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WHTop → 📋 News → Empirik.ai Emerges From Stealth With $21M for Infrastructure Change AI Agent
Empirik.ai Emerges From Stealth With $21M for Infrastructure [...]
Empirik.ai Emerges From Stealth With $21M for Infrastructure Change AI Agent
📅 - Empirik.ai has emerged from stealth with $21 million in funding to automate infrastructure change, targeting the widening gap between AI accelerated software development and still largely manual operations. Its system models live environments, evaluates the impact of proposed changes before execution, and can block risky actions across cloud, on premises, Kubernetes, virtual machines, identity, pipelines, and enterprise SaaS infrastructure.
The premise is easy enough to understand. Coding agents can now generate and modify software faster than most infrastructure teams can review tickets, inspect dependencies, run change boards, and approve deployment steps. Empirik.ai wants to insert an [...][... Check source for end of article ...]
📅 - AI Clusters Shift Network Spending Toward Back-End Fabrics - AI infrastructure spending crossed a notable line in the second quarter of 2026: revenue from switches connecting accelerators inside AI back-end networks exceeded sales of front-end data center switches for the first time. The shift puts high-speed fabric economics, supply availability, and vendor positioning closer to the center of infrastructure purchasing decisions across hyperscale and enterprise deployments.
Dell'Oro Group says the crossover happened only three years after AI back-end networking emerged as a distinct spending category. That speed is more important than the symbolic ranking. Front-end networks serve conventional server, storage, user, and application traffic across [...]
📅 - Flex Pays $4.4B for EPC Power as AI Data Centers Go 800V - Flex is paying $4.4 billion for EPC Power, targeting a part of AI infrastructure that is becoming harder to treat as secondary: power conversion. The deal gives Flex technology for 800V data center architectures, grid stabilization and higher-density computing, while strengthening the Cloud and Power Infrastructure business it plans to spin off next year as a company.
The valuation is notable. EPC Power is expected to generate about $800 million in 2026 revenue, meaning Flex is paying roughly 5.5 times current-year sales for a supplier whose technology sits between utility power and increasingly dense compute infrastructure. Flex expects EPC Power's organic revenue to grow around 40% in [...]
📅 - Sparkle Extends Quantum-Safe IPsec From Data Centers to Satellite - Sparkle and Hellas Sat have extended quantum safe protection from terrestrial data center links to a satellite connection between Greece and Cyprus, creating an end to end path of 72,000 kilometers. The deployment links Sparkle's Metamorfosis data center in Athens with Hellas Sat infrastructure in Cyprus, testing post quantum security directly across satellite and data center links.
For data center operators, the useful part is not the satellite novelty by itself. Sparkle and Hellas Sat had already validated quantum safe protection between two data centers in Greece. Extending the same security model over a live geostationary satellite path means the architecture is now being tested [...]
📅 - AWS Targets VMware Storage Migration With NetApp Automation - Amazon Web Services is bringing NetApp storage into AWS Transform, giving enterprises a more automated route for moving VMware workloads and attached block storage into Amazon FSx for NetApp ONTAP. The change folds storage into coordinated migration waves with compute and networking, reducing separate tooling while steering more infrastructure directly toward managed Amazon Web Services storage services.
The change matters because storage has remained one of the more awkward parts of large VMware migrations. Compute can be rehosted relatively quickly. Networking can be mapped and rebuilt. Storage often drags a separate toolchain, replication process, testing cycle, and cutover plan behind [...]
📅 - Equinix Expands Colocation Role With Distributed AI Inference - Equinix will launch a distributed enterprise inference service with NVIDIA and Together AI in early 2027, placing open-model AI workloads across its global data center footprint. The move targets a growing enterprise problem: inference performance, cost, governance, and data location are colliding as companies move from AI experiments into production systems spanning clouds, networks, users, and jurisdictions.
The service, called Equinix Inference Exchange, combines NVIDIA Enterprise Reference Architectures with Together AI software supporting more than 200 open models, while Equinix provides the physical infrastructure, cooling, operations, and network fabric. The architecture can [...]
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