Research Notes
Confluent Moves Closer to the Point Where AI Agents Make Decisions
Fresh business context can improve agent decisions, but enterprises still need controls between reading data and acting on it.
Qualcomm Dragonwing Powers Starlink’s Nationwide Hybrid Network Ambitions
Qualcomm is powering SpaceX’s Starlink Mobile base stations with Dragonwing silicon, merging high-capacity 5G terrestrial cells with satellite coverage to challenge major US telecom incumbents.
Qualcomm Pivots Beyond Handsets with Data Center and Silicon Diversification
Qualcomm is mitigating handset cyclicality and the Apple modem roll-off by expanding into data center silicon, automotive design wins, and optics, despite near-term gross margin dilution and memory cost headwinds.
Can VAST Turn AI Infrastructure Scale Into a Flash Supply Advantage?
Reported customer commitments and flash supply arrangements could strengthen VAST’s position in AI infrastructure procurement and deployment
Cloudflare Q3 2026: Is a New Class of AI Infrastructure Provider Emerging?
Revenue growth accelerated to 39% as developer adoption and enterprise consumption expanded, supporting the company’s AI infrastructure ambitions.
Are AI Agents Quietly Rewriting AMD’s Data Center Math?
Supply, not demand, sets the ceiling: AMD’s 2027 outlook leans on wafers, HBM, and packaging it says it has already secured.
Is AI Observing the Observers?
Strong margins and 17% revenue growth mask softer net new ARR as Dynatrace leans heavily into its Arize acquisition and agentic platform.
Is surging AI hardware masking a deeper structural shift?
Record Q3 sales driven by an AI infrastructure surge, yet lower margins and soft PC demand raise real questions about long-term profitability.
Qualcomm HBC: Transforming Hyperscale AI Inference via Memory-on-Logic Innovation
Qualcomm’s validated 3D memory-on-logic HBC architecture aims to bypass costly HBM bottlenecks with an open, high-yield disaggregated platform that reshapes hyperscale inference economics by maximizing token throughput per dollar, per watt.
Marvell’s $115B Optical Leap to Transform Next-Gen AI Infrastructure
Marvell’s $115B Lumentum buy vertically integrates scarce InP laser fabs with custom silicon to breach the AI rack copper wall, trading near-term dilution and channel friction for long-term control over optical co-design and a $550B market.
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.



















