Red Hat Links Agentic AI Infrastructure to Platform Control

Everyone's Talking About AI Agents. Infrastructure Is the Real Challenge Ahead.

When electricity first reached factories, most owners did the obvious thing. They pulled the steam engine out and dropped in a single electric dynamo, wired into the same shafts and belts, on the same floor layout built decades earlier for steam. It was faster and cheaper than rebuilding. On paper, it looked like progress. Productivity barely moved. It took roughly a generation before anyone asked the real question: not how to power the old floo…

From Tokens To Tasks: Why Agentic AI Changes The Infrastructure Conversation

At 8:42 a.m., a developer opens her laptop to a red build, a failing test and a release branch waiting. Instead of combing through logs, commits and repo history herself, she gives an AI coding agent a simple instruction: “Fix the failing test. Find the bug, patch the code, run the tests and summarize what changed.” A few keystrokes and a sip of tea later, the agent returns a tested patch and concise explanation. To the human, it feels like fast…

Red Hat links agentic AI infrastructure to platform control

As agentic AI infrastructure moves from experimentation into production, enterprises are confronting a more complex question than which model to use: how to control the cost, data exposure and infrastructure supporting production AI applications. That shift is pushing organizations to rethink how much they should rely on public cloud AI services alone, especially as agentic […] The post Agentic AI infrastructure shifts enterprise focus from mode…

The Infrastructure Behind AI ROI: Why Agentic AI Demands Composable Architecture

New enterprise technology research ties measurable AI returns directly to how open and modular a company's systems are.

Cisco’s 90K Agent Rollout: The CFO Math Behind Full-Workforce Agentic Deployment

The Economics of Scale Starting at the end of July 2026, Cisco is deploying personalized AI agents to its entire 90,000-person workforce. This is not a pilot program; it is a standardized infrastructure shift intended to change how the company produces work. To manage the massive volume of requests from 90,000 users, Chief Product Officer Jeetu Patel has implemented a model routing mechanism. This system directs complex, high-stakes tasks to exp…