Research Notes
Who Owns the Plumbing When AI Agents Start Paying the Bills?
AAIF reaches ten projects, a reminder that licenses do not keep code open, and agent identity and payments emerge as the unsettled layer
Oracle Deep Trust Architecture: Redefining Enterprise AI Security and Governance
Oracle’s Deep Trust AI Architecture addresses enterprise security bottlenecks by embedding governance and business logic directly into the data and platform tiers, enabling organizations to scale autonomous agents without risking data integrity.
IBM Drops Mainframe Roadmap and Doubles Down on Simplification
IBM’s latest Z roadmap and z17 launch reposition the mainframe around embedded AI, infrastructure as code, and agentic automation for enterprise IT.
Oracle Pervasively Rolls Out Agents Across its Application Portfolio
Oracle advances outcome-driven AI with Fusion Claw; introducing 25 new agentic applications designed to shift focus from AI assistance to execution.
Oracle Targets the Business Definitions Enterprise AI Gets Wrong
A planned semantic layer could reduce duplicated application logic, while expanded Iceberg support broadens Oracle’s reach.
Dell Extends the AI Factory with NVIDIA to the Agentic Execution Tier
Vera CPU racks, specialized inference systems, and validated deskside blueprints expand the Dell AI Factory across enterprise agent execution environments.
Is IBM’s Software Surge Masking a Consulting Plateau?
Strong software growth and advanced data tools boost free cash flow, but consulting stagnation raises questions about long-term execution.
Equinix EPIC: Tackling High-Density AI Liquid Cooling Challenges
Equinix debuts EPIC testing sites across five global hubs to help enterprises de-risk high-density liquid cooling, GPU integration, and AI deployment.
x86 vs Arm: Will Agentic AI Reward the Simplest CPU Software Stack?
Both x86 vendors now offer one PyTorch target, matching the single framework path Arm built with Kleidi, the real contest is whether a simpler software stack moves procurement.
TechCrunch Disrupt 2026: AI Gets Specific on the Expo Floor
From household robotics to brand discovery, startups are finding opportunities in the practical problems surrounding AI.
Research
Who Controls Your AI? Designing for Choice and Resilience
How Enterprises Can Reduce AI Dependencies While Preserving Performance and Flexibility
Moving from Defense to Resilience
AI-Era Data Protection Against Ransomware Attacks
Building the Vector Database for Production
Reducing Retrieval Cost and Complexity Without Compromising AI Quality
The Capital Behind the Clock: Applied Materials’ EPIC Center and the Economics of Semiconductor R&D
Why an equipment maker is funding a shared research center for competing chipmakers, and the ROI it expects.
Latest Research
Research
Who Controls Your AI? Designing for Choice and Resilience
How Enterprises Can Reduce AI Dependencies While Preserving Performance and Flexibility
Moving from Defense to Resilience
AI-Era Data Protection Against Ransomware Attacks
Building the Vector Database for Production
Reducing Retrieval Cost and Complexity Without Compromising AI Quality
The Capital Behind the Clock: Applied Materials’ EPIC Center and the Economics of Semiconductor R&D
Why an equipment maker is funding a shared research center for competing chipmakers, and the ROI it expects.



















