Research Notes

Marvell to Acquire Lumentum

Marvell’s $115 billion all-stock deal for Lumentum explained, covering strategic rationale, Qualcomm’s AWS optics challenge, and what it means for AI networking buyers.

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Oracle Deep Trust AI Architecture

Oracle Deep Trust AI Architecture moves access control and business rules into the database to govern AI agents. See how it compares with Snowflake, Databricks, and AWS.

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llm-d 1.0 Open Distributed Inference for Production AI

The llm-d project recently released version 1.0, the first stable release of an open-source, Kubernetes-native framework for distributing large language model inference across fleets of accelerators. llm-d sits above inference engines such as vLLM and SGLang, adding routing, cache management, and scheduling across model servers.

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Veeam Intelligent ResOps for Microsoft 365

Veeam announced that its Intelligent ResOps (iResOps) for Microsoft 365 is now generally available. The product is an add-on to Veeam Data Cloud for Microsoft 365 that discovers Microsoft Copilot and other AI agents within a tenant, maps the sensitive data each agent can access, identifies redundant, obsolete, and trivial (ROT) content, and allows administrators to reverse agent-driven file changes, one file at a time.

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