machine-scale time

Machine-scale time refers to the time scale at which computers operate, which is significantly faster than human perception of time. For instance, a computer can process information and execute tasks in nanoseconds, a speed that is incomprehensible in human terms. This is why, to computers, human activities seem to occur at a geologically slow pace[9].

In the context of "real-time", machine-scale time is relevant because it determines the speed at which a system can respond to real-time events. For instance, in a real-time system, the speed at which a computer can process data (machine-scale time) will determine how quickly it can respond to inputs or changes in the environment.

Moreover, the concept of machine-scale time is also relevant in the context of scaling computing resources. For instance, in cloud computing, resources can be scaled up or down in response to demand, a process that can occur in real-time. This is often referred to as auto-scaling, and it involves dynamically allocating computational resources based on the load to a server farm or pool[4][7][10][13].

In summary, machine-scale time refers to the incredibly fast pace at which computers operate, while real-time computing involves systems that respond to inputs or events within a specific time frame. The intersection of these two concepts is crucial in many modern computing applications, from real-time control systems to cloud computing.

Citations:

[1] https://en.wikipedia.org/wiki/Time_standard

[2] https://en.wikipedia.org/wiki/Real-time_computing

[3] https://blogs.loc.gov/thesignal/2014/01/machine-scale-analysis-of-digital-collections-an-interview-with-lisa-green-of-common-crawl/

[4] https://avinetworks.com/glossary/auto-scaling/

[5] https://www.futurelearn.com/info/courses/embedded-systems/0/steps/64783

[6] https://news.ycombinator.com/item?id=19445483

[7] https://www.techtarget.com/searchcloudcomputing/definition/Microsoft-Azure-VM-Scale-Sets

[8] https://www.sciencedirect.com/topics/computer-science/real-time-computing

[9] https://blog.codinghorror.com/the-infinite-space-between-words/

[10] https://learn.microsoft.com/en-us/azure/virtual-machine-scale-sets/virtual-machine-scale-sets-autoscale-overview

[11] https://www.techopedia.com/definition/16991/real-time-computing-rtc

[12] https://jcp.org/aboutJava/communityprocess/pfd/jsr310/JSR-310-guide.html

[13] https://k21academy.com/microsoft-azure/admin/virtual-machine-scale-sets/

[14] https://www.suse.com/suse-defines/definition/real-time/

[15] https://www.jstor.org/stable/43621773

[16] https://www.pragimtech.com/blog/azure/virtual-machine-scale-sets/

[17] https://www.intel.com/content/www/us/en/robotics/real-time-systems.html

[18] https://calmtech.com/human-scale

[19] https://www.techtarget.com/searchdatacenter/definition/scalability

[20] https://en.wikipedia.org/wiki/Real-time

[21] https://www.archdaily.com/949912/beyond-human-scale-designing-for-ecosystems-migration-and-machines

[22] https://en.wikipedia.org/wiki/Geologic_time_scale

[23] https://link.springer.com/chapter/10.1007/978-1-4615-3978-0_1

[24] https://wrathofgnon.substack.com/p/the-human-scale-part-iii