Sunday, May 12, 2019

The Death of Moore's Law Is Changing The World

Moore's Law is dead. The effect of this event are far more significant than is commonly acknowledged, and has global implications that will fundamentally change our society. The rise of China as a superpower, the end of America's global dominance, rising inequality, and growing populist resentment can all be traced back to Moore's law. Looking even further ahead, the death of Moore's law may suggest that we are entering an extended period of extremely slow human development, a neo-dark age. Whether this period lasts 10 years, 100 years, 1000 years is anyone's guess, and is unpredictable.

This dire prediction is a large leap, one that many are hesitant to make. But it follows from a careful understanding of the ramifications of Moore's law and how it has been baked into almost every facet of society.

What is Moore's Law
Moore's Law is not a law at all. It was an observation made in 1965 by Gordon Moore, co-founder of Intel, that the number of transistors on a computer chip doubles every 18 months. The number of transistors on a computer chip is loosely correlated to the speed of a chip. A computer chip with double the number of transistors, can often do roughly twice as much as the previous chip.

Thus, Moore's Law implied that computer performance would grow exponentially. Roughly every 18 months, computer chips would double in performance. Moore did not provide much reason why this was the case, he just noticed an existing trend.

What made this Law famous and well known, is that for 50 years, it turned out to be true. For decades since this "Law" or more precisely "prediction" was made, computer chip performance has indeed improved exponentially.


For the last 50 years, this prediction has been working, but now it is
Many suspected that this doubling every 18 months could not continue indefinitely.

What is Exponential Growth
Exponential growth is something increases in size as a percentage of its current size. These curves grow exceedingly quickly, and while it's possible that they can exist over a certain period of time, they are inherently unsustainable. One of the better known examples of the extreme growth of exponential curves was illustrated by a 1000 year old wheat and chessboard problem.

Many centuries ago, a chess player challenged a king at a game of chess. If the challenger won, all he would ask for is a single grain of race on the day that he won, and that every day after he would get double the previous day, for as many days as there are on a chess board. The first day, he would get a single grain, the second day he would receive 2, the third day 4, the fourth day 8, and so one. The King, rich by controlling large fields rice, laughed at the challenger, believing that the he could easily pay such a wager.

As the story goes, the challenger won, and the King was obliged to pay. The first handful of days, paying the challenger was a triviality. However, the King foolishly underestimated the power of exponential growth, doubling over a fixed period of time. After just a few weeks, those handful of grains would turn into thousands of tons of rice. After the full 64 days, it word turn many billions of tons of rice, bankrupting the king.

The moral of this well known story is two fold: First, exponential growth is exceedingly fast, faster than most people can intuitively comprehend. The second, is that it is unsustainable. Had the wager continued for 100 days instead of just 64, the King would need to give the challenger enough rice to equal the weight of the entire planet earth.

Exponential Growth in Computer Chips is Not Just about Computer Chips
Anyone who has lived through the years 1960 to roughly 2010 has experienced exponential growth. For many decades, society has marveled at the speed of innovation. Though everyone would grumble about having to replace their computer ever two years because their previous one had become obsolete, these complaints had an element of pride that technology was improving rapidly.

However, the exponential growth in computing power through the latter half of the 20th century was not just about appeasing computer enthusiasts marveling at the wonders of technology, it had significant real-world impact.

Computers have fundamentally changed how companies do business. Obvious examples are spreadsheet applications, which fundamentally changed accounting. However, computers effected every industry in existence. Airlines could become far more efficient by finding ways to pack more people on to a plane. Customer support operators could handle far more requests by more efficiently routing questions. Farmers could better predict crop outcomes using more advanced computer intensive weather models. Brands could create global reach almost instantly, in what would have previously been a major labor intensive effort. 

In short, computer chips affected almost every facet of commercial business. A single person could do much more with a computer in front of them than on their own, they could be far more efficient. 

Why Efficiency Matters
A common measure of the power and wealth of a country is its Gross Domestic Product. One way of calculating a country's GDP is multiplying the number of people in a country with the average amount that they produce, often approximated by their take-home pay.

Thus, a country's GDP can be increased by either increasing the population, or by causing each person to produce more on average. Short term variations, i.e., 10 years, can occur due to cyclical credit cycles, but averaged out over decades, productivity and population largely determine GDP.

The growth of the U.S. economy in the latter half of the 20th century is largely attributed to these two factors: the population increased, and the output per person also increased.

There aren't too many ways to make an individual output more. Sure, they can either work longer hours, but more commonly, they can use tools that allow them to do more in the same amount of time. A mechanic with a power drill can get things done much faster than one with a screw driver. An accountant with a spreadsheet can work much more quickly than one using pencil and paper.

What has Historically Driven Increased Efficiency
Two events have dramatically improved worker productivity over the last 150 years: the industrial  and information revolution. Trains allowed the same number of humans to move far more goods than guides on horseback. Instant global communications have allowed businesses to react far more quickly than relying on postal mail.

Both the industrial revolution, which occurred roughly from 1850 to 1950, and the information revolution, which occurred roughly from 1960 to 2010, are called revolutions precisely because change occurred at an exponential rate.

Coming Up:

  • Why exponential improvements allow everyone to improve;
  • Why exponential improvements to computer chips were the bedrock of increased efficiencies over the last 50 years;
  • Why these improvements are hitting a wall;
  • How the market has responded to this wall; 
  • How capital and labor are affected to the end of exponential productivity growth;
  • How developing countries are affected by the end of exponential growth, and what it means ofr the U.S.
  • What does all this mean for long term human development.


The Death of Moore's Law is Changing the World - Short Version

Moore's law has lead to exponential computational growth over the past 50 years, but it's been dead since roughly 2010. The consequences are incredibly important, and listed below in reverse chronological order (future events come first, past events come last):

  1. Increased global income inequality;
  2. The rise of China's influence at the expense of the U.S.'s leadership hegemony;
  3. Increased tension between workers and capitalists;
  4. Worker productivity becoming flat;
  5. Stagnant technological innovation in computers and healthcare;
  6. More reliance on branding, advertising, and influence as a marker of value;
  7. Greater reliance on custom computer chips (ASICs) rather than general purpose processors;
  8. The transition to cloud computing;
These issues, some which have already happened, and some which will happen, are a direct result of the death of Moore's law. I don't have space to put out an explanation right now, but will try to follow up.

Friday, July 14, 2017

Moore's Law is Dead

My current laptop is three years old, a then top-of-the-line Dell XPS 15. After three years, I felt I could use an upgrade, so naturally I went to dell.com to check out the latest and greatest XPS 15. The newer edition sports a nicer screen and the RAM is up-gradable to 32GB instead of 16, but the other specs are pretty similar.

Perhaps the most disappointing aspect of the newer XPS 15 laptop is the CPU. The new XPS 15 uses an Intel Core i7-7700HQ, whereas my three year old XPS 15 uses a i7-4702HQ. According to cpubenchmark.com, the newer chip gets a speed score of 8987 whereas the older chip gets a speed score of 7523. That's less than a 20% improvement in speed after three years of R&D. Even worse, the newer chip uses a 45W of power whereas the older one used 37W, which is more than a 20% increase in power usage and battery depletion. Obviously, it's unclear whether we can rely on cpubenchmark.com as a linear description of performance, but that is ostensibly the purpose of the benchmark.

I pretty saddened that after three years of developing the latest and greatest chips, it seems that Intel has only increased speed to the detriment of power usage.

Wednesday, October 24, 2012

Django + Google App Engine + MapReduce

If you're using Django-nonrel on Google App Engine, mapreduce will not work out of the box. I put a bit of work getting it running. Fortunately, I was not the first. This blog post suggests some code to get you started and allow you to run a mapper on all of our entities.  Unfortunately it only allows you to map app engine entities, not Django entities.  The code below fixes that issue. It works in a similar way, but performs a Django "get" before running the mapper to convert a key into a Django entity. This adds a bit more overhead; one more get per map.

class DjangoEntityInputReader(AbstractDatastoreInputReader):
'''
 An input reader that takes a Django model ('app.models.Model') 
 and yields entities for that model
 '''
 def _iter_key_range(self, k_range):
   query = Query(util.for_name(self._entity_kind)
            ).get_compiler(using="default").build_query()
   raw_entity_kind = query.db_table
   query = k_range.make_ascending_datastore_query(
            raw_entity_kind, keys_only=True)
   for key in query.Run(config = datastore_query.QueryOptions(
                              batch_size=self._batch_size)):
      yield key, eval(self._entity_kind).objects.get(pk=key.id())


 @classmethod
 def _get_raw_entity_kind(cls, entity_kind):
   '''
   A bit of a hack, returns a table name based on entity kind.
   '''
   return entity_kind.replace(".models.","_").lower()


To use code above, you would place the above class in your views.py and use the following in your mapreduce.yaml:

- name: My mapper

  mapper:

    input_reader: myapp.views.DjangoEntityInputReader

    handler: myapp.my_mapper

    params:
    - name: entity_kind
      default: myapp.models.MyModel

That's all you need to get mapreduce up and running, but there is an additional problem.  Mapreduce uses a property called "__scatter__" to scramble up the entities and assign them to a proper map reduce shard.  However, Django does not have the __scatter__ property, so what happens is that all of the entities get assigned to a single map reduce shard. You do not get to enjoy the massive parallelism of mapreduce. In order to make the change, you'll need some code of mine, which I posted here. Feel free to please contact me if you have any questions.

Sunday, September 30, 2012

PACER API with REST Interface Released

I had previously written a short blog entry on my open source PACER API. The open source project is ongoing, but I have recently devoted my efforts to Docket Alarm and its online PACER REST API, which is now substantially complete.

Docket Alarm's API allows users to search for docket information from Federal courts and pull the information using a simple REST interface.  The API has a wide variety of potential applications, especially for due diligence.  For example, an application that assists in originating loans could use the API to automatically look up a potential creditor's bankruptcy or litigation history.

The API can search by name, geographic location, date range and a number of other fields.  Additional fields can be added by request.  Once a search is complete, the API can access the case's docket text and associated meta-data. The meta-data contains fields like the judge's name, all of the party names, and the lawyers associated with each party. Finally, the API allows you to pull individual documents as PDFs.  Put together, it is a relatively complete set of features for a variety of applications.

The API only exposes a small subset of the features the features available on the greater website Docket Alarm.  If requested, additional features can be added.

The API specification is currently live and fully documented. Documentation is located here. If you are interested in using this feature, please let me know.

Tuesday, April 10, 2012

9th circuit rules that violating a website's terms of service is not criminal.
http://ping.fm/8Ei07

Monday, January 23, 2012

U.S. Courts PACER: An Accessible, Open-Source API

Get Access to All Information on the U.S. Courts Docketing System

Anyone who has tried to look up a court case on a government website has run into the Public Access to Court Electronic Records system, or as everyone calls it: PACER. I have developed and just released a new API, that gives programmers access to all public information on the U.S. Federal Courts docketing system.

Features include:
1. Search for cases by party name, docket number, and filing date.
2. Retrieve the names of parties to a case, their attorneys, and law firms.
3. Download the entire docket of a particular case.
4. Download pdfs of individual filings and their attachments.
5. Keep track of costs of each PACER transaction.
Right now, there are hooks into all Federal District Courts, most Appeals Courts, most Bankruptcy Courts and also the I.T.C. I am not aware of any other service or API which offers something similar for the I.T.C.

This project does not make PACER free. It still costs $0.08 per page (which can add up quickly). Although the API works perfectly as stand-alone python, it can plug into Django (or any other python framework) very easily. There are also hooks (and some meager documentation) to make it work on google app engine.

Also note that this project is released under the AGPL, a free and open-source license, but one which requires you to open-source your code if you use it in a program or a web-app.

The project can be found:

I am building a web-service which exposes a REST API to PACER and it will use this open-source API. If you are interested in learning more, let me know.

Tuesday, September 27, 2011

Studying hard? Check out my friend's flashcard app: www.kleio.info

Wednesday, September 14, 2011

Found a mirror for android source despite kernel.org (and android.git.kernel.org) being down: http://ping.fm/MXbba

Friday, September 9, 2011

First time a hacking incident directly effected my productivity... kernel.org is down, no more android source.

Thursday, July 21, 2011

What is s.nsdsvc.com?

I have been getting a bunch of hits from http://s.nsdsvc.com/App/DddWrapper.swf?c=3. The hits seem like real people, not robots. But there's nothing on that website. Their whois information is private. If you go to that page you just get a blank flash script (is it blank?). Some random post mentions it and it seems to be related to adobe, but that may be just because it's a ".swf". Anyone have any better ideas?

My guess is that it's a script for bouncing people from one site to another, but I really have no idea.

Thursday, April 14, 2011

Trend Micro is Recording Your Every Mouse-Click

Many of us use some sort of anti-virus protection. One of the more popular products is Trend Micro. After a bit of investigating, I have concluded that once you install a Trend Micro anti-virus product, their software records every link that you click on the internet and sends that information back to Trend Micro servers.

Recommendation: Trend Micro is Spyware. Uninstall it immediately.

Investigation - Odd Website Behavior:

I run a small website. I am kind of obsessed at making sure my site is operating properly and I monitor the logs closely. I started noticing some unusual activity.

To access a large part of my site, you have to be logged in. However, I started noticing requests from users who were not logged in; it appeared they were clicking on links that required them to be logged in. For example, if someone wants to search the database on my site, they must first log in. I saw quite a bit of activity of people who were not logged in trying to search my database. A normal user would never normally do this because in order to get to the search page, you must first log in. When a user tries to search without logging in, the search fails and returns an error message. (Note: It could also happen if the user logs in, keeps their browser open until their session expires and does a searche. However, this is relatively uncommon and was not happening with the frequency I was seeing).

A Possible Connection to Trend Micro

The strange activity got kept on happening over and over again and it got me suspicious. I checked the IP addresses of the users that did these types of searches. I found that several different IPs contributed to the vast majority of these types of errors. I did a reverse DNS on the IP address and I found that every single one of them comes from a Trend Micro server.

I thought that was strange and I wondered why or how Trend Micro was clicking around on my site. Then I noticed that every single one of the queries that came from Trend Micro, was done by a real logged-in person earlier. Sometimes a user would do it days earlier, sometimes hours. But there was no truly unique request coming from Trend Micro.

I then noticed that my site was getting requests to the administrator area. These areas are unexposed to the open internet and should only be accessed by me. I had an "ah ha" moment when I saw that Trend Micro is the installed anti-virus program on my work computer, where I occasionally view the administrator pages.

I have to conclude that Trend Micro is recording the requests from every user that has installed its software. The software must record the user’s internet requests and send them to Trend Micro. Then Trend Micro re-runs them again, probably to do some security analysis.

I have no idea what else Trend Micro is recording. The only thing I know for certain is that they record what you click on the internet. However, it is certainly possible, and based on Trend Micro's past behavior it is probable, that they are recording your every move on your computer.

An Explanation?

I searched the Trend Micro website and I could not find anything that actually discloses what they are doing. My guess however is that it is involved with the Trend Micro Smart Protection Network. The website says that it "[l]everag[es] cloud computing across Trend Micro's security solutions and services." However it does not say that it is tracking everyone's click and movement on the internet.

If Trend Micro is doing what it appears they are doing, it is a huge affront to your privacy and they may be violating the law. Users of any software should know what the software is doing and have an opportunity to turn it off. Trend Micro has not been upfront with their reprehensible behavior.

IP Addresses

Below are some of the IP addresses where I noticed this traffic. All of them are registered to Trend Micro. The 150.70.x.x IPs are registered in Japan and the 216.104.x.x IPs are registered in Cupertino, California.

  • 150.70.172.107
  • 150.70.64.195
  • 150.70.75.27
  • 216.104.15.130
  • 216.104.15.138
  • 216.104.15.142
  • 216.104.15.134

There are probably more IPs than the ones listed above, these are only a snapshot from a couple of days. I am considering blacklisting them from my site.

Monday, March 21, 2011

Lincoln Lawyer: Just a big law-school hypo?

I just saw Lincoln Lawyer this weekend. It seemed like a good movie but I was not really able to enjoy it. The entire time it brought me back to my professional responsibility class, which I'm taking this semester. Throughout the two hour movie I could not stop analyzing the dozen or so legal ethics issues that popped up. Some of the issues are pretty clear cut: In the first five minutes, the lead protagonist intentionally delays his client's case because his client hadn't paid him. But other issues including attorney client privilege and conflicts are harder and the entire time my mind was racing through model rules of professional responsibility.

The movie is filled with plenty cliches and cheesy scenes (getting paid in cash by a motorcycle gang), but it also has some good ones too ("There is no client as scary as an innocent man.").

Overall a pretty good movie. But if you're a law student watching it, try to relax and enjoy rather than treating it like a law school exam.

Monday, February 14, 2011

Addicted to Logs

I released my website just a week or two ago. Since then, I've probably checked and rechecked the server logs a hundred times a day. I'm totally addicted. I now check them more than email. When I'm away from my computer I get nervous thinking about the activity I'm missing.

What I love the most is sitting there refreshing the logs watching a user's every move. I see what pages they click on and how long they stay on a page. I try to imagine them sitting there, reading the different blurbs and thinking about where to click next. When they inevitably navigate away from my site I wonder in agony why they would leave. Was the price too high? Does the site look too unprofessional or do they think it's a scam? Or is there some random browser bug on their system that caused it to be displayed improperly? I may never know. But I always blame myself.

But I continue hitting refresh. The unrelenting self-doubt wont stop me from eavesdropping on the next person who comes on the site. I'll change some text here tweak the layout there. I keep wanting to slash and burn whole areas of the site but I'm also too scared to touch it because it works sort-of.

I think I'll just stay here and keep watching.

Thursday, February 10, 2011

New Website

It can be difficult to keep your programming teeth sharp while studying in law school, but I've done just that. I'm happy to say that after learning a host of technologies (see previous post), my new website is largely complete.

The result is Resumé Launchpad. I got the idea for the website while applying to law firms during the end of my first year of law school. It's a tedious process. There are widely published databases containing the firm names, human resources representative names, and email addresses. So the process normally involves building a generic cover letter, copying and pasting the appropriate information into the cover letter, and blasting the email off.

When you first start, you try to customize the cover letter to each firm. It wouldn't be uncommon for me to spend a good twenty to forty minutes per cover letter. But after doing a dozen of these and receiving only form rejection letters, you begin to realize that quantity is more important that quality. Then you literally just modify the name of the firm and recipient and send the email blindly hoping for the best.

I ran into problems. I tried tracking everything in excel, but on several occasions I sent the my application to the same person twice. Worse than that, sometimes I would copy & paste incorrectly and get the firm's name, the recipient's name, or their gender wrong. After sending nearly a hundred cover letters like this, my programming instincts got the better of me and I decided to automate the process.

So I put together a database of legal employers from widely available sources (all legit). Then I wrote a python program which was kind of like a mail-merge on steroids; it could send hundreds of customized emails to various recipients stored in a local database.

Finally, the day of reckoning came. I put together my cover letter, resumé, and other attachments and let my program do its thing. I sent about three hundred emails in a couple of minutes. What would have taken me hours and days took only seconds.

It was successful. I got a number of interviews at some very prestigious firms. At the time, I didn't see it as a product, but more as a tool to make life easier for me. The idea to build a general-purpose web interface to my program started percolating.

The rest is programming history. I learned how to put together a modern complex site and two weeks ago I launched it to the world.

So if you're an attorney, law student, paralegal, or legal secretary and you're looking for legal work, check out www.resumelaunchpad.com.


Saturday, November 20, 2010

Websites....

I consider myself a pretty competent programmer. I can pick up a new language / programming environment in a day and hammer out a cool prototype within three or four days. So when I had an idea for a website, I jumped right in.

Let me start of at the end... the website works! It's in private beta right now and I hope to release it to all in a month.

But it's been a long hard slog; far more work than I imagined. The last website I built was circa 2001. It was really advanced for its time: simple javascript and flash animations! Now, in this Web 2.0 world, "simple" anything won't cut it. It's not just that javascript has changed and flash has been dropped. Today, the list of technologies to choose from to build a site is staggering.

But even if you don't want to learn everything, say you just want to learn enough to put something decent together; well you're still in for a steep learning curve. Here's the list of mandatory technologies I've had to either know or learn to jump into the Web 2.0 world:
  • Advanced Javascript - learning object oriented programming the javascript way is definitely something new. It isn't bad, there's a lot to like about javascript, just different.
  • HTML - Remember the days when tags like "center" and "table" were your friend? Forget it, you're just using div and span now.
  • CSS - I hate CSS. It isn't a programming language at all. It's fine for colors and sizes. But once you use it to do layout, your headaches will begin. It's an art more than a science and nothing feels deterministic:
    Do you use the "top" or "margin-top" attribute? Who knows, try both.
    Why do we have both inline and inline-block? Because we can.
    Unfortunately, CSS is the only thing out there that does what you want. You just have to swallow it.
  • python - Admittedly, I was already pretty well versed in python (i luv python). If you don't want python, you're going to have to learn PHP or one of the other web-programming languages.
And those are just the languages you'll need to learn. The fun really begins when you include all the libraries:
  • jQuery - Very cool, I must admit. But for the uninitiated, it's totally different from anything you've done before.
  • jQuery Plugins - There's a jQuery plugin for everything. Great. Unfortunately, its a new API you have to learn to do anything.
  • Django - The web-backend. Cool technology but pretty massive and you have to learn quite a bit of it to do anything. Oh, did I mention that to use Django you have to learn its own special html-markup language too? It can easily take a day of tutorials to get familiar with the system. I've been working with it for a month now and I've only started becoming comfortable.
  • Google App Engine - It isn't necessary to learn google app engine. But they're a ridiculously cheap web-hosting solution... actually, for most cases it's totally free. But they do things so totally different, that there is a nice learning curve. To start with, there is no file system. Enjoy.
And perhaps I forgot the biggest pain: compatibility between different browsers. Just when you think you put the final touches on your beautiful site, you check it out on a different browser and it looks like crap. I'm not a Microsoft-hater, but this experience has definitely left a sour taste in my mouth for IE and I haven't even tried the mobile browsers.

Moral of the story is that making a website is pretty complicated involving nearly a dozen technologies. But websites are the future (ahem, present) and it feels pretty gratifying being able to put a real-life site online.

More Employed U.S. Engineers!

I saw this article about China's new UAV drones, some of which are superior in some ways than America's. Most patriots probably have a knot in their stomach, concerned that China just beat us in one more thing.

Don't fret! Rejoice!

This is the beginning of a new arms race! No U.S. chief of staff will let some other country have something that flies faster, harder, or longer than our overly expensive aircraft. They're going to have to make something better. That in turn, means more big expensive projects and more employed engineers. Looking forward to it!

Friday, February 26, 2010

Bloom Energy Hype

There has been quite a bit of hub-ub about Bloom energy. Probably overly hyped. People have been making SOFC fuel cells for years. I don't know why he thinks he can make them so cheap.

If you want to see Blooms patents, everything is online:

http://tinyurl.com/BloomEnergyPatent

Monday, November 2, 2009

Posner off his Rocker

I usually enjoy reading the Posner-Becker blog for its great analysis of current events. But a recent post has really amazed me in its stupidity. The article is generally ok, but Posner makes two extremely ridiculous arguments.

First, Posner rants about how American's health care system is a result of "a large 'underclass' (corresponding to the residents of our inner cities) that is poor and has a very high murder rate and high infant mortality and a high incidence of AIDS and other diseases." As a federal judge, you would think that Posner would support his argument with some facts. As it turns out less than a quarter of the United State's poor live in cities. Most live in rural areas. Look a bit harder before blaming America's health problems on the urban areas.

Posner's next argument is that Europeans expect worse medical care than Americans because they are more "fatalistic." Posner has no idea what he is talking about and is totally speculating. Well I thought I would add my own counter-speculation... American's are far more religious than Europeans and are much more likely to accept their "fate" and refuse further medical procedures than Europeans. Because Europeans are less devout they are are more likely to do a rational analysis of their medical situation. Also, Europeans are on average more educated and are probably more informed of their medical options. Of course my facts (at least pertaining to the second paragraph) are just as unsubstantiated as Posners.

Saturday, September 19, 2009

Iqbal Strikes Orly Tatz!

Last May the Supreme Court of the United States issued its decision Ashcroft v. Iqbal. The case concerned Iqbal who was the unwitting victim of the post-9/11 round-up of suspected terrorists. Even though there was little evidence that Iqbal was a terrorist, the government used a variety harsh interrogation tactics on him and kept him in jail for many months. Iqbal sued the government and the case went to the supreme court. The court threw out Iqbal's case. What was special in this case is that they threw out the case at a very early stage of the litigation, at the pleading stage. Previously, it was very easy to get passed the pleading stage.

Now, the holding in Ashcroft v. Iqbal has now been used against Orly Tatz, who claimed that Barack Obama was not born in the United States and therefore is ineligible to be President. Citing Iqbal, the court said that "To state a claim upon which relief may be granted, Plaintiff must allege sufficient facts to state a claim to relief that is plausible on its face."

It will be interesting to see if this holds up on appeal.