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How Large Language Models Work: An Implementation-Level View

Large Language Models are incredibly complex – and it takes examining many facets to understand how to best implement them to solve real-world problems. One could look at it from the design perspective (layers, heads of attention, vocabulary size), the training perspective (vast data + calculus), or even through the lens of the inference math (matrix […]

Thinking Outside the Box with Cisco DNA Center

What other applications does DNA have?Cisco’s DNA Center appliance is generally talked about in the context of SD-Access (SDA), but SDA is a complex technology that involves significant planning and re-architecture to deploy.  DNA Center is not just SDA, though – it has multiple features that can be used on day 1 that can cut […]

Automation With Roomkit

Recently, a customer came to us with an interesting problem with their Room Kits… The Challenge Our client has many Cisco Room Kit installations ranging from large training areas on the Room Kit Pro, to some smaller conference rooms and huddle spaces. Most multi-display video systems have two or more same-sized televisions, generally right next […]

Application Hosting on the Catalyst 9000 Series

Two of the lesser known yet extremely useful features present in the Catalyst 9000 and many other route/switch products in Cisco’s lineup are Guest Shell and Application Hosting. Both of these features rely on Cisco’s use of Linux as an underpinning of their various network OSes and the use of x86 CPUs for their devices […]