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Spam Trap Claims 10x-100x Accuracy Gain

SpiritGod21 writes in with a NYTimes article on a new approach to spam detection that claims out-of-the-box improvement of 1 or 2 orders of magnitude over existing approaches. The article wanders off into human-interest territory as the inventor, Steven T. Kirsch, has an incurable disease and an engineer's approach to fighting it. But a description of the anti-spam tech, based on the reputation of the receiver and not the sender, is worth a read.

67 of 419 comments (clear)

  1. Ummmm.... by rustalot42684 · · Score: 3, Insightful

    I read part of TFA, and it seems to be saying that you can id spam mails because they are being sent to a person who gets lots of spam. But that still doesn't take into account the fact that that person also receives legit mail, AND the fact that what is spam to one person isn't spam to another.

    Also, seems like a bit of a slashvertisment for what is yet an unproven technology - the only benchmarks we have are ones they provide.

    1. Re:Ummmm.... by MechaStreisand · · Score: 2, Insightful

      ... AND the fact that what is spam to one person isn't spam to another...

      That's not true though. Spam is defined as bulk, unsolicited e-mail. Even if some retard actually likes to read their spam e-mails and buy things they advertise, that doesn't change the fact that the message was sent in bulk (to many other people as well), and that it was unsolicited by at least the vast, overwhelming majority of them.

      --
      Disclaimer: IANAL. This post is, however, legal advice, and creates an attorney-client relationship.
    2. Re:Ummmm.... by ceoyoyo · · Score: 2, Informative

      Not quite (the AC who replied and got modded up is also incorrect).

      They're using LOTS of accounts to grade e-mail. It doesn't work at all unless you're an ISP with lots of different accounts to monitor. The idea is that if a bunch of people get the same e-mail (already a good indicator of it's spaminess), if people who get lots of spam are more likely to have received it than people who don't get much spam at all, the message is more likely spam.

    3. Re:Ummmm.... by Mundocani · · Score: 4, Insightful

      The main problem I can see is that even if this system works it is easily circumvented. The big assumption is that you can identify the recipients of a particular message, but spammers can easily ensure that information isn't easily obtained.

      First they can ensure that the message itself doesn't contain any recipient info (a big bcc basically).

      Then they avoid batching recipients based on their domain so he SMTP server can't tell who else is receiving the message.

      The only way to derive the recipients now is to compare all messages against all others in order
      to match them up. So they hash every message and combine those with identical hashes.

      But putting a little unique text in each message during transmission foils that.

      Spammers: 1 New weapons: 0

    4. Re:Ummmm.... by doom · · Score: 3, Interesting

      First they can ensure that the message itself doesn't contain any recipient info (a big bcc basically).

      How exactly is a message supposed to get somewhere if it doesn't have the recipient info? I think you're confusing what you see in your mail box to what the mail servers see.

      In any case, as is typical the news article doesn't really provide enough information to determine how the system actually works. It does sound like it's working on the premise that since spam is done in "bulk", if you see lots of identical messages going through a server you can assume that that's spam. The obvious problem would be that spammers can include randomly generated content.

      But that problem is so obvious, it seems likely to me that I don't understand the system they have in mind.

  2. Yet another wrong answer... by damn_registrars · · Score: 5, Insightful

    At least once a week there seems to be another flashy technique to filter or block spam. Great.

    Except that this ignores the truth behind the spam problem, that many people don't seem to care about. Spam is, at its root, an economic problem. Spam is sent by people who are making money helping someone sell something. The spam you got this afternoon for discount v!@gra or 0EM software is making money for someone. And as long as someone can still make money off of it, they'll keep doing it.

    If you want to stop spam, you need to take away the economic incentive. We've already seen how many spam filtering / blocking programs produced in the past 5 years? But yet the spam problem just keeps growing as the number of "solutions" grows. This tells us that the spammers are more than willing to work on ways to circumvent these reactive techniques, so that they can continue to make money off their deeds.

    Once we can stop spam from being profitable, we will finally see it go away. But no sooner.

    --
    Damn_registrars has no butt-hole. Damn_registrars has no use for a butt-hole.
    1. Re:Yet another wrong answer... by ender- · · Score: 5, Insightful

      If you want to stop spam, you need to take away the economic incentive. We've already seen how many spam filtering / blocking programs produced in the past 5 years? But yet the spam problem just keeps growing as the number of "solutions" grows. This tells us that the spammers are more than willing to work on ways to circumvent these reactive techniques, so that they can continue to make money off their deeds.

      Once we can stop spam from being profitable, we will finally see it go away. But no sooner. But why would the anti-spam software companies want that? If they succeed in actually eliminating spam, they'd also go out of business. It may be profitable for the spammers, but I suspect it's even more profitable for the anti-spam companies.

    2. Re:Yet another wrong answer... by ucblockhead · · Score: 3, Insightful

      Yes, and once we can stop drugs from being profitable, we will see them go away too.

      Oh, and prostitution, too. And identity theft. And insurance fraud. Yup, it's simple to fix. Just make it unprofitable! Simplicity itself!

      --
      The cake is a pie
    3. Re:Yet another wrong answer... by pclminion · · Score: 4, Insightful

      At least once a week there seems to be another flashy technique to filter or block spam. Great.

      It's not "flashy." It's called information theory and statistics. It is an extremely powerful concept that has far more important potential uses than simply filtering spam email. Every new advancement in automated classification and knowledge extraction is VITALLY IMPORTANT to our ability to cope in a world which has suddenly been flooding with SO MUCH information. This power tool is being applied to what some might see as a "silly" problem, but the fact remains that spam is a powerful motivation to researchers to push further limits in the fields of pattern recognition, information and natural language processing.

      If you're against the advancement of information processing techniques, then... uh, okay, I guess. If you can't see beyond spam, you are terribly short sighted.

    4. Re:Yet another wrong answer... by wizardforce · · Score: 3, Informative

      how do you propose we remove the economic incentive for spam? ok let's see how this has been attempted or hypothesized in the past: charge a fee per email rather than a blanket fee from the ISP for access. ok but most of the real spam that is being sent is done through compromised PCs so attacking the problem by charging a fee per email is useless because the people in control of this spam-net are not the ones paying for bandwidth/email fees. ok then pass laws against it. that doesn't work either, the remaining spam-nets will still work because it can not be enforced in the host country let alone all those who are not subject to the law. ok then build better spam traps. tried that, it isn't doing so well- spam is still getting through in large numbers. educate people? that will certainly make things better in a lot of ways but there will still be that twat that actually wants to get spam... have ISPs cut off high bandwidth connections from those suspected of spamming? can anyone say privacy nightmare? as much as I hate spam I hate the idea of ISPs snooping through your email no matter what their reasons are. now what?

      --
      Sigs are too short to say anything truly profound so read the above post instead.
    5. Re:Yet another wrong answer... by MightyYar · · Score: 3, Funny

      As much as I'd like to forget it, I think your post made me realize that some spam is actually filling a market need. Ugh. Yay, capitalism!

      --
      W..w..W - Willy Waterloo washes Warren Wiggins who is washing Waldo Woo.
    6. Re:Yet another wrong answer... by 7Prime · · Score: 2, Interesting

      How about charging the sender $0.01 for every email that's never opened. That way, spammers risk a HUGE number of people catching the trap and not opening their email. It wouldn't be worth it to advertise in that fashion, because you lose more than you make (spam requires 10s of thousands of emails to be effective, if 90% of those are unopened, than you risk losing over a hundred dollars on a scheme that might make you $50 on a good day)

      --
      Multiplayer Gaming (defined): Sitting around, discussing single-player games with my friends, at the bar.
    7. Re:Yet another wrong answer... by OzRoy · · Score: 2, Insightful

      On the Internet, yes. Because, ya know, the spammers won't just move to where spam isn't illegal, like Nigeria or something.

      Wake up, they are already committing fraud, and already breaking the law. The agencies already exist that fight fraud, and yet how many spammers have actually been caught and charged with fraud? How much of this spam has actually been stopped?

    8. Re:Yet another wrong answer... by choongiri · · Score: 5, Insightful

      No, if you are harvesting email addresses and sending unsolicited commercial messages to them, it is quite simple:

      You are a spammer.

    9. Re:Yet another wrong answer... by Jimmy_B · · Score: 5, Interesting

      Except that this ignores the truth behind the spam problem, that many people don't seem to care about. Spam is, at its root, an economic problem. Spam is sent by people who are making money helping someone sell something. The spam you got this afternoon for discount v!@gra or 0EM software is making money for someone. And as long as someone can still make money off of it, they'll keep doing it.
      Not exactly. It's making money for the spammer, but it probably isn't making money for the person who hired him. You see, even if no one ever bought anything advertised in spam, it would still be sent. The problem is multilevel marketing, which creates a lot of people desperate to sell unsellable inventory, some of whom pay spammers to advertise it for them. A perceived economic incentive is enough, even if there isn't a real one.
    10. Re:Yet another wrong answer... by penix1 · · Score: 3, Interesting

      ...and get very few opt-outs and many reactions.


      I can imagine the reactions you get...

      There are two reasons for this. First, nobody is receiving your emails because you are blocked nine ways to hell in their spam filters. Second, because most spam (yours included) use the opt-out crap for email verification of their lists. They know they have a live one so most sane people ignore opt-out links in email since they are dangerous.

      what needs to be changed *IS* the opt-out crap. It needs to be confirmed-opt-in plain and simple. While they are at it, I wouldn't say no to outlawing email harvesting either. Throw in a $10,000.00 fine for each violation of either provision and call it pretty. Make half the fine go to the organization that hunts down violators and we got a sound business solution.
      --
      This is a sig. This is only a sig. Had this been an actual sig you would have been informed where to tune for more sigs.
    11. Re:Yet another wrong answer... by Harmonious+Botch · · Score: 2, Funny

      Where do you live?

    12. Re:Yet another wrong answer... by Kadin2048 · · Score: 2, Insightful

      get very few opt-outs Might this be because nobody with two neurons to rub together actually uses an opt-out link? (After all, if you're scummy enough to send me unsolicited email, you're probably scummy enough to use that "opt out" as a test to determine whether my address is real, and thus to be sold to other scum for more profit.)

      You may be a nice person and run a respectable enterprise in all other respects, but if you're sending out unsolicited emails on anything more than an individual basis, you're a spammer.

      Furthermore, "This should definitely be legal, it's a great marketing tool and helps my business very well," is not a legitimate justification. It would really help my business if I could hunt down my competitors and kill them, but somehow I doubt that's going to go over very well at the inevitable murder trial. Why? Because nobody cares what's good for you or me, what matters is what's good for society as a whole. And both murder and spam are (admittedly varying degrees of) harmful.
      --
      "Ladies and gentlemen, my killbot features Lotus Notes and a machine gun. It is the finest available."
    13. Re:Yet another wrong answer... by mcrbids · · Score: 2, Insightful

      Once we can stop spam from being profitable, we will finally see it go away. But no sooner.

      Way to go, Captain Obvious!

      This goes down in history with other sayings of similar caliber, such as

      1) "Once we can stop scams from being profitable, we will finally see them go away. But no sooner."

      2) "Once we can stop prostitution from being profitable, we will finally see it go away. But no sooner."

      3) "Once we can stop theft from being profitable, we will finally see it go away. But no sooner."

      Somehow, despite having 4,000 years of civilization to work on these ills, the appropriate technology to eradicate these plagues has never been concocted. I'd wager that spam is not a technical problem, it's a human problem. And so long as we have A) money and B) an Internet, there will be spam.

      See, there is no clear definition of spam. If I send you a direct, personal, business email that you are expecting while we're on the phone when you ask me for a quote, that's clearly not spam. And if I write a program to send out 100,000 "P3niz Pil1z" emails, that's clearly spam. But there are a MILLION shades of grey in between the two.

      A) I could personalize the Peniz pil1z so that they have your name at the top.

      B) I could randomize the text in the Peniz pil1z email. I could restrict the list of recipients to only those who have, at some point in the distant past, looked at a porn site.

      C) I could send emails to clients of email lists in clear areas of interest to my email. EG: Send an email pronouncing my new electronic pilot gadget only to registered pilots and/or plane owners.

      With each modification, we move further away from "pure" spam, towards "legitimate" commercial email.

      D) I could send a quote to people who have called or contacted people in my business, even though they didn't ask for anything like my quote.

      E) I could send the quote to people who have contacted my business, who didn't ask for the current quote, but have asked about something similar.

      F) I could send the quote to you persuant to a conversation, even though you didn't ask for it, if/when you have asked about something similar.

      G) Finally, we're over to the other extreme. You are a pilot, you want my gadget, and you are asking me for a quote, which I send you.

      And there's no sharp line between the two extremes. I get emails I don't mind too much from G down to around D without personally minding too much. I get annoyed at C and anything below that is below my line. But there are plenty of people who get offended at anything below G!

      It's entirely a personal, subjective decision.

      --
      I have no problem with your religion until you decide it's reason to deprive others of the truth.
    14. Re:Yet another wrong answer... by jhol13 · · Score: 2, Insightful

      solution is metered billing and micropayments. As long as most of the spam is generated by zombie machines this will not help at all.
    15. Re:Yet another wrong answer... by halcyon1234 · · Score: 3, Insightful

      how do you propose we remove the economic incentive for spam?

      Easy enough. Remove the customers. Set up a spam operation selling drugs. Except instead of sending what's advertised, send arsenic. Once all the customers have died, there won't be anyone left to buy spam-stuff. And, as a bonus, you help the genepool.

    16. Re:Yet another wrong answer... by wvmarle · · Score: 2, Funny

      No, if you are harvesting email addresses and sending unsolicited commercial messages to them, it is quite simple:

      You are a spammer.

      Most e-mail addresses I get are from business cards and from websites where people post their e-mail with the specific purpose to get offers of the product that I have. Some I get from other sources, but again this is from sources where the e-mail addresses are posted with the specific intent of receiving these offers.

      So it is not as black-and-white as most people here try to put it. I have a mailing list containing maybe 500 addresses or so, and get on average 10-20 reactions on the offers sent, and 50-100 or so total reply regularly on the various offers. That is what I call a targeted list. Even though not everyone opted in, some actually did.

    17. Re:Yet another wrong answer... by wvmarle · · Score: 2, Funny

      get very few opt-outs Might this be because nobody with two neurons to rub together actually uses an opt-out link?

      No, I ask them specifically to reply. Or call me - telephone number is in the mails that I send. As is my real, verifiable company name.

      You may be a nice person and run a respectable enterprise in all other respects, but if you're sending out unsolicited emails on anything more than an individual basis, you're a spammer.

      Which, like most people here also don't get because they can not READ and are completely pre-determined that any commercial mail == spam, is the case. E-mails are not sent out randomly, but only to addresses where there is a reasonable and real chance they are in the same business.

    18. Re:Yet another wrong answer... by Kadin2048 · · Score: 3, Insightful

      There's all sorts of commercial mail that's not spam. If I order something from you, and you send a reply back confirming my order, that's both commercial and definitely not spam. As is any other reply to an inquiry.

      Where it crosses the line and becomes spam is when it's unsolicited. That's the key. Unsolicited commercial email is the very definition of spam, and no amount of hand-waving about opt-outs or the selectivity of the lists is going to change that.

      Businesses that have relied on cold-calling via any medium to drum up sales have always been sleazy in my book, but when you do it via email, you're pushing the cost out onto the recipient and onto uninvolved third parties. That's at best unethical, and at worst flat-out theft.

      --
      "Ladies and gentlemen, my killbot features Lotus Notes and a machine gun. It is the finest available."
    19. Re:Yet another wrong answer... by Colin+Smith · · Score: 2, Interesting

      But legalised free for all of any drug you want is bullshit, imagine a night out when the person beside you can snort some cocain or smoke some ice? That's the reality right now. Cocaine is only £20 per gram. I can pick up the phone and have it delivered. Like pizza, only it'll be here faster.

      oh and the idea that it's ok to legalise something addictive, so you can tax people to fund their treatment is some of the worst logic i could imagine. You legalise the addictive substance to reduce the price. Even with the tax it doesn't even come close to the previous illegal street price. This then cuts off black market. The dealers lose their revenue source and all the drug price fueled crime goes away. Basically you allow the addicts to fund their own downward spiral. Eventually the problem solves itself.

      You might think that liberalisation is a soft option making life easy for addicts. It's not. It's the "we're going to make you less of a problem till you die" option.

      You see I don't really care about addicts, tobacco, alcohol or other drug of choice as long as they don't bother me. It isn't the abuse of alcohol itself which I object to, it's the effect it has on my life which I object to. You want to pickle your liver and die screaming as the hallucinations kick in, go right ahead. Just do it in the privacy of your own home, funded by your own taxed drug consumption.

      It isn't my responsibility to stop you from killing yourself. Your loss will only be mourned by your own friends and family, the rest of the world benefits from the reduction in resource usage your death represents.
      --
      Deleted
    20. Re:Yet another wrong answer... by damn_registrars · · Score: 2, Insightful

      It's called information theory and statistics.
      I agree with you on the significance of information theory. There are plenty of important applications of it, but I don't think that spam filtering is one of them. As I said before, you can filter all the email you want, and in the end you'll just find that the spammers will find a way past your filters and you'll again be bombarded with offers for penis pills.

      further limits in the fields of pattern recognition, information and natural language processing.
      If someone wants to use spam to train their algorithms for work in those areas, I certainly do not oppose it. But if they think that it will somehow solve the spam problem, I stand by my statement that they are dead wrong. On the other hand, if they want to apply it to something like indexing research journal articles, or some other application that is for the greater good, then I applaud their work.
      --
      Damn_registrars has no butt-hole. Damn_registrars has no use for a butt-hole.
    21. Re:Yet another wrong answer... by nuzak · · Score: 2, Informative

      > I'm sorry, but I really fail to appreciate the harm done to me by receiving a handful of viagra emails every now and then.

      Do you know how much it costs your ISP to run the mail infrastructure for your legitimate mail?

      Triple it. That's the cost of spam.

      --
      Done with slashdot, done with nerds, getting a life.
    22. Re:Yet another wrong answer... by jhol13 · · Score: 2, Interesting

      Let's see.

      So the price per email must be big enough for the users to notice but not too big to kill mailing lists. Very tough, but lets assume it is doable. Though I doubt it would work (spammer would just decrease number of spams per machine per month to 1'000-10'000). There already are limits imposed by ISP's, you know ...

      First I doubt the law suit would be against software makers - it would be against ISP's. That is because the bill came from the ISP, not from the OS/SW maker.

      The liability - that is extremely hard question. Can I be liable if someone else is doing illegal things? It is extremely difficult for me to accept a law which would make me liable if the OS I'm using has a hole and a criminal uses it for whatever. OTOH the OS makers (and F/OSS OS's) would not accept such a responsibility.

      So how would you phrase the law prohibiting unsecure PC's? Passing a "security inspection" is clearly silly - one month old inspection is almost useless. Forcing people to accept automatic updates cannot work, it has far too many problems. Prohibiting 24/7 connectivity? You'd be first to complain.

      I agree on the principle, unfortunately I cannot see how it could work in practice, especially before OS's mature a bit (sandboxes, capabilities, mandatory access controls, ...). Even those do not solve the problem - there is no difference between mailing list SW and spamming SW. The difference is the contents of the emails, not the SW sending them.

  3. Makes sense by Dan+East · · Score: 4, Informative

    I own a number of domains, and receive all email to each domain in a catch-all account. I receive a great deal of emails to totally fictitious email accounts at my domains. Those recipients receive 0% legitimate emails, so anything sending to those accounts is 100% certainly a spammer. Basically what Abaca is doing is working with all the shades of gray in between. Also, this is a system that can only be employed at the server level. It's not like you could add this technology to your stand alone email client.

    Dan East

    --
    Better known as 318230.
  4. Re:x100 improvement in accuracy? by Dan+East · · Score: 3, Informative

    Misquoted by the Slashdot story as usual. FTA:
    Over 99 percent spam blocking means fewer than one mistake in every 100 messages processed. That's 10 to 100 times fewer mistakes than any other available systems.

    Dan East

    --
    Better known as 318230.
  5. The solution to spam by Anonymous Coward · · Score: 3, Funny

    1) Issue a Fatwah that spam is an insult to Islam.
    2) Behead those who insult Islam!
    3) No more spam. Allah Akbar

  6. Re:KInda flawed by pclminion · · Score: 4, Informative

    So, if I understood the article correctly, this technology will classify more email as spam the more spam you have received.

    No, that's not how it works at all. Let me try putting it as a concrete example. You have a friend, Jane, who likes to swap stupid chain emails, subscribes to all kinds of "voluntary spam," and generally receives 1000 spam mails a day. Jane's a great lady, don't get me wrong, but you know the type of person I mean. You talk to her in real life, but over email she is incredibly annoying, as most of her messages are essentially meaningless.

    Now, let's say that BOTH YOU AND JANE receive the same message M. Now, you know Jane, and you know the kind of messages she typically received (mindless, at least in YOUR eyes). What are the chances that this message M is something that YOU will be interested in? Probably very low. The vast majority of email Jane receives is "crap," at least according to your definition, and so the very fact that Jane received message M greatly increases the likelihood that it is "crap."

    Does that make better sense?

  7. Is it a joke? by jmv · · Score: 2, Insightful

    Seriously, I don't see how anything working remotely as described can work. First, it guarantees that any OSS mailing list will be flagged as spam because we our emails tend to be on the web and we all receive lots of spam. Then how the hell is someone going to know what percentage of spam I receive (or do they expect everyone to give them access to their inbox?)? Even if that were to work, all the spammers would have to do is let the zombies send one email at a time, at which point either they block all my email or they leave it all through. Dumb idea or dumb reporting?

  8. Chicken-and-egg problem by sonikbeach · · Score: 3, Insightful

    How does one initialize this system? Spam is determined by user reputation, yet user reputation is determined by quantity of spam received. Am I missing something? The logic seems circular.

    1. Re:Chicken-and-egg problem by explosivejared · · Score: 2, Insightful

      Exactly! The system lacks a way of defining what exactly it's blocking. How does one determine that one say receives 25% spam? Does Abaca do the analysis or are you just supposed to guess? While the equation obviously works on paper, when implementation comes it is clearly missing a major element, ie a definition of spam.

      --
      I got a catholic block.
  9. Form letter by Anonymous Coward · · Score: 5, Funny

    My first attempt at doing this, please feel free to ammend/critique:

    Your post advocates a
    (X) technical ( ) legislative ( ) market-based ( ) vigilante

    approach to fighting spam. Your idea will not work. Here is why it won't work. (One or more of the following may apply to your particular idea, and it may have other flaws which used to vary from state to state before a bad federal law was passed.)

    ( ) Spammers can easily use it to harvest email addresses
    (X) Mailing lists and other legitimate email uses would be affected
    (X) No one will be able to find the guy or collect the money
    ( ) It is defenseless against brute force attacks
    (X) It will stop spam for two weeks and then we'll be stuck with it
    ( ) Users of email will not put up with it
    ( ) Microsoft will not put up with it
    ( ) The police will not put up with it
    ( ) Requires too much cooperation from spammers
    ( ) Requires immediate total cooperation from everybody at once
    (X) Many email users cannot afford to lose business or alienate potential employers
    ( ) Spammers don't care about invalid addresses in their lists
    ( ) Anyone could anonymously destroy anyone else's career or business

    Specifically, your plan fails to account for

    ( ) Laws expressly prohibiting it
    ( ) Lack of centrally controlling authority for email
    ( ) Open relays in foreign countries
    ( ) Ease of searching tiny alphanumeric address space of all email addresses
    (X) Asshats
    ( ) Jurisdictional problems
    ( ) Unpopularity of weird new taxes
    ( ) Public reluctance to accept weird new forms of money
    ( ) Huge existing software investment in SMTP
    ( ) Susceptibility of protocols other than SMTP to attack
    ( ) Willingness of users to install OS patches received by email
    (X) Armies of worm riddled broadband-connected Windows boxes
    (X) Eternal arms race involved in all filtering approaches
    ( ) Extreme profitability of spam
    ( ) Joe jobs and/or identity theft
    ( ) Technically illiterate politicians
    (X) Extreme stupidity on the part of people who do business with spammers
    ( ) Dishonesty on the part of spammers themselves
    ( ) Bandwidth costs that are unaffected by client filtering
    ( ) Outlook

    and the following philosophical objections may also apply:

    ( ) Ideas similar to yours are easy to come up with, yet none have ever
    been shown practical
    ( ) Any scheme based on opt-out is unacceptable
    ( ) SMTP headers should not be the subject of legislation
    (X) Blacklists suck
    (X) Whitelists suck
    ( ) We should be able to talk about Viagra without being censored
    ( ) Countermeasures should not involve wire fraud or credit card fraud
    ( ) Countermeasures should not involve sabotage of public networks
    (X) Countermeasures must work if phased in gradually
    ( ) Sending email should be free
    (X) Why should we have to trust you and your servers?
    ( ) Incompatiblity with open source or open source licenses
    ( ) Feel-good measures do nothing to solve the problem
    ( ) Temporary/one-time email addresses are cumbersome
    ( ) I don't want the government reading my email
    ( ) Killing them that way is not slow and painful enough

    Furthermore, this is what I think about you:

    (X) Sorry dude, but I don't think it would work.
    ( ) This is a stupid idea, and you're a stupid person for suggesting it.
    ( ) Nice try, assh0le! I'm going to find out where you live and burn your
    house down!

  10. Re:x100 improvement in accuracy? by teh+moges · · Score: 2, Informative

    No. If previous methods let through one in 100 (1%) then a 10x improvement would result in one in 1000 getting through (0.1%).

  11. Re:Is linux for homos? by MightyYar · · Score: 3, Funny

    Oooo! Can I play?

    "Anonymous Coward" --> A Condom Warns You

    --
    W..w..W - Willy Waterloo washes Warren Wiggins who is washing Waldo Woo.
  12. Sidestepping the arms race by whamett · · Score: 2, Interesting

    This is clever: filtering spam by exploiting properties of spam pumps in general, vs. straight content analysis. The competition of ever-more-sophisticated content scanning techniques on one side, and spammers' escalating workarounds and huge botnets on the other side, is an arms race that shows no sign of abating.

    Of course, this approach does still depend on something—probably content analysis—to determine which messages are spam and which are not, so that receivers' spam statistics can be computed.

    The smartest (and reportedly most effective) anti-spam technique I know is spamd, which completely sidesteps content analysis. In a nutshell, it's an SMTP proxy that issues a temporary error code to unknown senders; legitimate MTAs retry delivery (at which point spamd lets the message through), while spam pumps don't bother. Voilà—spam gets stopped before it's ever received. A friend of mine reports that spam volume has dropped to zero since he set up spamd for his department.

    If I understand the "receiver reputation" approach correctly, it could use spamd (rather than content analysis) to identify spam; similarly, content analysis can supplement spamd. The two are potentially complementary.

  13. Re:KInda flawed by swillden · · Score: 2, Insightful

    Does that make better sense?

    Not much.

    Two issues: First, how does the system know that Jane's e-mail is mostly spam. Who tells it? Does it use some other filters to identify the spam in order to determine her spam rate?

    Second, how does the system know that the message you received and the message Jane received are the same? Spammers have long been randomizing parts of messages in order to block older spam filters.

    --
    Note to ACs: I usually delete AC replies without reading them. If you want to talk to me, log in.
  14. Re:10-100x better than what? by MightyYar · · Score: 2, Insightful
    In TFA, the example is:

    "At 99.8 percent you miss two out of 1000," said Mr. Kirsch. "At 95 percent you miss 50 out of 1,000. So other systems give you 25 times as much spam. Who wants that? Nobody we know." He then goes on to claim that more users will improve the system to where it is 100x better than 95%, or 99.95% effective.
    --
    W..w..W - Willy Waterloo washes Warren Wiggins who is washing Waldo Woo.
  15. Re:KInda flawed by wvmarle · · Score: 2, Interesting

    Second, how does the system know that the message you received and the message Jane received are the same? Spammers have long been randomizing parts of messages in order to block older spam filters.

    An interesting thing, as outlined in TFA that you should R, is that the mails do not have to be the same. They may have different check-sums even. However they are checked against the sending IP-address. If more messages from the same IP address arrive (presumably within a certain time frame), they are all considered spam or ham. Spammers tend to send lots of mails from the same IP address at a time, so that should work.

    How they handle mailing lists though is not clear to me really. There are quite some loose ends to the article.

  16. Re:Simple way to Do That by OzRoy · · Score: 2, Funny

    Alright!! I'm going to white list me a new car!

  17. Re:Is linux for homos? by courseofhumanevents · · Score: 2, Insightful

    "MightyYar" --> "him gay, try!"

  18. Generalization of honeypots by CustomDesigned · · Score: 3, Insightful

    Honeypots have been a published anti-spam technique for a decade. The idea is to publish bogus mailboxes that are not close to any legit mailbox. Any message with a honeypot as any recipient is spam. 100% accurate. (And I blacklist the IP for a week for good measure.) I use a variation, where any message with 3 or more invalid recipients is spam (blacklist IP). That is a little risky since someone may legitimately be trying various mailboxes manually with a telnet session because they forgot the exact name. This technique gives each recipient a score between 0 and 1 that reflects how close to a honeypot that recipient is, with actual honeypots (100% spam) being 1.0.

    1. Re:Generalization of honeypots by Atario · · Score: 2, Funny

      someone may legitimately be trying various mailboxes manually with a telnet session because they forgot the exact name.
      Really? Come on. Really??
      --
      "A great democracy must be progressive or it will soon cease to be a great democracy." --Theodore Roosevelt
  19. Crackpot in denial. Snake oil to sell. by syousef · · Score: 2, Interesting

    From TFA with commentary:
    "he has started four companies, all based on his frustrations with existing products or services"

    Unless they're all still in business that's probably 3 failures on record.

    "Along the way he has amassed a personal fortune of about $230 million"

    But he got out before the ship sank and with a bundle of cash too. I wonder what his ex-employees got...

    "This is harder on my wife than it is on me," he said during a recent interview. "I just look at it as a problem. Here's a problem and you have four years to solve it or you don't get to solve any more problems."

    How philosophical...So he's going to cure himself single handedly of a rare disease in 4 years, because medical research is as easy (and cheap) as writing software or tinkering with a home engineering project. I think he's been watching Crusade and sniffing glue.

    "His perspective on his disease is also clear. Fourth on his list is "Why human beings will be extinct in 90 years." He writes, "My incurable blood cancer is minor compared to what is happening with the planet. We have somewhat more than 90 years before humanity is virtually extinct.""

    Don't even know where to start on this one. I can't be bothered reading about his reasoning, but he's not the first person to predict the end of the world just beyond his own lifetime.

    Oh and by the way he has a bridge, I mean some anti-spam software to sell you.

    Gimme a break! Nothing to see here.

    --
    These posts express my own personal views, not those of my employer
  20. Re:Kinda flawed by elronxenu · · Score: 2, Interesting
    Thanks, I was wondering why TFA said "the message does not have to have the same contents" yet it talks extensively about "the same message sent to multiple recipients".

    If the contents are irrelevant, then how does this system determine that any two messages are the same? And your answer, "by the sender IP" (and unspoken, by a similar send time).

    Which then leads me to ask - what about mail relays, where the same IP address sends thousands of emails every day? Wouldn't every email sent by the relay at roughly the same time be considered the same message, and (because almost everybody gets more spam than ham) be classified as spam?

    I think the article tag is correct - "snakeoil".

  21. Re:x100 improvement in accuracy? by sholden · · Score: 2, Informative

    They always measure it backwards,since it makes the numbers sound much better...

    If the old way caught 95% and a new way catches 99%, the you could say it's 4.2% better (4/95) or 4 percentage points better or you could say it's gone from missing 5% to missing 1% for 80% better (4/5) or say it's 5 times better (1% missed compared with 5%). Guess which most people choose to use?

  22. Re:KInda flawed by letxa2000 · · Score: 2, Insightful

    Now, let's say that BOTH YOU AND JANE receive the same message M.

    That's the problem I have with this. Spam stopped being truly mass produced years ago. Each spam is now normally sent to each user with a different mix of nonsense. The probability of two different people receiving the same message is virtually zero.

  23. Still doesn't make sense & GP is not a troll, by Valdrax · · Score: 2, Insightful

    Over 99 percent spam blocking means fewer than one mistake in every 100 messages processed. That's 10 to 100 times fewer mistakes than any other available systems.

    That still means that the best other systems make a mistake on 1 out of every 10 messages, and the worst ones make a mistake on every single message. That's still ridiculous hyperbole.

    (Personally, I'll take the system that makes 100% mistakes, and I'll use the Spam folder as my Inbox.)

    Now if you said that it has 1/10 to 1/100 the error rate of normal clients (which is what they're actually claiming, I think), THAT would make mathematical sense AND be an achievement. The Slashdot title of the story is just bad no matter how you spin it.

    --
    If it's for-profit but free, you're not the customer -- you're the product (e.g., the Slashdot Beta's "audience").
  24. Re:No by arth1 · · Score: 3, Interesting

    No, that's not what they're saying at all. RTFA, please, cause you're describing something completely different. (And moderators too, please at least skim TFA it before moderating, because modding this "Informative" is bollocks.)

    This is a system where they look at the history of who a person has sent e-mail to. If the sender has a short term history of sending e-mail to people who mostly receive spam, the e-mail is considered more likely to be spam. Conversely, if the sender has a short term history of sending email to people who don't receive much spam, the email is considered unlikely to be spam.
    It's not about your inbox and its percentages, it's about the ratio of the inboxes the sender has previously sent to.

    "Because ratings are based on the most recent 25 emails for each sender, the system reacts instantly to spam attacks, usually within just a few messages."

    The system has one big flaw, though -- it only work with static senders. A spammer who changes the envelope from address won't get caught, and might even by luck pick a forged sender address that has a positive latest-25-score.
    So the solution for the spammers to defeat this system is to send the spams multiple times to the same receipients, but with different senders. This will increase the overall spam, which I don't see as a good service.

  25. Re:Kinda flawed by elronxenu · · Score: 2, Informative
    It's not possible to reliably determine the originating sender's IP address, because this would have to come from the message headers, and the sender of a message can forge those headers to say anything it likes. The original IP address could be behind RFC1918 address space (like mine) or simply be fake.

    Only the mail relay IP address can be determined unambiguously - that's the host which is connecting to the host which is checking the mail for spamminess.

  26. The inventor responds... by propelCEO · · Score: 5, Informative

    Thank you for all the comments on the NY Times article.

    It would be difficult for me to answer each and every comment, so I'll try to just hit the high points here.

    It's quite easy to poke fun at an algorithm which is unknown to you as demonstrated by all the comments.

    But what's more relevant is whether really smart people who know the algorithm can find fault with it. There are only two people outside of Abaca who know the algorithm: Stephen Wolfram (author of Mathematica) and University of Waterloo Professor Gordon V. Cormack (a well known figure in the anti-spam community). I picked Wolfram because he's the smartest pure math guy I know. I picked Cormack because I think is one of the smartest and most respected scientists in the spam field. You could contact either of them and ask them what they think of the approach. I can tell you what they'd say if you did that. They'd tell you it is a simple, elegant algorithm that has no obvious (to them) holes. I know that because the reason I disclosed it to them was to see if I overlooked anything. Neither found any holes. That doesn't prove that there aren't holes. All systems have holes. What this does mean is that a couple of pretty respected experts think it appears to be pretty solid logic.

    In fact, Gordon was kind of enough to go even further and gave me permission to use the follow quote: "This is, by far, the most clever technique I'm aware of for spam filtering." Since Gordon is conference chair for a lot of spam conferences, this is a pretty significant endorsement from someone who KNOWS the full algorithm and who knows the spam space better than just about anyone.

    I spent about 4 years studying what others had done in the space. As one commenter pointed out, the recipient reputation system can be thought of as a generalization of the honeypot technique that was first patented by Brightmail.

    That's exactly right. My realization is that every email address has statistical value, not just honeypots. So instead of just "black" feedback, the system incorporates "grey" and "white" feedback; every recipient has an apriori odds associated with receiving mail. For many years, Brightmail was the "defacto" standard for spam filtering. Brightmail is just a special case of the algorithm I invented. So instead of learning from honeypots, we learn from ALL recipients and incorporate that statistical input in a mathematically rigorous way in order compute a statistical likelihood that our prediction was correct. That gives us much more input than a honeypot system: it gives us white, black, and grey values. That is critical to avoiding false positives because good sites (like Yahoo and Hotmail) send email to honeypots all the time. And we incorporate that feedback into a statistical framework that is much more accurate than what Brightmail used.

    Exactly how we incorporate that input into spam scoring has not been publicly disclosed. It is not obvious.

    People who say that this must be snake oil or cannot work ignore the fact that the system has been in use by real customer for more than a year. We have over 100 customers and are just annoucing our existence to the world, so that number should increase quite rapidly now that we are starting to market our product. There are customer testimonials on our website. You can contact them directly to verify that these quotes are legitimate.

    Here are statistics from one of our rating servers. There were 1,380,140 messages since the last counter reset. 96% were rated spam. There were 176 false positives and 66 false negatives reported. I just grabbed those stats from one of our live servers right now as I was composing this message. Sometimes we're better, sometimes we're worse, but those numbers are pretty typical.

    It's not perfect, but I think those are pretty good error rates for where we are now. And the stats always get better as we add more customers since we get more statistical input and this is just a statistical estimation problem. The more data, the more accurate

    1. Re:The inventor responds... by nagora · · Score: 2, Informative
      But what's more relevant is whether really smart people who know the algorithm can find fault with it.

      I have to say that that is the dumbest remark about software design I've ever heard. I've worked with lots of really smart people and I've seen them all miss bugs that were obvious to other people. Wolfram recently missed an error in a proof, for example.

      It's more useful to have a lot of reasonably smart people look at something than have TWO (2) supposedly "really smart" people.

      But, anyway, spam is a solved issue for me - I use greylisting and get maybe 1 spam per week. I can imagine a system that reduces that to 1 per month but I don't care enough to go out of my way to install such a system. Greylisting maintained that level of protection at the start of last year where I had over a million attempted deliveries over a six month period, so I just don't see the need for anything more complex.

      Plus, I don't have to spend ANY time managing my email on most days, with a peak of activity on a day when spam gets through of having to press "delete".

      Exactly how we incorporate that input into spam scoring has not been publicly disclosed.

      Then its worthless. You're asking us to trust that YOU will find the holes and fix them before the spammers find them and exploit them. No deal; I don't care how smart your friends are, a botnet getting updated with an exploit for your private project would be a nightmare and I can't fix it if it happens while you're in bed or on holiday.

      TWW

      --
      "Encyclopedia" is to "Wikipedia" what "Library" is to "Some people at a bus stop"
    2. Re:The inventor responds... by SallyShears · · Score: 2, Interesting

      I think the statistical idea here is really quite interesting. It is well known in statistics that looking at problems AND non-problems (instead of the problem cases alone), you learn more about how to discriminate problem-causing situations in the future. There is a classic case based on the data available prior to the Challenger Space Shuttle launch.

      I have a couple of questions... The article and Steve's response talk about senders, messages, and recipients. If the messages from a sender have gone more to high spam recipients than to low spam recipients, then future messages from that sender are more likely to be spam. Fine so far.

      A recipient is easy to identify... It's an email address.

      But what is a sender? Maybe it's an IP address? Even then, is it the IP of injection? Or the IP that connected to our MX? A sender is certainly not a "From:" address since these are mostly forged and varying. The real world of spam is even more clouded... Most SPAM senders utilize multiple streams: lots of points of injection into AOL/Yahoo/GMail or lots of direct-to-MX from bots in a net. How to identify a "Sender" on whom we can measure a statistic and make a forecast for filtering? What is the "Sender" we are talking about?

      And, what is a message? If it's literally one message with a long cc: list, then it's easy... When a sender sends a msg that goes more to high spam recipients than to low spam recipients, it means we should suspect that sender in future filtering. But, most spam isn't sent that way. Random variations are sent through multiple points of injection to the spectrum of recipients. Sometimes, we can make a checksum or Bayesian score that will collect the varying instances of a "message" for analysis. More often, it will look like lots of different messages, and you lose the ability to analyze across recipients.

      I suspect Steve is identifying a sender as an IP connecting to our sever. Maybe a "message" is all the traffic in a short period from that IP.

      I like the statistics.

      I'm worried about the practical questions in our world of forged senders, forged "Received:" lines, random message variation, and botnets. What is a sender? What is a message?

    3. Re:The inventor responds... by flonker · · Score: 2, Interesting

      The biggest flaw I see with the system is that spammers will try to figure out "good" addresses and send more spam to those particular addresses compared to others. ie. include a web bug in the email, if the email gets through, that address is then mailbombed into oblivion increasing the rating for any of the participants of that mailbombing.

      Also, eventually, the known good address may get so much spam that it becomes a "bad" address, invalidating future good emails.

      Many systems to stop spam work on small and medium scale but once spammers discover the system is in use on a large scale, they start to develop active countermeasures and the system breaks.

      IMO, the only way to permanently stop spam is to skip several generations ahead in terms of filtering it out, so that spam gets blocked completely for an extended period of time, and spammer R&D is halted due to lack of financial motivation. Then you have to keep ahead of future spammers, but that's a much easier task. But really, I don't see that happening.

    4. Re:The inventor responds... by propelCEO · · Score: 2, Interesting

      slashdot doesn't make it easy for me to respond to each comment. I am told to "hold on cowboy" and wait between postings. So I'll answer all the rest of the comments in this email.

      a couple of people said the spammers just find the good addresses and only send to them. The problem with that is that the good addresses then turn into bad addresses and the spammer loses. Fundamentally, they cannot avoid the mathematical fact that they MUST send to people who get more spam than senders who send ham. So that might work for one spammer for a few mailings, if they could pull it off, but the victory would be very short lived. And no spammer would want to limit themselves to such a small list of recipients.

      one person asked about what is a sender and what is a message. That's right. That wasn't easy to figure out. Suffice it to say that the explanations on the website give you only a basic understanding. The secret sauce is secret...until the patent issues.

      another person said disclose it to prove it is spammer proof. What is the economic value in doing that? then every competitor would copy it and my company would be driven out of business since the intellectual property would be then be worthless. If you want to pay us $100M, we'll publish the algorithm. That's far less than the economic value of the invention. Any takers?

      that same person said it can't possibly work in the real world. That is simply ignorant of the facts in front of you. Call the customers on our website. Some have been using it for more than a year with no algorithm updates and it is working better now than a year ago. We're about to announce a major state school system has standardized on our software for all their campuses. How could that happen if our stuff doesn't work in the real world? We sure didn't give it away. All the customers pay full price or close to that. We rarely discount. And our prices are higher than our competition.

      one person asked why/how Yahoo could send to a spamtrap. I just sent to a spamtrap from my yahoo account just now. You can do it too. Spammers who get Yahoo accounts do it all the time just like I proved you can do it. And there are no stats on a "generic honeypot algorithm." each implementation is different. I don't know of any that have less than 200 errors per million messages. Do you??

      Finally, the last person said my system will NEVER do as well as combining the freely available tools to fight spam. This person then didn't give numbers (like I did). And I don't think this person is telling the truth either. So I challenge that person (ls671) to prove it. I'll put up $10K and ls671 will put up $10K into an escrow account. We'll run the same realtime mailstream through both systems for 24 hours and if you get a lower total error count, you win the $10K. So ls671, this is easy money since you said we'd NEVER be able to match a system constructed of free components. If that were true, you'd accept my bet instantly because you'd always win. So this is easy money. Please accept my bet and post your acceptance here. Or post a retraction. What's your choice?

  27. Re:No by arth1 · · Score: 3, Insightful

    Ironically, you are completely wrong also - RTFA again. It isn't at all about senders, it's about recipients.

    You didn't RTFA well enough. That it's about recipients is the selling point.
    That's a truth with modifications, though. Look at the quote from the web site I put in my parent post to yours, which clearly shows that it's a block based on who the sender has sent an email to. I'll repeat it, in case you missed it:

    "Because ratings are based on the most recent 25 emails for each sender, the system reacts instantly to spam attacks, usually within just a few messages."

    Yes, it's a recipient based system in that it assigns a score to the sender based on what the recipients of the emails are. But the blocking occurs due to the score of the sender, based on previous emails, not on the recipient of the current email.

    Just think -- if it was based on blocking based on recipient only, it would either block all or no e-mail to an inbox with a single recipient. It would then only be effective for e-mails with multiple recipients, which doesn't match the claims made.
    Again, think, and read the article (and that goes for the moderators too).
  28. Re:You are also totally wrong by arth1 · · Score: 3, Insightful

    You have got the system completely BACKWARDS.
    Sorry for AC but i've already moderated in this discussion.

    (Ah, that explains the completely asshat moderation here, then.)

    No, I didn't get it backwards -- RTFA. It's called a recipient verification system, but when you look at their own description on how it operates, you'll find that:

    - It looks at the recipients of a message, and based on how much spam each of the recipient accounts gets, assigns a score to the sender.

    - This score is accumulated over the last 25 emails.
    (The reason for this is rather obvious, if you think about it -- if it based its score on just the last e-mail, if you sent an e-mail to someone who receives a lot of spam, it'd be automatically blocked, and that person would not get any e-mail at all.)

    Say a sender sends three e-mails, to foo@foo.invalid, bar@bar.invalid, a bunch more people, and finally baz@baz.invalid. If foo@foo.invalid receives 30% spam, and the overall average is 80%, that means that the e-mail is unlikely to be spam. So a score is saved in a table for the sender. Then it goes to bar@bar.invalid, who also has a low 40% spam rate, and another "good" score is saved for sender. When the sender then after a while sends an email to baz@baz.invalid, who has a spam rate of 95%, the fact that he sent an e-mail to foo and bar earlier will increase the likelihood of his email to baz going through.
    Conversely, if foo and bar received more spam than average, an e-mail sent to baz would be scored as more likely to be spam, even if baz received a record low 10% spam.

    Yes, in a way, it's receiver based, because it builds the score based on the receivers' ratio of spam to valid e-mails. But the score is applied to the sender, and they state this in clear text on the web site itself. You only have to read past the sales pitch and down to the technical details.
  29. You don't know how SMTP works by Anonymous Coward · · Score: 2, Informative

    > The big assumption is that you can identify the recipients
    > of a particular message, but spammers can easily ensure
    > that information isn't easily obtained.

        Nonsense. You're confusing the body from/to with the envelope from/to.

        Spammers can't hide the envelope from/to.

  30. Re:You are also totally wrong by Garridan · · Score: 5, Funny

    No, you are totally wrong. The system measures the ratio of the sender to the spam of the ratio receiver receiver, and establishes a negative false-positive ratio by building a score based on the spam-spam ratio of the sender receiver. By collecting the sum total products of the receiver sender spam ratio dividend, the sales pitch drives the likelihood of three emails through the foobar baz@incompatible.

    In summary, I have no idea what I'm talking about because I didn't RTFA. That I am aware of this fact makes me superior to the lot of you who are arguing over the inner workings of this week's spam-filter vaportech -- which was probably written up in an incomprehensible and inconsistent manner such that it will go over the heads of foolish investors, and part them from their money.

  31. Re:Is linux for homos? by MightyYar · · Score: 2, Insightful

    Right back atcha:

    courseofhumanevents -> "Must Fence A Nervous Ho"

    --
    W..w..W - Willy Waterloo washes Warren Wiggins who is washing Waldo Woo.
  32. Re:Is linux for homos? by Eudial · · Score: 2, Insightful

    Linux is not gay, homosexuals are gay.

    --
    GAAH! MY PRINTER IS ON FIRE!!! PUT IT OUT! PUT IT OUT!
  33. Re:Cute but no cigar by nuzak · · Score: 2, Insightful

    > My point is, the "powers" that be, in the particular case, are likely incompetent - incapable of successfully pulling off such a conspiracy.

    They're the ones creating the successful antispam systems -- you know, the ones that actually scale up on the gateway. The popular vision of bumbling PHB buffoons everywhere is just another stupid slashdot stereotype, fostered by insecure social retards who have to foist their apparent superiority over everyone by scoffing at everything. Sure, they exist, but long-term successful tech companies generally have -- get ready for it -- smart people working for them.

    Anyway, the antispam companies don't have the leverage to pull off an end to spam. Symantec and Cloudmark and Ironport and so forth could stand up and scream and rant and rave at ISPs and yell about the need to secure email infrastructure, to block outbound port 25 from residential ranges, to deploy SPF, or hell just to stop bouncing (I'm looking at you Barracuda), but as long as the ISPs run their ranges as open sewers, and just slap in a few boxes to stop everyone else's spam, the spam problem will continue. And they don't like having vendors telling them how to run their business. The people with the power to stop the spam problem, who won't, are not the antispam vendors, it's the ISPs sending spam. So perhaps I was too harsh about the assessment of the PHB problem -- they certainly do seem to be the norm at ISPs (notable exceptions like AOL and parts of Roadrunner excepted).

    --
    Done with slashdot, done with nerds, getting a life.
  34. Re:You are also totally wrong by Jonathan_S · · Score: 3, Informative

    But doesn't this assume that the spam is addressed to multiple recipients? 99% of the spam I get is addressed only to me
    I think the confusion here is that you (and many other posters) are trying to evaluate this as a personal anti-spam product.

    But its really designed to be a corporate product. So even if the each spam email contains only one recipient they all go through the corporate email server, allowing it see all the various recipients a given sender is emailing.

    And there were even hints that the software stored on your corporate mail server might be sharing some information with a central data store, allowing it to get the score of all the recipients that the sender is sending to on any network that is a customer of this product. (So it doesn't matter so much if your company only has 10 people to average across because it is somehow cross checking against the global dataset which is tens of thousands of recipients.)
  35. Re:Is linux for homos? by myowntrueself · · Score: 3, Informative

    Linux is not gay, homosexuals are gay.

    Not all homosexuals are happy, cheerful people either.

    --
    In the free world the media isn't government run; the government is media run.