Downloadable Doesn’t Mean Deployable
When is locally deployed AI truly worth it? Storage needs, break-even points, and what separates Open Weights from open source.
Benedikt Langer
Benedikt Langer focuses on IT and cloud topics as an editor, with a particular emphasis on artificial intelligence, digital infrastructure, and strategic cloud architectures. In his articles, he examines technological developments from the perspective of decision-makers, integrating them into economic, regulatory, and organizational contexts. In addition to Cloudmagazin, he regularly contributes to other specialized magazines within Evernine Media.
24 articles
DuckDB and MotherDuck kill the warehouse theater
DuckDB embedded for local SQL power, MotherDuck for hybrid cloud-when in-house processing suffices and when serverless cloud analytics outshines idle…
Mistral Supplies Microsoft with European GPUs
Billion-dollar deal: Mistral introduces Vera-Rubin GPUs in Europe, Microsoft provides Foundry, Copilot Studio, and Azure Local up to disconnected.
Lambda Managed Instances: The Logs You Need
LMI-Capacity-Providers write lifecycle logs to CloudWatch. Structured JSON, default off-the blind spot between Function and Fleet gets smaller.
The Cloud Maturity Level That Small and Medium-Sized Enterprises Claim to Have
Nine out of ten companies use the cloud. The statistic obscures the real question: usage is not mastery. That's precisely …
The 200 Milliseconds That Drive Users Out of SaaS
A SaaS interface feels slow long before it becomes measurable. Interaction to Next Paint measures this hesitation and determines ranking …
What the Mittelstand can really take over by 2026
Flexera reports 29 percent cloud waste and mature FinOps teams. Three patterns emerge in the mid-market – three fail despite …
Codex Micro: Desktop Agent Control
OpenAI and Work Louder introduce Codex Micro, a physical macro pad for AI agents. What €210 on your desk really …
The AI pilot that puts operations first
The Agentic AI Hub shows when an AI pilot goes beyond the demo: when operation, comparability, and reuse are also …
Sovereign Cloud Does Not End at the Server Location
A single German data center does not ensure data sovereignty. Why Sovereign Cloud depends on jurisdiction, operation, key control, and …
Sovereign Cloud: Who Can Access Supply Chain Data?
With supply chain data, what counts is not where it sits but who can legally compel access. Residency, the CLOUD …
Real-Time Demand Forecasting: The Pipeline Decides
Demand sensing stands or falls with the cloud data pipeline beneath it, not the model: real-time signals, streaming, a feature …
EnefG Amendment Eases Data Center Efficiency Rules
The EnefG amendment relaxes data center efficiency requirements: higher PUE limits, extended deadlines, and increased thresholds. What operators need to …
4 Percent in the Data Center, 54 at the Power Plant: Where Nvidia’s Water Promise Really Ends
Nvidia cools AI data centers with warm water in a closed loop, saving nearly everything on-site.
Frankfurt runs cloud without a Kubernetes team
The GA guide shows how an authority operates a sovereign platform as a managed service and keeps the code open.
EU Data Act: When Cloud Switching Fees Are Abolished – What CIOs Need to Examine Now
Starting January 12, 2027, switching charges and egress fees will apply EU-wide.
Iceberg won the format war. Now the catalog counts.
Apache Iceberg has been established as the lakehouse standard. Now, the catalog determines governance and lock-in. What cloud teams need …
The cloud that 110 administrations share
The OZG cloud shows how municipalities can share an open operating base. The crucial factor is process work on site.
XFS4IoT Meets the Cloud: The ATM Becomes a Platform
The ATMIA Roadshow in Berlin demonstrates how XFS4IoT and cloud operating models are transforming ATMs into modular platforms.
Cloud Repatriation: When It Makes Sense to Bring Back Data
86 percent of CIOs are moving workloads back from the public cloud. When repatriation makes sense and which loads are …
Artificial Intelligence Is No Longer a Playground for the IT Channel
31 percent of IT service providers in the DACH region are working with AI-driven technology, according to the GTIA, more …
Plug & Heal: How Platforms and Ecosystems Are Integrating Healthcare Solutions into Patient Care
Digital Health often fails due to lack of integration. HIP demonstrates the path from pilot to care with FHIR, openEHR, …
Sovereign AI as Infrastructure: Open Source Decides Sovereignty
Artificial Intelligence is increasingly becoming a strategic infrastructure for businesses. In conversation with Alexander Hendorf, AI consultant and open-source expert, …
Cloud-native matures: What Knative and Kubernetes 1.34 mean for AI workloads
Knative has graduated, and Kubernetes 1.34 brings production-ready AI hardware scheduling to life-here’s what the latest cloud-native maturity means for…
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