650 Group
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We started 650 Group to provide our subscribers and customers with a unique perspective on the industries we research. Our team has decades of experience researching our focus industries and in roles at companies similar to the ones we cover. We research the data center, communications and Information Technology markets. Source
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| Language | English |
| Country | United States of America |
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Recent Articles
Search ArticlesGrok Bot: Always-On Agent Compute and the Infrastructure It Demands
by Chris DePuy / August 30, 2026 On August 11, 2026, xAI introduced Grok Bot, an early-beta product it frames as a roster of always-on AI agents that each run on a cloud computer of their own, sign into the customer’s existing tools, and carry multi-step jobs through to completion without supervision, the company announced. We think the launch is significant less for the agent itself and more for what it signals about a new and persistent class of AI compute demand.
Mixture of Experts and Disaggregated Architectures Are Rewriting the Rules of Network Infrastructure
Introduction GPU performance from 2025 through the end of the decade is growing exponentially, but the more fundamental driver of infrastructure change is what is happening to the models themselves.
Cato Networks Pivots to Agentic AI Security as ARR Passes $415M
In recent weeks, Cato Networks made clear it is deepening its position in AI security while building on its SASE foundation. The company launched Agentic Threat Prevention, disclosed two critical vulnerabilities in the Cursor IDE through its Cato AI Labs, and reported that annualized recurring revenue has now passed $415 million, up 42% year over year.
Celona Launches Orion, an Agentic Converged Wireless Platform
Celona today announced Orion, a new enterprise platform that unifies private 5G, Wi-Fi, public cellular, and satellite into a single wireless fabric designed for AI-native operations. Celona is positioning Orion as its Agentic Converged Wireless Platform, creating a new category that brings together previously separate wireless domains under a unified management and policy framework.
Cribl Announces AI Observability at Black Hat
At Black Hat USA 2026, Cribl unwrapped a set of AI-era security capabilities for its existing platform. The headline is the AI Observability app, which puts token counts, spending, model uptake, and risk into a single view across teams and applications and flags sensitive data as it enters prompts and traces.
Full Stack Security and AI Job-ID-aware Segmentation: Cisco Raises the Bar for AI Fabric Efficiency
Introduction AI clusters deliver value only when GPUs stay productive. Too many installations still run below 30-50% utilization because networks cannot keep up with job dynamics, tenant sprawl, and constant workload movement. While that number improves with time, those early idle times can quickly move to millions of dollars of waste or project delays. Security that lives only at the perimeter adds friction without solving the real problem.
Cribl Enters SIEM Security Market
This week, Cribl announced it is acquiring CardinalOps, an agentic detection-engineering company, in a move that extends the firm beyond pipeline and routing into security operations. In the press release, Cribl positions itself as the AI Platform for Telemetry and frames the deal as adding detection capabilities that help customers improve threat coverage, lower data costs, and strengthen SOCs — creating a flexible path toward replacing legacy SIEM architectures.
AI Networking Market Set to Surpass $200 Billion as Heterogeneous Full Stack Solutions Scale
DriveNets New Funding Round Helps Meet Customers Demands for AI Fabrics Introduction DriveNets just closed a $410 million funding round at an $8 billion valuation. The company enters this new phase with cash flow-positive operations, validated AI reference designs, including one recently published with AMD, and production deployments already running at large-scale AI data centers and the largest service providers.
Belden Announces Agreement to Acquire RUCKUS Networks: A Strategic Leap into Full-Stack IT/OT Networking
Today, April 30, 2026, Belden announced a definitive agreement to acquire RUCKUS Networks from Vistance Networks for approximately $1.85 billion in a transaction expected to close in the second half of 2026, subject to customary closing conditions and receipt of applicable regulatory approvals. The outside date for closing is January 31, 2027 (extendable by up to 3 months due to certain regulatory delays).
AI Networking Will Ramp As Enterprise Wi-Fi Access Points Move Into the Wi-Fi 8 Era
We believe that AI networking will ramp, especially as enterprise Wi-Fi access points move into the Wi-Fi 8 era. The movement will happen as new Wi-Fi 8 Systems on Chips (SOCs) begin to incorporate inference capabilities. This will be used for enhancing channel selection and device connectivity at access points. Inference will also be used to manage telemetry gathering so that not all telemetry needs to be sent to controllers or to the cloud.