Without the Transmission Control Protocol (TCP), the web would cease to
 function properly. Acting much like a crossing guard, the TCP regulates
 internet traffic to ensure that online congestion is kept to a minimum.
 A number of different algorithms have been put to use over the years 
but ultimately they all share the same limitation: they are designed by 
humans and base decisions around in-built assumptions about the network.
According to PopSci,
 researchers at MIT have developed Remy, a computer program designed to 
produce congestion-controlling algorithms that adapt to the current 
usage scenario. The end result is an internet service that is two to 
three times faster than what is currently available today. In order to 
churn out such impressive speeds, the system makes use of several 
user-fed inputs. For example, Remy needs estimates on the required 
bandwidth, the number of simultaneous users, and how intensive the 
programs will be.
For the sake of time, Remy tries to focus on the most important network
 tweaks. Even by simplifying the algorithm process and prioritizing 
certain characteristics, the selection program can take anywhere from 
four to twelve hours to compute, and will spit out more than 150 
if-x-then-y rules for operating.
Hari Balakrishan, an author of the MIT paper, explained the motivation
 behind the computer-driven system. “When you have even a handful of 
connections, or more, and a slightly more complicated network, where the
 workload is not a constant—a single file being sent, or 10 files being 
sent—that’s very hard for human beings to reason about. And computers 
seem to be a lot better about navigating that search space.”
So how effective is this MIT brainchild? Early studies show that the 
automated crossing guard increases throughput for a cell network by 30 
percent, and delays are reduced by 25 to 40 percent. Although these 
figures are encouraging, we must remember that these tests have only 
been conducted in a lab setting.
Until Remy demonstrates success in the real open internet, the concept 
is little more than an intriguing hypothesis. Only time will tell it's 
true importance to the scientific community, as well as to the general 
public.
source 
MIT develops automated TCP algorithms, tripling internet speeds
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