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DevOps automation: From event-driven automation to answer-driven automation [with causal AI]

Dynatrace

The evolution of DevOps automation Since the concept of DevOps emerged around 2007 and 2008 in response to pain points with Agile development, DevOps automation has been continuously evolving. With swift precision, an answer-driven automation solution that uses causal AI can transform these metrics into invaluable insights.

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The Surprising Effectiveness of Non-Overlapping, Sensitivity-Based Performance Models

John McCalpin

This data is from the 2007 presentation. It is not surprising that there is a lot of scatter, but the factor of four range in Peak MFLOPS at fixed SPECfp_rate2000/core and the factor of four range in SPECfp_rate2000/core at fixed Peak MFLOPS was higher than I expected… (Also from the 2007 presentation.)

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Alpha Returns Require an Alpha IT Capability

The Agile Manager

Worse, we have often allowed “results” to act as a surrogate for an assessment of IT effectiveness , but looking exclusively at results is often incomplete, and there is a high degree of latency between results data – the quality of delivered IT systems – and capability development. IBM Institute for Business Value, July 2007.

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How To Measure the Working Set Size on Linux

Brendan Gregg

This is the working set size metric. My tool does this using /proc/PID/clear_refs and the Referenced value from /proc/PID/smaps, which were added in 2007 by David Rientjes (thanks). For large processes (> 100 Gbytes) this duration of higher latency can last over 1 second, during which this tool is consuming system CPU time.

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How To Measure the Working Set Size on Linux

Brendan Gregg

This is the working set size metric. My tool does this using /proc/PID/clear_refs and the Referenced value from /proc/PID/smaps, which were added in 2007 by David Rientjes (thanks). For large processes (> 100 Gbytes) this duration of higher latency can last over 1 second, during which this tool is consuming system CPU time.

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Progress Delayed Is Progress Denied

Alex Russell

Another window into this question is provided by the Web Confluence Metrics project. Since 2007, support for these features has barely improved. For heavily latency-sensitive use-cases like WebXR, this is a critical component in delivering a good experience. This adds to the expense of developing for iOS. Converging Views.

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