Navigating Supply Disruptions Generated by Rising AI Waters

The GenAI boom has made hardware hot, both literally and figuratively. Unfortunately, the huge demand for infrastructure has completely disrupted the supply chain for chips, memory, and disk, making it nearly impossible to get the sort of hardware you need to run enterprise IT workloads–let alone HPC or AI jobs–without breaking the bank. So how…

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Microsoft releases open-source tools to operationalize AI agent safety

Microsoft has open-sourced two new tools aimed at bringing AI safety checks much earlier into the agent development lifecycle. The tools, called Rampart and Clarity, were announced this week as part of Microsoft’s broader push to operationalize safety engineering for agentic AI. “We built these tools because we believe that AI safety has to become…

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AI at scale: What engineering teams are confronting

For the past few years, enterprise AI conversations have been dominated by optimism: bigger models, more pilots, faster automation. The prevailing assumption was simple — pick the right AI platform and progress would follow. Reality has been far less forgiving. Most IT leaders have discovered that production AI is significantly harder than early experimentation suggested….

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Angular Signal Forms: From event pipelines to signal-driven state

Forms are often the most state-heavy part of a front-end application. They capture user input, run validation logic, track interaction states, and coordinate how changes propagate through the UI. As forms grow larger, with multi-step workflows, conditional fields, and asynchronous validation, the amount of code required to keep everything synchronized increases quickly. Angular has introduced…

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Most B2B marketing organizations are not short on activity. They are short on learning.

Campaigns keep shipping. Dashboards keep glowing. But scratch the surface and a harder truth emerges: Many teams repeat last year’s playbooks while markets, buyers, and channels move faster than they do. The risk is not doing too little. It is learning too slowly. That risk is rising. The majority of firms now default to playing it safe, while…

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