AI
articles
AI Didn’t Break Your Data Platform; It Exposed Your Data Debt
Enterprise AI doesn’t create fragility; it reveals undocumented assumptions, missing ownership, and invisible pipeline debt. Fix the foundations and AI gets cheaper, faster, and more trusted.
Building Trust with NIST AI Risk Management Framework
Product marketers have long relied on NIST for clarity and consistency — but with new frameworks emerging for AI, it's time to ask whether these guidelines go far enough in prioritizing fairness, safety, and accuracy.
VAST Partners with Deloitte to Scale AI for the Enterprise
At GTC 2025, a discussion between Deloitte and VAST showed how their partnership is scaling enterprise AI with secure, auditable infrastructure—bringing business value for next-gen, agentic AI adoption.
Verge.io Reimagines IT Infrastructure for AI Demands
Verge.io’s George Crump shares how a unified infrastructure approach is driving efficiency, performance, and AI-readiness — without the legacy bloat.
Nebius and VAST Data Combine Breakthrough Tech for AI Innovation
At GTC 2025, Nebius and VAST shared how their collaboration delivers high-performance, scalable AI infrastructure for enterprise workloads—making cloud AI more usable and accessible.
AI Benchmarks Shift as MLPerf Highlights LLM Dominance
MLPerf Inference 5.0 signals the rise of large language models, with LLAMA 2 70B surpassing ResNet-50 in submissions and driving next-gen AI performance across compute platforms.
Edge AI Silicon Heats Up as MemryX Closes $44M Series B
MemryX, a provider of edge AI acceleration hardware, recently closed its latest round of funding, serving as a potential bellwether for the next growth edge in AI compute.
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Podcasts
How Hedgehog Brings Hyperscaler Networking to Enterprise AI
Hedgehog CEO Marc Austin joins Data Insights to break down open-source, automated networking for AI clusters—cutting cost, avoiding lock-in, and keeping GPUs fed from training to inference.
Nebius at SC25: Building the Neocloud for Enterprise AI
From SC25 in St. Louis, Nebius shares how its neocloud, Token Factory PaaS, and supercomputer-class infrastructure are reshaping AI workloads, enterprise adoption, and efficiency at hyperscale.
Inside Runpod’s GPU Cloud for Long-Running AI Agents
Runpod head of engineering Brennen Smith joins a Data Insights episode to unpack GPU-dense clouds, hidden storage bottlenecks, and a “universal orchestrator” for long-running AI agents at scale.
Walmart and Cornelis Expose the Costs of Network Inefficiency
Billions of customer interactions during peak seasons expose critical network bottlenecks, which is why critical infrastructure decisions must happen before you write a single line of code.
Giga Computing on Rack-Scale AI: From Training to Inference
Recorded at #OCPSummit25, Allyson Klein and Jeniece Wnorowski sit down with Giga Computing’s Chen Lee to unpack GIGAPOD and GPM, DLC/immersion cooling, regional assembly, and the pivot to inference.
Data Insights at OCP: DataraAI on Edge Robotics
Durgesh Srivastava unpacks a data-loop approach that powers reliable edge inference, captures anomalies, and encodes technician know-how so robots weld, inspect, and recover like seasoned operators.
MLCommons: Setting the Standard for AI Performance
From storage to automotive, MLPerf is evolving with industry needs. Hear David Kanter explain how community-driven benchmarking is enabling reliable and scalable AI deployment.
Solidigm on Building Future-Ready AI Storage
Solidigm’s Ace Stryker joins Allyson Klein and Jeniece Wnorowski on Data Insights to explore how partnerships and innovation are reshaping storage for the AI era.
Iceotope’s Sustainable Cooling Vision for the AI Era
With sustainability at the core, Iceotope is pioneering liquid cooling solutions that reduce environmental impact while meeting the demands of AI workloads at scale.
AI Infra 2025: David Glick on Building Walmart’s Future with AI
In this episode of In the Arena, David Glick, SVP at Walmart, shares how one of the world’s largest enterprises is fostering rapid AI innovation and empowering engineers to transform retail.
Rafay’s Haseeb Budhani on Building the Future of AI Infrastructure
Haseeb Budhani, Co-Founder of Rafay, shares how his team is helping enterprises scale AI infrastructure across the globe, and why he believes we’re still in the early innings of adoption.
From AI Infra: AI Strategy, Security, & Human Impact with Daniel Wu
Direct from AI Infra 2025, AI Expert & Author Daniel Wu shares how organizations build trustworthy systems—bridging academia and industry with governance and security for lasting impact.
