high_scalability high_scalability-2012 high_scalability-2012-1355 knowledge-graph by maker-knowledge-mining
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Introduction: All in all this is still my favorite post and I still think it's an accurate vision of a future. Not everyone agrees, but I guess we'll see..."But it is not complicated. [There's] just a lot of it." \--Richard Feynmanon how the immense variety of the world arises from simple rules.Contents:Have We Reached the End of Scaling?Applications Become Black Boxes Using Markets to Scale and Control CostsLet's Welcome our Neo-Feudal OverlordsThe Economic Argument for the Ambient CloudWhat Will Kill the Cloud?The Amazing Collective Compute Power of the Ambient CloudUsing the Ambient Cloud as an Application RuntimeApplications as Virtual StatesConclusionWe have not yet begun to scale. The world is still fundamentally disconnected and for all our wisdom we are still in the earliest days of learning how to build truly large planet-scaling applications.Today 350 million users on Facebook is a lot of users and five million followers on Twitter is a lot of followers. This may seem like a lot now, but c
sentIndex sentText sentNum sentScore
1 The basic argument that we'll be exploring in this article goes like this:As more of the world of people and things come on-line and become interconnected, the driving force for applications will be the need to acquire the expertise and resources necessary to planet-scale at an affordable cost. [sent-65, score-0.519]
2 To make the diverse and the continuously changing set of compute resources in the Ambient Cloud available to applications in real-time, compute resources will be traded in ways similar to how automated trading works in financial markets. [sent-73, score-0.715]
3 Creating planet-scaling applications is so resource intensive, and web applications provide such a low profit margin, that applications will be forced to be opportunistic and make use of resources from wherever they can be found. [sent-76, score-0.56]
4 By applications becoming black boxes that operate in a global Ambient Cloud composed of wildly different legal and political situations, applications begin to form a separate class of entity, with their own need for economic and political representation. [sent-77, score-0.519]
5 Some will reside in datacenters, but compute resources can be anywhere, not just in the datacenter, we'll actually see the bulk of compute resources live outside of datacenters in the future. [sent-170, score-0.569]
6 Once found the application will have to reorganize on the fly to use whatever new resources it has found and let go of whatever resources it doesn't have access to anymore. [sent-174, score-0.41]
7 In the past applications were designed to make use of fixed cost resources (racks, servers, SANs, switches, energy etc) that were incrementally increased in largish allotments acquired through an onerous management processes. [sent-194, score-0.365]
8 Opportunities for Loss in Algorithm ChoicesThis quaint and anachronistic static view of the world changes completely under cloud computing because of one innovation: variable cost usage-based pricing. [sent-198, score-0.345]
9 We are, however, starting to see multiple cloud options, we are starting to see multiple SaaS offerings for services like cloud storage, and we are still in just the very earliest stages of the Ambient Cloud. [sent-230, score-0.357]
10 A rich and varied supply of compute resources on which to base a market is still in the future, but it is under construction. [sent-231, score-0.348]
11 Each of us will have a surprisingly large pool of resources to put into the market: smart phones, smart houses, smart appliances, smart cars, smart prosthetics, PCs, laptops, energy, and so on. [sent-242, score-0.627]
12 Step up a level and companies will have smart buildings, smart fleets, smart networks, smart sensors, datacenters, and so on to contribute into the pool. [sent-243, score-0.396]
13 The muscular forces of globalization and the proliferation of things and people into dense social networks will only drive a few specialized applications into the arms of a few dominant platform vendors. [sent-471, score-0.356]
14 Let's compare the collective power of PCs + smartphones + smart grid + smart everything + BANs with the traditional cloud: it's trillions against many 10s of millions. [sent-648, score-0.391]
15 Plura is an excellent example of how these resources can be used as a compute grid, the next step is think of all these resources can be used as an application runtime. [sent-676, score-0.375]
16 The wide variety of different clouds and different compute resources will make it difficult to come up with a true standardization layer. [sent-765, score-0.356]
17 Gordon is asystem architecture for data-centric applications that combines low-power processors, flash memory, and datacentric programming systems to improve performance for data-centric applications while reducing power consumption. [sent-884, score-0.391]
18 The reason why I think a market is so critical to the Ambient Cloud is because I think it's the only way to make the dynamic pool of exponentially growing compute resources available to applications. [sent-1029, score-0.404]
19 Since the resources are dynamic there needs to be some sort of exchange set up to allow applications to know when new resources become available and search for existing resources. [sent-1031, score-0.513]
20 As crazy as this may sound, I think this is also the direction applications will need follow to survive in a complex world of billions of compute devices. [sent-1041, score-0.358]
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