News
AI won't fix your data problems. Data engineering will
17+ hour, 48+ min ago (690+ words) Most enterprise AI investments today focus on models, compute and tooling. The assumption is that intelligence is the binding constraint and that a more capable model will produce better outcomes across every dimension that matters. This is a reasonable starting…...
Slow down to speed up: Why steadfast IT leadership is critical in the age of AI
1+ day, 6+ hour ago (284+ words) The questions reflected this new tone. How soon can we automate this process? How quickly can we add these capabilities? Why can't we accelerate this transformation? The curiosity that once defined conversations about AI has shifted into a sense of…...
Why AI systems fail at scale and what you should measure instead of model accuracy
1+ week, 6+ day ago (300+ words) Over time, I've realized that many AI projects don't struggle because the model itself is wrong. They struggle because the system around the model wasn't designed for the kind of variability AI introduces. The question leaders should be asking is…...
Make your Azure data platform AI-ready
1+ week, 6+ day ago (374+ words) As organizations accelerate their artificial intelligence initiatives, many are discovering a hard truth: success with AI is less about models and more about the data foundation behind them. For enterprises operating on Microsoft Azure, the real challenge is not access…...
From AI pilots to production results with governed execution
1+ week, 6+ day ago (613+ words) The issue is not access to AI tools. It is the gap between experimentation and execution. Organizations can build models, test use cases, and generate insights, but without the right data foundation, operating model, and integration strategy, those efforts stall…...
Penguin Solutions helps a private medical school advance biomedical research with AI and HPC infrastructure expertise
2+ week, 6+ hour ago (543+ words) A private medical school in the Northeast United States is at the forefront of groundbreaking life sciences and biomedical research. The college is home to over 2, 000 faculty members and more than 1, 000 researchers and students tackling critical challenges in areas such…...
Understanding tokenization and consumption in LLMs
2+ week, 5+ day ago (696+ words) cio. com Large language models (LLMs) such as Chat GPT, Claude Cowork and Git Hub Copilot have revolutionised the way individuals and organizations interact with artificial intelligence for content generation, coding assistance and collaborative work. At the core of these…...
How analytics and AI are reshaping the boundaries of IT leadership
3+ week, 5+ day ago (1037+ words) IT leadership is under more pressure than ever. As analytics and AI become embedded in everyday operations, expectations of CIOs are expanding, often without clear agreement on where IT leadership begins and ends. Many organizations assume that strong IT leadership…...
How enterprises are rethinking collaborative analytics
1+ mon, 1+ day ago (522+ words) At first glance, a data ownership model has its advantages. With centralized data teams and clear ownership for each data point within an organization, leaders can ensure greater control and compliance in how data is used and modeled. Strong CIO…...
Final training of AI models is a fraction of their total cost
1+ mon, 23+ hour ago (189+ words) AI models cost a lot more to develop than you may think. AI research company Epoch AI has set out all the costs of building a new AI model " and explaining why AI companies are so concerned about perceived threats…...