Max Versace

AI, academia => real-world

Articles

The Next-Generation AI Brain: How AI Is Becoming More Human

Bymaxversace

Apr 18, 2018 , , , , , ,
AI 2.0

In the movie Memento, former insurance investigator Leonard Shelby tracks down the criminal who attacked him and murdered his wife. Leonard, though, is not a “normal” guy. He has to deal with a rare and untreatable form of memory loss that he suffered during an attack.

Despite the fact he can remember aspects of his life prior to the attack, Leonard can’t remember what happened 15 minutes ago, where he’s going or why. In his own words, “I know who I am. I just can’t form new memories.”

Like Leonard, people with his type of amnesia do lose the ability to form memories, which Leonard ingeniously mitigates by snapping numerous Polaroid photos of important places he’s been, people he has met and things he has seen.

Poor Leonard wakes up every day without knowing more than he did the day before. His learning is “frozen.”

You may not know this, but virtually 100% of the artificial intelligence developed and fielded today has “Leonard’s disease.” Once it has been deployed, it does not matter how much you teach it day after day — the AI does not know more or get smarter than the day it was deployed.

Traditional AI Only Knows What It Has Been Taught In The Factory

As more and more machines — from smart cameras and cell phones to industrial co-robots and self-driving cars — are equipped with some form of intelligence, AI is sitting on a pile of invaluable, day-to-day training data that it is simply discarding.

To realize how devastatingly bad this is, imagine what human brains would behave like in today’s AI systems. Were our brains designed like currently engineered AI, we would only know what we learned in college. Day after day, we would go to work, be exposed to new situations and challenges, go to sleep and wake up having learned nothing.

Somebody is acknowledging the problem, though. The U.S. Defense Advanced Research Projects Agency (DARPA), whose innovations usually trail anything commercially available by many years (such as GPS and the internet), is launching a program devoted to lifelong learning in AI systems. (Full disclosure: I was the PI (principal investigator) on a DARPA project for a number of years.)

But the world has changed significantly since DARPA was originally founded. Now, startups can innovate at a pace and depth that makes these multiyear, multimillion-dollar proposals obsolete in the face of what small companies can build with a restricted schedule and capital budget.

More Intelligent Artificial Intelligence With Lifelong-DNN

Traditional DNN is fixed, and to add new data, the whole data set needs to be retrained. A Lifelong Deep Neural Network (Lifelong-DNN), on the other hand, is AI 2.0. This technology learns day after day, similar to human learning. Lifelong-DNN is inspired by brain neurophysiology and mimics in software the ability of cortical and subcortical circuits to work “in tandem” to add new information on the fly.

Neurala has been making strides with this technology when we introduced the idea of using graphics processing units (GPUs) to speed up neural network computations in 2006. Several companies, in fact, are working on “catastrophic forgetting” via “transfer learning” (i.e., training a network to do one thing and then figuring out a way to train it to do another without forgetting the first). James Kirkpatrick (Google Deepmind) and Ian J. Goodfellow (Google Brain) are doing tremendous work in this area of AI, but this is really quite a broad field, with many organizations doing transfer learning. Note that in the general transfer learning case, you’re still learning via thousands to millions of examples while also looking for a way to protect the learning you’ve previously done.

AI 2.0: Solving The Problem Of Forgetting

The key here is the ability to capture in software the dual nature of learning in the mammalian brain, where several neurotransmitter systems act in synergy to enable both slow learning, the kind where many different repetitions are needed to master a task and fast learning, based on one-shot learning of crucial information.

Unlike Leonard Shelby, AI 2.0, with its Lifelong-DNN, never forgets what it has learned. Lifelong-DNN makes it possible for AI to learn throughout its “life.” As a result, it will open up new worlds of applications and capabilities.

By maxversace

Related Post

Articles

Doubt as a Strength: AI’s Journey towards Intelligent Learning

Jul 12, 2023 maxversace
Articles

Reshaping Our Physical World: The Impact of AI

Jul 7, 2023 maxversace
Articles

How AI Can Make Us Greener

Apr 18, 2023 maxversace
16,664 thoughts on “The Next-Generation AI Brain: How AI Is Becoming More Human”

  1. My spouse and i have been really lucky that Louis managed to finish off his research through your precious recommendations he made through your web pages. It is now and again perplexing to just find yourself handing out solutions which people today may have been selling. Therefore we know we need the writer to give thanks to for that. The specific illustrations you have made, the simple web site navigation, the relationships you will help to instill – it’s got most powerful, and it’s really leading our son in addition to the family reason why the subject is fun, which is really pressing. Thank you for the whole lot!

    Reply

  20. Bạn có biết các giống mèo hiện tại chưa. Mèo là động vật được nhiều người yêu dấu nhất hiện tại. Tuy nhiên bạncòn chưa có đủ kinh nghiệm để phân biệt các giống mèo. Việc lựa chọn một chú mèo về làm thú nuôi không đơn thuần chỉ là mua và bán nếu bạn không biết tính tình và lối sống của chúng thì chắc chắn rằng chúng sẽ bị bệnh ngay lập tức.

    Reply

  34. The American Dream is, and always will be, to come up with an idea, start a startups and small businesses and become rich from your own efforts. Based upon this motivation, thousands of startups and small startups and small businesseses fail each year, due primarily to not being familiar with the basics involved in running a startups and small businesses.

    Reply

  64. I’ve been exploring for a little bit for any high-quality articles or blog posts in this
    sort of space . Exploring in Yahoo I at last stumbled upon this site.
    Reading this info So i am satisfied to express that I have an incredibly excellent
    uncanny feeling I found out exactly what I needed.
    I most undoubtedly will make certain to don?t overlook this site and give
    it a glance regularly.

    Reply

  66. I really love your website.. Excellent colors & theme. Did you make this amazing site yourself?
    Please reply back as I’m attempting to create my own personal blog and would like to learn where you got this from or what the theme is called.
    Many thanks!

    Reply

  67. Hello, i read your blog from time to time
    and i own a similar one and i was just wondering if you get a lot
    of spam feedback? If so how do you protect against it, any plugin or
    anything you can recommend? I get so much lately it’s driving me mad so any support
    is very much appreciated.

    Reply

  69. It’s appropriate time to make some plans for the future and it is time to be happy.
    I’ve read this post and if I could I desire to suggest you
    few interesting things or suggestions. Maybe you could write next articles referring to this article.
    I wish to read more things about it!

    Reply

  70. I’ve been surfing on-line greater than three hours today, yet I never discovered any interesting article like yours.
    It is beautiful worth sufficient for me. Personally, if
    all site owners and bloggers made just right content as you probably did, the net will likely be a lot more
    useful than ever before.

    Reply

  71. I will right away grasp your rss feed as I can not find your e-mail subscription hyperlink or newsletter service.
    Do you’ve any? Please permit me recognise so that I may
    subscribe. Thanks.

    Reply

  73. Hola! I’ve been following your blog for some time
    now and finally got the courage to go ahead and give you a shout out from
    Dallas Tx! Just wanted to mention keep up the good job!

    Reply

  74. Hi there, I think your web site could possibly be having internet browser compatibility issues.
    When I take a look at your site in Safari, it looks fine however,
    when opening in IE, it’s got some overlapping issues.
    I merely wanted to provide you with a quick heads up! Aside from that, wonderful site!

    Reply

  77. It is appropriate time to make a few plans for the future and it’s time
    to be happy. I’ve learn this submit and if I may I wish to recommend you some fascinating issues
    or advice. Maybe you can write subsequent articles relating
    to this article. I wish to read even more issues approximately it!

    Reply

  78. Woah! I’m really enjoying the template/theme of this site.
    It’s simple, yet effective. A lot of times it’s very
    hard to get that “perfect balance” between user friendliness and visual appearance.
    I must say that you’ve done a awesome job with this. In addition, the blog loads super quick for me on Safari.
    Superb Blog!

    Reply

  79. I’ve been browsing online more than 4 hours today, yet I never found any interesting
    article like yours. It is pretty worth enough for me. In my view, if all site owners and bloggers
    made good content as you did, the web will be a lot more useful than ever before.

    Reply

  82. It’s appropriate timee to make slme pans for thhe future and itt iis timke to bee happy.
    I’ve redad thus post aand iff I coud I want tto sugggest yyou ffew interesting tnings orr
    advice. Perhps yyou coud write nextt artiles rdferring too this article.
    I want tto read mpre things ablut it!

    Reply

  98. Good blog post. The things i would like to contribute is that pc memory needs to be purchased when your computer still cannot cope with whatever you do along with it. One can mount two good old ram boards of 1GB each, for example, but not certainly one of 1GB and one of 2GB. One should always check the car maker’s documentation for own PC to be sure what type of memory space is required.

    Reply

  99. What i do not realize is if truth be told how you’re not actually much more smartly-favored than you might be right now. You are so intelligent. You understand therefore considerably in the case of this topic, produced me for my part believe it from so many various angles. Its like men and women don’t seem to be interested until it is one thing to accomplish with Woman gaga! Your personal stuffs nice. Always handle it up!

    Reply

  101. It is the best time to make a few plans
    for the longer term and it is time to be happy.

    I’ve learn this put up and if I may just I desire to recommend you some interesting issues or tips.
    Perhaps you can write subsequent articles relating to this article.
    I want to learn more issues approximately it!

    Reply

  103. It’s the best time to make a few plans for the future
    and it’s time to be happy. I’ve learn this put up and if
    I may just I want to suggest you some interesting issues
    or suggestions. Perhaps you can write next articles referring to this article.
    I wish to read even more things approximately
    it!

    Reply

  106. You’ve made some decent points there. I checked on the internet to learn more about the issue
    and found most individuals will go along with your views on this website.

    Reply

  107. It is the best time to make some plans for the future and
    it is time to be happy. I have read this post and if I could I desire to suggest you few interesting things
    or advice. Perhaps you could write next articles referring to this article.
    I desire to read even more things about it!

    Reply

  112. I’ve been browsing online more than 2 hours today, yet I never
    found any interesting article like yours.
    It is pretty worth enough for me. In my opinion, if all web owners and bloggers made good content as you did, the internet will be much more useful than ever before.

    Reply

  123. It’s appropriate time to make some plans for the
    future and it’s time to be happy. I have read this post and if I could I wish to suggest you few interesting things
    or advice. Perhaps you could write next articles referring to this article.
    I wish to read more things about it!

    Reply

  125. I like the helpful information you provide in your articles.
    I will bookmark your weblog and check again here frequently.
    I am quite certain I will learn lots of new stuff right here!
    Best of luck for the next!

    Reply

  127. Hola! I’ve been following your website for some time now and finally got the bravery
    to go ahead and give you a shout out from New Caney Texas!

    Just wanted to tell you keep up the excellent work!

    Reply

  128. I’ve been browsing on-line greater than 3 hours these days, yet
    I by no means found any attention-grabbing article like yours.
    It’s beautiful worth enough for me. Personally, if all
    web owners and bloggers made just right content material as you did, the internet
    might be much more helpful than ever before.

    Reply

  129. Each Monday during the NBA season, All Tar Heels will review the prior week for each Tar Heel in the NBA and preview the week ahead. This week, we are looking at games from April 12-18 and looking ahead to games from April 19-25.

    Reply

  130. Each Monday during the NBA season, All Tar Heels will review the prior week for each Tar Heel in the NBA and preview the week ahead. This week, we are looking at games from April 12-18 and looking ahead to games from April 19-25.

    Reply

  132. Each Monday during the NBA season, All Tar Heels will review the prior week for each Tar Heel in the NBA and preview the week ahead. This week, we are looking at games from April 12-18 and looking ahead to games from April 19-25.

    Reply

  134. Hi, I do think this is a great website. I stumbledupon it 😉 I will come back yet again since i have book-marked it.
    Money and freedom is the best way to change,
    may you be rich and continue to help others.

    Reply

  135. Hello there! This post could not be written much better!
    Going through this article reminds me of my previous roommate!
    He continually kept talking about this. I’ll send this
    post to him. Fairly certain he will have a great read.
    I appreciate you for sharing!

    Reply

  142. I will immediately clutch your rss as I can not in finding your e-mail subscription hyperlink
    or e-newsletter service. Do you have any? Kindly let me understand in order that
    I could subscribe. Thanks.

    Reply

  146. I will right away grasp your rss feed as I can’t find your email subscription link or newsletter service.
    Do you’ve any? Please let me understand in order that I
    may just subscribe. Thanks.

    Reply

  148. I have been surfing on-line more than 3 hours as of late,
    but I never found any interesting article like yours.
    It’s beautiful worth enough for me. In my view, if all website owners and bloggers made excellent content material as you did, the internet will
    probably be a lot more useful than ever before.

    Reply

  150. I’m really impressed with your writing skills
    and also with the layout on your blog. Is this a
    paid theme or did you modify it yourself? Either way keep up the nice quality writing, it’s rare to see a great blog like this one these
    days.

    Reply

  153. Hi, I do believe this is an excellent site. I stumbledupon it 😉 I may revisit once again since i have book marked it.
    Money and freedom is the greatest way to change, may you be rich and continue
    to help other people.

    Reply

  155. Hey there! Someone in my Myspace group shared this site with us
    so I came to look it over. I’m definitely loving the information. I’m book-marking and will be tweeting
    this to my followers! Fantastic blog and outstanding design and style.

    Reply

  263. My developer is trying to persuade me to move to .net from PHP. I have always disliked the idea because of the expenses. But he’s tryiong none the less. I’ve been using Movable-type on a number of websites for about a year and am nervous about switching to another platform. I have heard fantastic things about blogengine.net. Is there a way I can transfer all my wordpress posts into it? Any help would be greatly appreciated!

    Reply

  267. That is really fascinating, You’re an overly skilled
    blogger. I’ve joined your rss feed and sit up for in search
    of more of your great post. Additionally, I have shared your site in my social networks

    Reply

  268. Hmm it seems like your site ate my first comment (it
    was super long) so I guess I’ll just sum it up what I wrote and say, I’m thoroughly enjoying
    your blog. I too am an aspiring blog blogger but I’m still new to the whole thing.
    Do you have any tips and hints for rookie blog
    writers? I’d genuinely appreciate it.

    Reply

  270. En Çok Tercih Edilen Antalya Böcek İlaçlama Şirketi Alc ilaçlama
    Antalya

    ALC ilaçlama şirketsı en çok tercih edilen Antalya böcek
    ilaçlama şirketsı olarak müşterilerinin gereksinimlarına
    cevap veriyor. şirketin ilaçlama uygulaması yaptığı
    alanlar hemen derhal böceklerin bulunabileceği her
    türlü alan oluyor. ALC böcek ilaçlama şirketsının uygulama alanları arasında şunlar bulunuyor; restoran, apartman, bahçe, bina, okul,
    fabrika, otel, şantiye, iş yeri, gemi, konut, villa, ev
    ve toplu mesken oluyor. şirket bu alanlarda bireysel ve kurumsal müşterilerine ilaçlama hizmetini titiz bir
    şekilde veriyor ve mekanlarda bulunan zararlı haşerelerin tamamen ortadan kaldırılmasını sağlıyor.

    Bu sayede aynı böceklerin mekanda yine ortaya çıkma muhtemellığını düşürüyor.

    Antalya BöCEK ilaçlaMA

    Reply

  277. Instagram Takipçi Satın Almanızın İşleminin Hesaba Etkisi

    Takipçi almak, Instagram üzerinde popülerliği yakalamak isteyen hesapların kullandığı bir yöntemdir.
    Son zamanların gözde sosyal medya platformlarından olan Instagram, her geçen kendini yenileyip güncellemesi ile kullanıcı sayısını milyonlara ulaştırmıştır.
    Fotoğraf ve video paylaşma platformu olan zaman içinde firmaların e-ticaret alanına dönüşmüş
    ve insanlara ek gelir kapışı olmuştur.
    Instagram Takipçi Satın Almanın Profiliniz için Önemi

    Popülerlik ya da ek gelir isteyen kişiler için önemli hale gelen uygulamada bu
    başarıyı yakalamanın yolu takipçi sayısına bağlı olur.
    Intagram’ da yüksek takipçi sayısına sahip olmak ile pek çok insanın dikkatini çekmek daha kolay olur.

    Instagram’ da doğal yollar ile takipçi elde etmek diğer
    sosyal medya uygulamalarına göre daha zor olması nedeni ile Instagram takipçi
    satın al işlemine başvurulur. Bu işlem, hesabın daha öne çıkmasını sağladığı gibi daha fazla etkileşim almasına da yarar.
    Etkileşim alan bir hesap da Instagram keşfet alanına çıkar böylelikle daha çok takipçi hesabı takip etmeye başlar.

    https://rebrand.ly/takipz

    Reply

  290. I am really loving the theme/design of your web site. Do you ever run into any internet browser compatibility issues?
    A small number of my blog readers have complained about my website not
    operating correctly in Explorer but looks great in Firefox.
    Do you have any ideas to help fix this issue?

    Reply

  299. Hmm it appears like your blog ate my first comment (it was extremely long) so I guess
    I’ll just sum it up what I wrote and say, I’m thoroughly enjoying your blog.
    I as well am an aspiring blog blogger but I’m still new to everything.
    Do you have any points for novice blog writers?
    I’d certainly appreciate it. http://droga5.net/

    Reply

  370. Finest demise scene: There aren’t any really entertaining deaths, so as an alternative, I shall
    listing my favourite second: when divers with regulators of their mouths manage to carry a completely clear dialog as if through thoughts-studying equipment.

    Reply

  371. Hi there! This article couldn’t be written much better!
    Looking through this article reminds me of my previous roommate!
    He continually kept preaching about this. I am going to forward this article
    to him. Fairly certain he will have a very good read. Thanks
    for sharing!

    Reply

  372. It’s perfect time to make some plans for the future and it is time to be happy.

    I’ve read this post and if I could I wish to suggest
    you few interesting things or advice. Perhaps you could
    write next articles referring to this article. I desire to read more things about it!

    Reply

  377. I have been browsing on-line greater than three hours these days, yet I never found any interesting article like yours.
    It is beautiful worth enough for me. In my opinion, if all website owners and bloggers made excellent content as you probably
    did, the internet shall be a lot more helpful than ever before.

    Reply

  379. It is perfect time to make some plans for the long run and it’s
    time to be happy. I have read this submit and if I may
    just I want to counsel you some interesting things or advice.
    Maybe you could write next articles relating to this article.
    I want to learn more issues approximately it!

    Reply

  381. Do you mind if I quote a few of your articles as long
    as I provide credit and sources back to your weblog?
    My blog is in the very same niche as yours and my users would
    definitely benefit from some of the information you present here.
    Please let me know if this ok with you. Appreciate it!

    Reply

  389. I will right away grasp your rss feed as I can not to find your
    email subscription hyperlink or e-newsletter service.
    Do you’ve any? Kindly permit me realize so that I may subscribe.
    Thanks.

    Reply

  408. Its such as you read my mind! You appear to understand so much approximately this,
    like you wrote the book in it or something. I think that you
    just can do with a few percent to pressure the
    message house a bit, but other than that, that is wonderful blog.
    A great read. I’ll certainly be back.

    Reply

  420. I’ll immediately seize your rss as I can’t to find your e-mail subscription hyperlink or newsletter service.
    Do you’ve any? Please let me realize so that I may just subscribe.
    Thanks.

    Reply

  421. It’s perfect time to make some plans for the future and it’s time to be happy.
    I’ve read this post and if I could I desire to suggest you
    some interesting things or tips. Perhaps you can write next articles referring to this article.

    I desire to read more things about it!

    Reply

  424. I seriously love your site.. Pleasant colors & theme.

    Did you make this web site yourself? Please reply back as I’m looking to
    create my own website and would love to know where you got
    this from or exactly what the theme is named. Cheers!

    Reply

  438. It’s appropriate time to make some plans for the future and
    it is time to be happy. I’ve read this post
    and if I could I want to suggest you some interesting things or tips.
    Perhaps you could write next articles referring to this article.
    I wish to read more things about it!

    Reply

  442. You’ve made some really good points there. I looked on the net to learn more about the issue and found most individuals will go along with your views on this web site.

    Reply

  445. Hey, you used to write magnificent, but the last several posts have been kinda boring… I miss your great writings. Past few posts are just a little out of track! come on!

    Reply

  455. Hi there! This post couldn’t be written much better!
    Looking through this article reminds me of my previous roommate!

    He always kept preaching about this. I’ll forward this post to him.
    Pretty sure he’ll have a very good read. Thank you
    for sharing!

    Reply

  456. It’s the best time to make some plans for the future and it’s
    time to be happy. I have read this post and if
    I could I desire to suggest you some interesting
    things or advice. Maybe you could write next articles referring to this article.
    I want to read more things about it!

    Reply

  464. I will immediately take hold of your rss feed as I can’t find your e-mail subscription link or newsletter service.
    Do you have any? Please allow me know so that I may just subscribe.
    Thanks.

    Reply

  468. Woah! I’m really digging the template/theme of this site.
    It’s simple, yet effective. A lot of times it’s hard to get that “perfect balance” between usability and visual appearance.
    I must say you’ve done a great job with this.
    Additionally, the blog loads extremely quick for me on Internet explorer.
    Excellent Blog!

    Reply

  469. Hi there, simply changed into alert to your weblog through Google, and located that it’s truly informative. I am gonna be careful for brussels. I’ll be grateful if you happen to proceed this in future. Lots of other people shall be benefited out of your writing. Cheers!

    Reply

  490. Howdy! This post could not be written any better! Going through this article reminds me
    of my previous roommate! He always kept talking about this.
    I will forward this post to him. Fairly certain he’s going to have a good read.
    Thanks for sharing!

    Reply

  493. Thanks a lot for being my own tutor on this niche. My partner and i enjoyed the article quite definitely and most of all liked the way you handled the aspect I widely known as controversial. You are always extremely kind towards readers much like me and aid me in my lifestyle. Thank you.

    Reply

  494. You’ve made some decent points there. I checked on the web for more info about
    the issue and found most individuals will go along with your views on this site.

    Reply

  497. Hey there would you mind letting me know which web host you’re utilizing?
    I’ve loaded your blog in 3 completely different browsers and I must
    say this blog loads a lot quicker then most.

    Can you suggest a good internet hosting provider at a reasonable price?
    Cheers, I appreciate it!

    Reply

  499. Hi, I do believe this is a great site. I stumbledupon it 😉 I am going to revisit yet again since i have book marked it.

    Money and freedom is the greatest way to change, may you be rich and continue to guide
    other people.

    Reply

  532. It’s appropriate time to make some plans for the future and it is time to be happy.
    I have read this post and if I could I wish
    to suggest you some interesting things or advice. Perhaps you can write next articles referring to
    this article. I want to read more things about
    it!

    Reply

  539. It’s appropriate time to make some plans for the future and it’s time to be
    happy. I have read this post and if I could I wish to suggest you some interesting
    things or suggestions. Perhaps you can write next articles referring to this article.

    I want to read more things about it!

    Reply

  540. I’ve been surfing online more than three hours today, yet I never found any interesting
    article like yours. It is pretty worth enough for me.
    In my opinion, if all webmasters and bloggers made good content as you did, the internet will be
    much more useful than ever before.

    Reply

  543. Howdy! This post could not be written much better!

    Reading through this post reminds me of my previous
    roommate! He continually kept preaching about this.
    I most certainly will send this information to him.

    Fairly certain he will have a good read. Thank you for sharing!

    Reply

  549. Hi, I do think this is a great website. I stumbledupon it 😉
    I am going to come back yet again since I bookmarked it.
    Money and freedom is the greatest way to change, may you be rich and continue to help others.

    Reply

  571. I manage a vape store directory and we have had a posting from a vape store in the USA that also offers for sale CBD goods. A Calendar month afterwards, PayPal has written to use to claim that our account has been restricted and have asked us to get rid of PayPal as a payment method from our vape shop website directory. We do not retail CBD items like CBD oil. We merely provide promotion and marketing solutions to CBD firms. I have checked out Holland & Barrett– the UK’s Reputable Health and wellness Store and if you take a good look, you will see that they offer a comparatively comprehensive stable of CBD items, primarily CBD oil and they also happen to take PayPal as a payment solution. It appears that PayPal is employing double standards to different companies. Due to this stipulation, I can no longer accept PayPal on my CBD-related website. This has constricted my payment options and now, I am intensely contingent on Cryptocurrency payments and direct bank transfers. I have spoken with a lawyer from a Magic Circle law practice in London and they stated that what PayPal is undertaking is definitely unlawful and inequitable as it should be applying an uniform standard to all firms. I am still to seek advice from another attorney from a US law office in The city of london to see what PayPal’s legal position is in the United States. For the time being, I would be extremely appreciative if anyone here at targetdomain could offer me with alternative payment processors/merchants that work with CBD companies.

    Reply

  596. I have realized that of all varieties of insurance, health insurance is the most dubious because of the conflict between the insurance coverage company’s duty to remain adrift and the customer’s need to have insurance plan. Insurance companies’ earnings on well being plans are extremely low, so some companies struggle to gain profits. Thanks for the ideas you reveal through this web site.

    Reply

  599. I will right away take hold of your rss feed as I can not in finding
    your email subscription hyperlink or newsletter service.
    Do you have any? Please permit me recognize so that I could subscribe.

    Thanks.

    Reply

  608. Hi, I do think this is an excellent blog. I stumbledupon it 😉 I am going to come back once again since
    i have saved as a favorite it. Money and freedom is the best way to
    change, may you be rich and continue to help other people.

    Reply