26 Mar 2024
6 data privacy challenges and how to fix them
Fragmented data protection laws, technology disruptions, AI adoption, data governance and consumer trust are among the complex issues confronting businesses in need of remedies. Continue Reading
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Tip
22 Mar 2024
How organizations should handle AI in the workplace
When implementing AI in the workplace, organizations must build a comprehensive strategy aligned with business values. Failing to do so could lead to the emergence of shadow AI. Continue Reading
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News
21 Mar 2024
Nvidia unveils text-to-3D AI research project
The new model helps generate 3D images faster. It was trained on different animals and objects using the vendor's A100 GPU and prompts generated with OpenAI's ChatGPT. Continue Reading
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News
20 Mar 2024
Documenting, testing will help businesses navigate AI rules
Given the U.S.'s absence of AI regulations, businesses will likely mitigate AI deployment risks through contractual language. Continue Reading
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Opinion
20 Mar 2024
Everything you need to know about the new EU AI Act
The European Union's new AI Act defines AI regulations based on risk and outlines hefty fines for noncompliance. Explore the details of the AI Act and how it could apply to you. Continue Reading
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News
19 Mar 2024
Microsoft hires DeepMind co-founder amid Google-Apple news
DeepMind's cofounder will head a new division that focuses on Copilot. The move comes amid talk that Microsoft's rival's LLM might be incorporated into the iPhone. Continue Reading
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Feature
19 Mar 2024
Deriving value from generative AI with the right use case
The technology will be valuable to tech vendors. For users, a return on investment will depend on the applications as well as whether enterprises choose to build or buy their models. Continue Reading
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News
18 Mar 2024
Nvidia unveils new AI Blackwell chip, microservices and more
The vendor launched a barrage of AI tech including faster chips in its new Blackwell infrastructure and new microservices that enable enterprises to create custom applications. Continue Reading
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News
13 Mar 2024
Cerebras introduces next-gen AI chip for GenAI training
The new accelerator is for training large AI models. It powers the startup's CS-3 supercomputer, which is designed to train models that are 10 times larger than GPT-4 and Gemini. Continue Reading
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News
13 Mar 2024
Dataiku intros GenAI cost monitoring tool: LLM Cost Guard
The tool lets customers be provider-agnostic and can integrate with models from providers like OpenAI, AWS and Anthropic. It watches for overruns and differentiates between costs. Continue Reading
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News
12 Mar 2024
Meta intros two GPU training clusters for Llama 3
The Facebook parent company said the training clusters are part of its plans to grow its infrastructure and obtain 350,000 Nvidia H100 GPUs by the end of the year. Continue Reading
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Opinion
12 Mar 2024
Salesforce TDX reveals how consumer and enterprise AI differ
The soaraway success of GenAI chatbots has obscured how enterprise AI differs from consumer AI. Salesforce's TDX developer conference threw those differences into some relief. Continue Reading
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News
11 Mar 2024
Elon Musk plans to take xAI chatbot Grok open source
The move comes nearly two weeks after the Tesla owner filed a lawsuit against OpenAI. It also comes as more vendors are providing open source options for enterprise users. Continue Reading
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News
11 Mar 2024
Podcast: A look at SambaNova's open source AI strategy
Despite sometimes being seen as a direct competitor to Nvidia Systems, the AI hardware and software vendor tries to distinguish itself by focusing on training open source models. Continue Reading
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Feature
07 Mar 2024
How AI is transforming project management
As the project management field increasingly embraces AI-powered software, the benefits can help organizations thrive -- but only if the risks are properly considered too. Continue Reading
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News
07 Mar 2024
Microsoft whistleblower, OpenAI, the NYT, and ethical AI
The vendor has filed a memorandum to dismiss some of the arguments The New York Times made in its copyright lawsuit. However, it now faces criticism from its own software engineer. Continue Reading
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News
05 Mar 2024
Open letter promising better AI for the future lacks action
The letter initiated by venture capitalist Ron Conway and his investment firm SV Angel was signed by OpenAI and Google. It pledges a better future and benefits from the technology. Continue Reading
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News
04 Mar 2024
AI race surges as Anthropic intros Claude 3
The new models have a larger context window and multimodal capabilities. They reflect the new level of normal in generative AI and the myriad model choices for enterprises. Continue Reading
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News
01 Mar 2024
Elon Musk sues Sam Altman, OpenAI for breach of contract
The owner of X argues that OpenAI's CEO and Greg Brockman breached the original agreement the AI company was founded on through its partnership with Microsoft and release of GPT-4. Continue Reading
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News
29 Feb 2024
H2O.ai releases small language model: H2O-Danube-1.8B
The new model comes as the generative market continues to see the emergence of small language models. The models provide enterprises with better privacy and data controls. Continue Reading
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News
29 Feb 2024
Collibra adds AI governance to data management platform
The data management vendor's new suite adds capabilities aimed at enabling enterprises to safely and securely use AI the same way data governance frameworks apply to data. Continue Reading
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News
28 Feb 2024
SambaNova Systems intros Samba-1 generative AI model
The new model is aimed at enterprises wanting to use generative models without compromising privacy. It also uses the best open source model for a given application. Continue Reading
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News
26 Feb 2024
Microsoft allies with OpenAI rival Mistral AI
The tech giant is investing in the open source startup. The partnership means Mistral's premium models, including its new model, Mistral Large, will be available on Azure. Continue Reading
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News
26 Feb 2024
Podcast: 2024 the year of ROI for generative AI
Generative AI technologies are proliferating rapidly, but vendors and investors are looking to monetize AI models, a pivot from last year's innovative frenzy. Continue Reading
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News
22 Feb 2024
AI vendor finds opportunity amid AI computing problem
The GPU cloud provider recently raised $320 million. It has found an opportunity as more enterprises seek to run generative models and the demand for infrastructure is high. Continue Reading
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Answer
22 Feb 2024
What is the role of generative AI in enterprise search?
Enterprise search employs AI to enrich content, identify objects and organize information. Yet, the rise of generative AI is likely to transform these processes even further. Continue Reading
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News
15 Feb 2024
OpenAI intros text-to-video model Sora, challenges rivals
Sora can generate video from text. OpenAI is red teaming the technology and admits it has some weaknesses. The release is a natural progression of the vendor's GenAI technology. Continue Reading
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News
15 Feb 2024
Google updates AI model Gemini, adds 1M context window
The cloud provider's 1.5 Pro model has the largest context window seen in the market. Despite its innovation, it still needs to show the applicability of its model for enterprises. Continue Reading
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News
13 Feb 2024
Pega GenAI Blueprint aims at application design processes
While the vendor's use of the technology is similar to others in the low-code market, its focus on design differentiates it. The platform enables collaboration. Continue Reading
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Podcast
12 Feb 2024
Podcast: AI, hiring and the need for humans in the loop
An HR expert joins the 'Targeting AI' podcast to explain the need for humans in recruiting along with tech to help prevent algorithmic bias and why some laws don't go far enough. Continue Reading
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News
08 Feb 2024
Google turns Bard AI into Gemini, launches Gemini Advanced
The tech giant gave Bard a new name and introduced users to Ultra 1.0 through a new mobile app. It revealed changes to Duet AI and Cloud. Continue Reading
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Tip
07 Feb 2024
The importance and limitations of open source AI models
Despite rising interest in more transparent, accessible AI, a scarcity of public training data and compute infrastructure presents significant hurdles for open source AI projects. Continue Reading