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      "body": "Congratulations @kaavya92! You received a personal award!\n\n<table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@kaavya92/birthday2.png</td><td>Happy Birthday! - You are on the Steem blockchain for 2 years!</td></tr></table>\n\n<sub>_You can view [your badges on your Steem Board](https://steemitboard.com/@kaavya92) and compare to others on the [Steem Ranking](https://steemitboard.com/ranking/index.php?name=kaavya92)_</sub>\n\n\n###### [Vote for @Steemitboard as a witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) to get one more award and increased upvotes!",
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      "title": "Carry Protocol aims to resolve the incompetence of “OFFLINE”",
      "body": "<html>\n<p><em><strong>Leveraging Blockchain technology to innovate offline commerce market</strong></em></p>\n<p>The offline market has unprecedented disruption in terms of making a technological advancement. Unlike online shopping and purchases, offline is lagging. The Carry Protocol is marching towards making an advancement in the offline field by connecting merchants and consumers through blockchain. &nbsp;</p>\n<p><strong>What’s the plan?</strong> &nbsp;</p>\n<ul>\n  <li>The Carry team aims at providing a platform to all the merchants, where can understand their customers and interact with them.</li>\n  <li>It ensures the consumers to control their own payment data and information is monetized.&nbsp;</li>\n  <li>Provide an effective, transparent, and new advertising channel. &nbsp;&nbsp;</li>\n</ul>\n<p>Despite other platforms, consumption is predominantly prevalent offline. Carry team aspires to introduce new technology in the offline commerce, where there are significant challenges.&nbsp;</p>\n<ul>\n  <li>Little to no understanding of the customers by the merchants. That is because the customer data is inadequate and scrappy.&nbsp;</li>\n  <li>Consumers have no power on their data, corporations usually monetize their information without the control of the consumers. &nbsp;</li>\n  <li>Offline advertising is ineffective and outdated. &nbsp;</li>\n</ul>\n<p><strong>Additional insights about Carry</strong> &nbsp;</p>\n<p><em>As Carry’s flagship partner, </em><em><strong>Spoqa</strong></em><em> will leverage its existing merchant and consumer base to scale Carry Protocol into the market. This will give </em><em><strong>Carry Protocol</strong></em><em> a competitive edge in the market and help achieve faster application in the real world.</em> &nbsp;</p>\n<p>Carry is contributing to the growth of an offline fair rewards system, by creating a healthy ecosystem for partner companies, merchants, contributors and consumers. &nbsp;</p>\n<p><strong>Component of Carry Protocol</strong> &nbsp;</p>\n<p>The carry protocol comprises of two major parts and each of those parts consist of two components. As you can see in the picture below, there is,</p>\n<ul>\n  <li><strong>Carry Transaction Database:</strong> It is a virtual database on the blockchain where the transaction data is generated and uploaded by consumers.</li>\n  <li><strong>Carry Smart Contracts:</strong> It supports the issuance and use of tokens (CRE and BT) on the Carry Protocol.</li>\n  <li><strong>Carry Wallet API:</strong> It enables wallet apps to support Carry Protocol and lets consumers manage their cryptocurrency, control their transaction data &amp; privacy settings.&nbsp;</li>\n  <li><strong>Carry Device API:</strong> It allows devices at the stores to support Carry Protocol and provides the function to pay with cryptocurrency and sends payment data to consumer’s wallet. &nbsp;</li>\n</ul>\n<p><strong>Carry’s payment options</strong> &nbsp;</p>\n<p><em><strong>Carry Protocol’s service begins when a consumer buys goods or services at a store and completes a transaction.</strong></em> &nbsp;</p>\n<p>It supports fiat payments like Credit Cards and Cash. Also, cryptocurrencies. &nbsp;</p>\n<p><strong>Tokens and Loyalty Points</strong></p>\n<p>Carry Protocol helps merchants by providing tokens branded for each merchant. The Branded Tokens act as a receivable issued to the consumer by the merchant, and thereby imposes an obligation on the merchant to provide goods, services, or other benefits accordingly. &nbsp;</p>\n<p><strong>Transaction Data Monetization</strong> &nbsp;&nbsp;</p>\n<p>Carry Protocol gives full authority of the data to the consumers, to realize its mission of “consumer data ownership.” Even when the consumer chooses to upload the transaction data, whether in part or in whole, their privacy will be protected through anonymity shield and data encryption. Carry Protocol gives consumers CRE as a reward for uploading their transaction data on the blockchain, thereby encouraging more uploads. &nbsp;&nbsp;</p>\n<p><strong>Branded Tokens and Advertisement</strong> &nbsp;&nbsp;</p>\n<p>Advertisements are sent in the form of BT on the Carry Protocol. Based on its property, the BT could be a coupon to be used on the next visit or a simple ad display. On the receiving end, consumers see the ad on their wallet app in the form of BT. Carry Protocol data, we can expect to see highly effective advertisements in the offline market. &nbsp;Consumers that opt to receive ads will also receive CRE on top of the BT as a reward for ad exposure. Carry Protocol also allows advertisers to track the effectiveness of their ads, as is typically done in online advertisements. Both the issuance and use of Branded Tokens are traceable, making it possible to measure ROAS (return on ad spend) and distinguishing it from the traditional method of handing out flyers.&nbsp;</p>\n<p><strong>Tokens</strong> &nbsp;&nbsp;</p>\n<p><strong>Smart contracts</strong>&nbsp;</p>\n<p>Carry Protocol can be accessed through Smart Contract. BT is the most basic and important function of Carry Protocol, and merchants can issue BT of various types through Smart Contract. The entities using Smart Contract (mostly merchants) must</p>\n<ul>\n  <li>Stake a certain amount of CRE on Carry Protocol&nbsp;</li>\n  <li>Pay-as-you-go (in CRE) for each use of Smart Contract</li>\n</ul>\n<p><strong>CRE</strong>&nbsp;</p>\n<p><em><strong>CRE is the main token of Carry Protocol</strong></em> &nbsp;</p>\n<p><strong>Carry Token Pool</strong>&nbsp;</p>\n<p>CRE will be subject to inflation with the growth of Carry Protocol, and such inflation will be used to reward consumers for uploading transaction data on the blockchain &nbsp;CRE stake or per-use fee must be made to execute Smart Contract. The per-use fee, paid in CRE, is accumulated in the central CRE Pool of the Carry Protocol. The CRE Pool is where the CRE from the per-use fee and the CRE from inflation are located. &nbsp;</p>\n<p><strong>Branded Tokens</strong> &nbsp;</p>\n<p>BT is a token on the blockchain that is generated and issued through Smart Contract by merchants or advertisers on the Carry Protocol. It is a key element connecting merchants (advertisers) and consumers. &nbsp;</p>\n<p><img src=\"https://www.chainbits.com/content/uploads/2018/06/carry-protocol-advertising-service-provider.png\" width=\"865\" height=\"462\"/></p>\n<p><strong>Carry Protocol Value Proposition </strong>&nbsp;&nbsp;</p>\n<p><strong>Consumer</strong>&nbsp;</p>\n<ul>\n  <li>Customers will be rewarded BT for buying from merchants that support Carry Protocol. After the usual transaction is complete, customers will receive loyalty points or coupons in the form of a BT that they can use on their next visit.</li>\n  <li>Consumers will be rewarded CRE for uploading transaction data. After the purchase, they can selectively share their transaction data on Carry Protocol and receive a reward from Carry Protocol for sharing this information.</li>\n  <li>Consumers will be rewarded CRE for accepting advertisements. Carry Protocol eliminates the middle players like the existing marketing channels, so these fees go directly to the consumers.&nbsp;</li>\n  <li>Consumers can manage the points and coupons for various stores in one app. Small and medium businesses usually issue points and coupons in different ways, making it difficult for customers to manage them together. &nbsp;&nbsp;</li>\n</ul>\n<p>&nbsp;&nbsp;<em><strong>The Carry Wallet app will enable everyday consumers to use one app for simple management of points and coupons</strong></em> &nbsp;</p>\n<p><strong>Merchant</strong>&nbsp;</p>\n<ul>\n  <li>Merchants are defined as businesses that provide goods or services to consumers in exchange for cryptocurrency or fiat. &nbsp;</li>\n  <li>Merchants will be able to attract more customers by supporting Carry Protocol, which will lead to more sales.&nbsp;</li>\n  <li>Carry Protocol will make it easier for merchants to manage their customers. The interface provided by Carry Protocol will be easy to use, despite the complexity of the protocol or blockchain technology behind it. &nbsp;</li>\n  <li>Merchants can use the interface to learn more about their customers and use BT for various forms of interaction with their customers. &nbsp;</li>\n</ul>\n<p><strong>Advertiser</strong>&nbsp;</p>\n<ul>\n  <li>Advertisers are participants who wish to advertise to consumers on Carry Protocol.&nbsp;</li>\n  <li>Advertisers can put out an ad very efficiently in the offline market. Unlike passing out flyers, Carry Protocol will allow advertisers to track the effectiveness of the ad, which will enable them to narrow down specific targets of their ads over time.&nbsp;</li>\n  <li>Advertisers can release the ad on Carry Protocol via easy-to-use interface so that they can focus on other aspects of their business &nbsp;</li>\n</ul>\n<p><strong>Token Distribution</strong>&nbsp;</p>\n<p>Carry Tokens (CRE) are issued to develop Carry Protocol and build its ecosystem. Supporters can take part in the token generation event by sending cryptocurrency. The exchange rate of tokens to be given to participants will be defined via an announcement on Carry Protocol communication channels.</p>\n<p><strong>Funds</strong>&nbsp;</p>\n<p>The funds raised through TGE will be used to develop Carry Protocol and build its ecosystem. &nbsp;</p>\n<ul>\n  <li>30% of the funds will be used on the core research and development (R&amp;D).&nbsp;</li>\n  <li>25% to provide the necessary devices to merchants (payment hardware).</li>\n  <li>20% for overall business operation to operate Carry Protocol and help the business gain stability (operation &amp; business development).&nbsp;</li>\n  <li>15% to promote awareness and actual usage of Carry Protocol in the real world (sales &amp; marketing).</li>\n  <li>10% will be reserved for other uses. &nbsp;&nbsp;</li>\n</ul>\n<p>&nbsp;&nbsp;<strong>Token Details</strong>&nbsp;</p>\n<p><img src=\"https://icodrops.com/wp-content/uploads/2018/04/Carry-Token-distribution.jpg\" width=\"1232\" height=\"711\"/></p>\n<ul>\n  <li>Token name: Carry (CRE)&nbsp;</li>\n  <li>Total token amount: 10,000,000,000&nbsp;</li>\n  <li>Crowd sale amount: 4,000,000,000&nbsp;</li>\n  <li>Token price: To be announced&nbsp;</li>\n  <li>Accepting currency: ETH&nbsp;</li>\n  <li>Pre-sale starts: June&nbsp;</li>\n  <li>Pre-sale bonus: 15%&nbsp;</li>\n  <li>Public sale period: July (subject to change)&nbsp;</li>\n  <li><strong>Website</strong>: carryprotocol.io&nbsp;</li>\n  <li><a href=\"https://carryprotocol.io/static/docs/Carry_protocol-white_paper%28ENG%29.pdf?cachebust=56ce7d511bc65d0aee3d8ba2b2d5c876\"><strong>Whitepaper</strong></a> &nbsp;</li>\n</ul>\n<p><br></p>\n</html>",
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      "title": "For a simple pursuit of scalability",
      "body": "Evade sacrificing security and decentralization with QuarkChain\n\nQuarkChain aims at providing a secure, decentralized and scalable blockchain solution, its approach is towards rewiring the nature of today’s economy and to control the blockchain based networks with the growing electronic payments. \nThey are offering extensive features to deliver 1,000,000+ chain TPS, like\n•\tReshardable two layered blockchain\n•\tGuaranteed security by market-driven collaborative mining\n•\tAnti-centralized horizontal scalability\n•\tEfficient cross-shard transactions\n•\tSimple account management\nWhat does QuarkChain technology bring to us?\n•\tIt enhances scalability\n•\tGuarantees security and decentralization\n•\tEnables seamless cross-shard transaction \n•\tImproves use quality of experience\n•\tSimplification of the account management for clients\n•\tSupport various Dapp with its open standard\n•\tIncentive driven eco-system\nQuarkChain was started with an objective to develop powerful large scale distributed systems in the centralized world that manages billions of TPS. That said, the team has initiated this project to largely increase the boundaries of blockchain usability without being detrimental to its safety and decentralization features. \nThe vision of the team at QuarkChain is to maintain security and improve scalability. And make it available for everyone, regardless of the purpose. We are aiming at all those industries that request for a higher TPS. \nQuarkchain’s impressive progress on the development front could lead to a viable sharding solution before Ethereum.\nA scalable blockchain solution that delivers high on-chain transaction per second. QuarkChain aims to build a seamless platform to support distributed social media, high frequency trading, Internet of Things (IoT), gaming, and financial payments. \nMore on QuarkChain’s ecosystem\nWith the primary goal to solve scalability issues and to focus on the current financial tech areas and game industries. QuarkChain has its own token (OKC) and it is a value carrier for more than one thing.\n\nTo elaborate on this, it is like Ethereum. However, it has low transactional fee because of its powerful processing capability. It supports smart contract. Also, QuarkChain has robust infrastructure to support mobile DApps and its infrastructure design is mobile-oriented. They allocate significant amount of QKC as incentives for developers, who adapt and build their DApps on QuarkChain. It is an ideal platform to build shared economy businesses. \nMore Insights \nThey aim to shorten product development cycles by adopting build-measure-learn feedback loop from the lean startup methodology, allowing developers to run minimal viable products on-chain.\nTheir objective is to bring bona fide business into blockchain world, the ones that have a strong need for high-throughput blockchain and can solve existing customer or business demands. \nThey’re looking to promote DApps tp support small business owners by providing affordable and wasy handling of anti-counterfeit solution. This will support open and collaborative businesses to partener with them and leverage QuarkChain to scale up their business. \nThey want to provide a platform to support IoT applications with many low-cost devices and speed transactions. \nThey want to collaborate with data analysts and economists to develop new economic models and bring valuable feedback to enhance design with higher efficiency.\nQuarkChain system greatly simplifies account management and improves scalability and security.",
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      "title": "An innovative permission-less blockchain architecture",
      "body": "A scalable blockchain solution that delivers high on-chain transaction per second\nWith the disruption of everything crypto and the emergent of blockchain, the financial sectors everywhere in the world are researching and trying to comprehend the phenomenon, to stay on top of things. \nIt is safe to say now, that several applications will be built in the coming future, because the demand is such. More than a disruption, with blockchain we are allowing a revolution to come our way. \nLet me throw in a few buzz words, like smart contracts, Ethereum, bitcoin, proof of care, proof of work, proof of stake, ICO, tokens, centralized, transparent, etc. With the advent of smart contracts by Ethereum, it has suggestively minimized the effort used to mine a block and it has made everything economically competent.\nAlong with the innovative and astonishing, revolutionary aspects of blockchain, there are challenges that come with it-\nQuarkChain was started with an objective to develop powerful large scale distributed systems in the centralized world that manages billions of TPS. That said, the team has initiated this project to largely increase the boundaries of blockchain usability without being detrimental to its safety and decentralization features. \nThe vision of the team at QuarkChain is to maintain security and improve scalability. And make it available for everyone, regardless of the purpose. We are aiming at all those industries that request for a higher TPS. \nQuarkChain aims to build a seamless platform to support distributed social media, high frequency trading, Internet of Things (IoT), gaming, and financial payments. \nAlong, with the advantages of a blockchain, what comes in handy with the pros is the cons. \nWhether it is security, scalability or the decentralization. \n•\tThere are always vulnerabilities, and malicious attacks within the block chain, it is imperative to understand these parameters while checking out platforms.\n•\tDecentralization helps leverage technology to minimize costs \n•\tScalability issues that come with multiple blockchains\n•\tReverse-transactions, double-spending attack, are the vulnerabilities that come with unbalance hash power. \n•\tSeveral accounts needed for cross-check transactions\nTradeoffs promote lower transaction speed and larger storage. \nWhat does QuarkChain technology bring to us?\n•\tIt enhances scalability\n•\tGuarantees security and decentralization\n•\tEnables seamless cross-shard transaction \n•\tImproves use quality of experience\n•\tSimplification of the account management for clients\n•\tSupport various Dapp with its open standard\n•\tIncentive driven eco-system\nMore about QuarkChain’s functionalities\n•\tQuarkChain consists of an elastic sharding blockchain layer, with a list of minor blockchains. The system capacity increases with the number of shards increasing.\n•\tQuarkChain contains a root blockchain that affirms all blocks from sharded blockchains. \n•\tQuarkChain network is developed and designed to support additional shards in an active network. \nQuarkChain allows for two types of transactions- in-shard and cross-shard. In-shard transactions occur between addresses on the same shard. However, setting the QuarkChain ICO apart from other high-throughput solutions is the ability to conduct cross-shard transactions. The throughput of the cross-shard transactions system will scale linearly as the number of shards increases.\nTo simplify the user experience of the cross-shard system, QuarkChain is developing a Smart Wallet. All addresses owned by the user in any shard are accessible via a single private key.\nTo simplify management of funds, any transaction executed in a secondary account will revert the remaining balance back into the primary account. The user balance will then remain in the primary account, eliminating the confusion caused by multiple balances across multiple shards. \nQuarkChain ICO tokens (QKC) are ERC-20 compatible and distributed on the Ethereum blockchain. After the mainnet is launched in Q4 2018, the ERC-20 tokens will be converted to the mainnet token by pre-mining. Future QKC will be produced by miners.\nQuarkChain will support smart contracts on the Ethereum Virtual Machine (EVM) to enable future compatibility with existing dApps, which will benefit from increased scalability.  \nAdditional Insights\nQuarkChain are currently already running the first version of their Testnet ahead of schedule. The capacity of the Testnet to run 2k TPS. According to the QuarkChain Development Roadmap, the team aims to achieve 10k TPS as their next milestone and will continue to scale the product from there. QuarkChain have made their Github publicly available. \nQuarkchain’s impressive progress on the development front could lead to a viable sharding solution before Ethereum.\nQuarkChain is the future of Blockchain society\nThe QuarkChain ICO is a serious contender as far as scalability solutions go. The team have made it a point to focus on their product before moving on to build their community and establish partnerships, which they lose some points on for now.\nThe team behind QuarkChain are exceptional and have showcased their potential via the Testnet.",
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      "body": "Hey, perhaps you're right. What you're talking about is a reminder. What I've mentioned in my blog is the advent of remembering a week's work and penning it down on a weekend to fill out the time sheet. What I've found helpful is that this DApp, I've mentioned helps you to save the work as a to do list. Where in, you can just go browse through it and fill in, save time and be efficient. It's trivial, like you said. It is also essential. However, it is a time taking process. Thanks :-) The app I was talking about is Mainframe.",
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      "title": "Security and Freedom, @Mainframe its paramount! It’s better to prepare than repair",
      "body": "<html>\n<p>Regardless of the technological milestones we’ve seen, we still live within the threat landscape. It is essential to be concerned and stay speculative about your online security, stay on top of things and protect your digital space and assets. Data breech is still not a thing in the past. It is often prevalent and quite destructive.&nbsp;</p>\n<p><strong>Crisis are escalating when it comes to cyber-attacks, data breeches, hacking incidents, scammers, etc. To offer a strong network security, it seems unattainable.&nbsp;</strong></p>\n<p><strong>Why do companies wait for a security mishap? Why isn’t data security prioritized?</strong>&nbsp;</p>\n<p>Security and Integrity pose as essential aspects within any organization, they hold as a backbone. Everything from client information, transactions, employee info, financial data, personal files, payment information, all these pose a huge disaster if not securely protected. Any mishap could result in greater consequences.&nbsp;</p>\n<p><strong>Let’s do baby steps</strong>&nbsp;</p>\n<p>If you, who’s reading the blog is anything like me. You’re an employee within a medium sized company- who’s working as a full-time employee. You’ll have processes and systems to follow and monitor, hierarchy to oblige to and work 40 hours a week and do an incredible job to get noticed or grow within the organization. Well, all that is good and fine.&nbsp;</p>\n<p>Can you imagine yourself working within a small team of 5 to 7? Here, you’ve got to collaborate, delegate, use words like teamwork, sharing, building, innovation, ideas, etc. I usually work on resources for the sales and marketing purpose. Building content, writing proposals, RFPs, web content, social media, blogs, writing emails to the customer, negotiations, calls, newsletters, e-mail campaigns, I hope you know the drill.&nbsp;</p>\n<p><strong>Here’s the problem area</strong></p>\n<p><em><strong>Scenario 1</strong></em>&nbsp;</p>\n<p>Unlike the others in the organization, my work revolves around my team. I’ve to collaborate. I write my content or emails, or make changes in the proposals with the instant suggestions and notifications I keep getting from my teammates.&nbsp;</p>\n<p>That’s right. &nbsp;It is hectic to keep a track of all that information and stay updated all the time. &nbsp;For instance, it serves as a disaster for me to miss out on the updated price card, while sending the proposal drafts to the customers. It will be correct in a perfect world, if my colleague sends me an email about it, we usually ping each other and get the information. &nbsp;</p>\n<p>Also, why to wait for an email of the update after the email is sent, when you can get notified instantly and stay above things, right?&nbsp;</p>\n<p>In this case, where should I save this information. How should I not miss out on adding it in my content?&nbsp;</p>\n<p><em><strong>Scenario 2</strong></em>&nbsp;</p>\n<p>There are other instances, which are quite frustrating for me. We’ve team huddles every day, every week, every month, every quarter. &nbsp;Ideas and topics are discussed along with the reports and work we do. Hey, I’m not the boss of me or, the others. I can’t be reluctant.&nbsp;</p>\n<p>Like anybody else within the corporate world, I’ve to suck it up. &nbsp;I often chat with my colleagues and team mates and discuss stuff, which is very good for my work and that talking often leads to good ideas. &nbsp;These ideas float around during team calls or meetings from someone else, I can’t be the whiner in the meeting claiming the ideas are mine, or the thought was initiated by me.&nbsp;</p>\n<p>It passes on and the other person who is the big stealer, gets to even steal the show. That’s unfair. Again, very prevalent in every organization. Don’t you think so?&nbsp;</p>\n<p><em><strong>Troubleshoot with Mainframe</strong></em>&nbsp;</p>\n<p>If you haven’t already read this, Mainframe is an unstoppable communications platform providing unparalleled security, including:&nbsp;</p>\n<ul>\n  <li><strong>Data privacy</strong>: Full end-to-end and group encryption</li>\n  <li><strong>Surveillance resistance</strong>: Node relationships can be hidden</li>\n  <li><strong>Censorship resistance</strong>: Hidden node relationships prevent communications jamming&nbsp;</li>\n</ul>\n<blockquote><em><strong>Mainframe's communications infrastructure is entirely decentralized and unhosted. &nbsp;</strong></em></blockquote>\n<p>A token economy incentives network performance, including: &nbsp;</p>\n<ul>\n  <li>Incentivized packet routing&nbsp;</li>\n  <li>Incentivized packet storage for later retrieval&nbsp;</li>\n  <li>Incentivized file storage&nbsp;</li>\n  <li>Incentivized data services&nbsp;</li>\n</ul>\n<p>Today’s best networking protocols and applications are all combined within the communication platform provided by Mainframe. It offers great security and user sovereignty. &nbsp;</p>\n<p><a href=\"https://mainframe.docsend.com/view/j39qpui\"><strong>The platform consists of various protocol and transport layers incentivized by token economies, along with software development kits (SDKs) enabling easy integration with a variety of popular languages, operating systems, and devices, as well as smart contracts and oracles for token exchange and ease of interoperability with various popular blockchains. Mainframe provides additional protocols above this transport layer for secure communications</strong> <em><strong>One of Mainframe’s alpha version is Onyx</strong></em>&nbsp;</a></p>\n<p>It is the first application built on the platform, as a messaging application that takes full advantage of the provided decentralized protocols. It was released on December 19, 2017. It has an excellent user experience, it was built with an objective to provide real-time corporate messaging, with minimal use of system resources.</p>\n<ul>\n  <li><a href=\"https://mainframe.com/onyx\">Onyx </a>is the first application that allows the user to take advantage of dark routing. Users can configure the luminosity settings for all messages sent in group and private channels.</li>\n  <li>Onyx allows typical rich formatting features, as well as file attachments and inline viewer widgets for images and videos. In addition to these typical features, Onyx has numerous microformats for displaying rich interactivity beyond simple messaging apps, including polls, task assignments, group checklists, and others.&nbsp;</li>\n  <li>Onyx caches contact lists and message content locally for fast retrieval of archived messages and full-text search through message content and contact directories.&nbsp;</li>\n  <li>Onyx provides decentralized contact storage, editing, and sharing. Contact information that a user wishes to make public is addressed using a decentralized name service. Contact information that individuals and organizations wish to share privately is shared using identity claims over networks like uPort40 or the Sovrin ledger41.&nbsp;</li>\n  <li>Onyx makes it easy for users to alert others of their status both in their profile and during conversations by indicating whether another user was last seen active by their client and whether they are currently typing a message. These notifications can be disabled.&nbsp;</li>\n  <li>Onyx is highly extensible, allowing users to create apps that are custom-tailored for specific industry and individual needs and buy and sell them using Mainframe tokens. &nbsp;</li>\n</ul>\n<p><img src=\"https://icodrops.com/wp-content/uploads/2018/02/Mainframe-logo.jpg\" width=\"400\" height=\"400\"/></p>\n<p><a href=\"https://mainframe.com/\">Mainframe</a>: A web3 communications layer. Join in their <a href=\"https://t.me/MainframeCommunity\">Telegram </a>group and get more updates</p>\n</html>",
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      "body": "I work for a HR consulting firm and I have to log my client billable hours weekly as well. Has to be submitted in the system by 5pm on Sunday each week. I just set a reminder on my Outlook email calendar that reminds me on Friday afternoons. Good Luck to your boyfriend. Sucks if he's getting dinged for something that seems so trivial but the company has to account for hours as that's how they get paid by clients.",
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      "title": "My boyfriend often gets in trouble, why? #MainframeForFreedom",
      "body": "<html>\n<p>Here’s the thing with IT companies, they often require you to log your hours of work, <strong>fill the time sheets at the end of every week</strong>. Log your individual billable hours. It seems like such an easy and small thing to do. &nbsp;</p>\n<p>Make a note of what you’re working on at the end of the day and save it. Like I said, he is troublesome. Perhaps, just lazy like everyone else is. <strong>After a day’s work you get reluctant to type and save about what you’ve worked on. &nbsp;</strong></p>\n<p>What does he do? Procrastination. I’ve until Friday to fill my time sheet, why bother on a Monday, its already a busy day. &nbsp;</p>\n<p>That said, we have a gruesome time every Friday evening. While I like to start the weekend with some personal time. I’ve him sulking or pacing to remember, what is it that he was working on, on Wednesday afternoon.&nbsp;</p>\n<p>It would really be easy to note it down, follow emails and recollect. <strong>Still, it’s a time taking task and honestly quite irritating for me.&nbsp;</strong></p>\n<p>Sometimes, I’ve him remove pieces of paper to see what he had pen down, to try and recollect that day’s work. He often, browses through his emails to remember what was the project, what was the activity, what was the troubleshoot. Or, <strong>find conversations on chat to articulate, from the bits and pieces of information he can find.</strong>&nbsp;</p>\n<p><img src=\"https://pbs.twimg.com/media/BkX1lHeCcAAKUYb.png\" width=\"600\" height=\"700\"/></p>\n<p>At the end of it, I think it goes for a very inefficient mentioning of the work in the time sheet. Also, it is a waste of a perfect Friday evening. To top of it, <strong>there is so much effort put in for something that is just a task management structure within the organization. &nbsp;</strong></p>\n<p><strong>Well, this part excites me! MAINFRAME</strong>&nbsp;</p>\n<p>Mainframe, before I learnt or read more on it. I came across Onyx and its features. It is something like slack, but not sloppy. It has many user-friendly features, it stands apart, it is powered by a fully decentralized, censorship-resistant, and surveillance-resistant Mainframe network &nbsp;</p>\n<p>Let’s talk about why Mainframe? It is perhaps like any other workplace app, only better. It accomplishes a lot of the things that we’d like to have within our workspace, to simply streamline and help us be more efficient and productive. &nbsp;</p>\n<p>Unlike my boyfriend, I work within a creative space and I have lesser restrictions or processes to abide by within a structured organization. However, I saw these features and I couldn’t help but talk about it to him.&nbsp;</p>\n<p><strong>To address the big-time sheet debacle</strong>, here’s what can totally save time. Also, be accurate. Mainframe’s to-do lists, it’s a life saver according to me for two reasons.&nbsp;</p>\n<ul>\n  <li>For my personal reason, firstly it will help to fill out time sheets by just going through the list and possibly copy pasting it. <strong>The “Action” item within the app, that helps you to translate the messages into actionable items and saves it as a to-do list is awesome!</strong>&nbsp;</li>\n  <li>The second reason being, for someone like me, who works within the sales and marketing team and grills on messages all day. More often than not, I always miss out on things within the chats or conversations. I’m not a robot to remember everything. I’d like a reminder or a notification to reach out to, perhaps during final reviews of my work. Like a check list. <strong>The “Action” item for me serves as a check list, a review mechanism, where I can look at it and confirm, if I’ve instilled all the suggestions and instructions given to me in my work. </strong>&nbsp;</li>\n</ul>\n<p>Mainframe messaging app for your workplace, is a solace to your anxiety and helps you manage time indefinitely. <strong>It is excellent for you to improve your confidence on your work and not second guess on the things you remember. &nbsp;</strong></p>\n<p>Things at work should be easy and simple, clearly, your work is never easy. At least, managing work and time should be. <strong>Mainframe provides that edge you require to stay ahead of yourself and be productive and stress-free.&nbsp;</strong></p>\n<blockquote><em><strong>A decentralized network for censorship-resistant message routing. Check out </strong></em><a href=\"https://mainframe.com/\"><em><strong>Mainframe</strong></em></a></blockquote>\n</html>",
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      "body": "Decentralized Machine Learning\nDML is looking to use Machine Learning to generate an unbiased and accurate crowdsourced analytics and predictions. The protocol is designed for providing economic incentives and protecting data privacy. It is designed to reach untapped private data and unravel potential to enable machine learning development. With this, both the private data and processing power for machine learning are decentralized as algorithms and they’re run directly on individual devices by utilizing their idle processing power. \n\n•\tDML is looking to reach the goal of creating a block-chain based decentralized machine learning protocol and ecosystem. And for that, they’re utilizing untapped private data for machine learning while protecting data privacy.\n•\tThey’re connecting and leveraging idle processing power of individual devices for machine learning.\n•\tAlso, encouraging involvement from the periphery by creating a developer community and algorithm marketplace that promotes innovation to build machine learning algorithms that match practical utilities.\n•\tThe team is improving and correcting existing machine learning algorithms and models through crowdsourced fine-tuning model trainers.\n•\tIts creating a new utility token for DML and leveraging it on blockchain smart contract technology to provide a trustless and middle-man free platform that connects potential contributors in machine learning from all aspects.\n\nThe potential of DML protocol is far more than facilitating algorithms or programs to be run directly on these connected electronic devices through its decentralized network. Ultimately, we aim to leverage the decentralized network that connects potentially billions of devices all over the globe to be able to communicate with each other.\nDecentralized Machine Learning Protocol provides the technological, social and business structures for utilizing blockchain or any other associated technology to continually develop and evolve within the foreseeable future. Accordingly, the plans, strategies and implementation will likely evolve as well.\n\nDML Tokens are being sold in accordance to the Terms and Conditions of the token sale are available at https://decentralizedml.com. \n•\tFor complete details, please refer to the terms and conditions of the token sale. \n•\tDML Tokens are utility tokens and are not securities, investments or currency, and are not sold or marketed as such. \n•\tParticipation in the token sale involves significant technological and systematic risks. \n•\tThe sale is not open to individuals who reside in or are citizens of the United States, Singapore, China and Hong Kong. \n•\tThe sale period, duration, pricing, and other provisions may change as stated in the token sale terms. \n•\tThe DML token sale involves known and unknown risks, uncertainties, and other factors that may cause the actual functionality, utility, or levels of use of DML Tokens to be materially different from any projected future results, use, functionality or utility expressed or implied in the terms and conditions of token sale.",
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      "body": "DML and its Market Potential\n•\tApplication of Big Data for Machine Learning \n•\tHuge Market Potential in Existing Data \n•\tUnlock Massive Market Potential of Untapped Private Data \n•\tUtilize Decentralized and Idle Processing Power \n•\tUnleash Creativity to Build ML Algorithms and Models with Practical Utility\n\nSolutions\n•\tApply Decentralized Algorithm & Data for ML Prediction \n•\tDeploy Machine Learning Algorithm for Practical Prediction \n•\tCustomers Acquire Algorithms from Marketplace \n•\tUse of Smart Contracts to ensure Governance among Users \n•\tDecentralized Architecture via Decentralized Node Deployment \n•\tDistribute Algorithm to Eligible Devices \n•\tDistributing Node to Identify Devices for Algorithm Distributions \n•\tAuction Mechanism to Prioritize Machine Learning Sequence \n•\tRun Algorithms on Eligible Data Owners’ Devices \n•\tRun Algorithms directly on Devices without Data Extraction \n•\tDeploy Algorithms on Individuals’ Authorized Dataset \n•\tShare Encrypted Prediction Results without Data Extraction \n•\tFederated Nodes to Aggregate Prediction Results \n•\tAverage Prediction Results by Federated Learning \n•\tValidate Prediction Result Quality against Requirement \n•\tReport Node to Produce Final Report & Store in IPFS \n•\tPrediction Report Retrieval and Smart Contract Execution \n•\tImprove Existing ML Algorithm via Crowd Informed Fine-tuning \n•\tDistribute to Voluntary Trainers for Algorithms Improvement \n•\tAdaptive Test Approach: Common data as Control Group \n•\tFederated Node to Aggregate Weighted Fine-tuning Update \n•\tAlgorithm Refining Node to form Fine-Tuned Algorithm\n\nTo facilitate the DML ecosystem, smart contracts are utilized free of middlemen as a trustless tool. It is in perspective of the following people\n•\tCustomers:\nCustomers, who request for machine learning service, to pay DML tokens to run machine learning algorithm on data owners’ authorized dataset in their individual devices. The decentralized nodes will facilitate by distributing algorithms and collecting, aggregating and averaging the local prediction results to produce the final prediction report. \n\n•\tMachine Learning Developers:\nMachine learning developers, who sell their algorithm on the DML Marketplace, to get paid by customers in DML tokens.\n\n•\tModel Trainers\nModel trainers, who correct and improve the machine learning model, to be rewarded, by the customers or machine learning developers, who solely want to improve their algorithm for further use.\n\nBlockchain Based Smart Contract\n•\tSmart Contract for Machine Learning on Untapped Data \n•\tSmart Contracts for DML Marketplace Activities \n•\tAcquire ML Algorithms for Self or Business Predictions \n•\tCrowd Fine-tuning to Improve Existing ML Algorithms\n\nBenefits\nUnleash Creativity via Innovation from Periphery \nDML Algorithm Marketplace creates a developer’s community where developers have the capacity to work as a freelancer to build and market their machine learning algorithms in return for incentives. Innovation and creativity to build machine learning algorithms are unleashed as no approval by tech giants or any other parties with vested interest is needed. Better algorithms can be developed and evolved due to open competition in a free market ecosystem.\n\nOpen Market to Sell Machine Learning Algorithms \nDML algorithm Marketplace provides developers an alternative mean to market their algorithms to potential algorithm buyers in an open market that are free from middleman control and costs. The transaction will be executed in smart contract with clear written terms and free from default risk.\n\nExternal Source to Fine-tune Machine Learning Algorithms \nThrough DML Marketplace, developers have additional means to connect with numerous individual devices owners who can support the manual exercises to fine-tune the algorithms and trained the dataset without the need to hire in-house limited resources. This is another breakthrough and improvement in machine learning by connecting and engaging model trainers in the crowd.\n\nUnlock Economic Value of Private Data with Privacy Protection \nThrough DML Protocol, the economic value of the private data is unlocked. Data owners are incentivized to allow machine learning algorithms to run on their private data in return of DML tokens without leakage of their private data to any third parties. Data privacy is protected as only the prediction results will be collected and aggregated through the decentralized nodes while the original source of private data will be kept within their individual devices. Therefore, data owners can participate in the machine learning development with economic incentives while data privacy concerns are addressed.\n\nMake Use of Idle Processing Power \nDML sees exponential improvement in processing power in smart devices with dedicated chips for on-device artificial intelligence and machine learning. While we usually do not actively use our devices 24/7, the underutilized processing power can now be used to run machine learning algorithms and be rewarded along with the private dataset usage.\n\nCertain Data and Device Owner also acting as Model Trainer \nWhile DML protocol design aims to run and make prediction in a hassle-free and automatic way to encourage mass participation, some data and device owners may be interested to walk an extra mile by acting as model trainers through correcting the labels of the machine algorithm in their spare time. The effort contributes to the machine learning development and earn extra DML token.\n\nReducing the Bar for Applying Machine Learning Algorithm \nDML Algorithm Marketplace creates an open market that is available for anyone to acquire machine learning algorithms at a market-driven cost that are free from middleman control and costs. As a result, even small and medium enterprises, research institutions or even individuals may also be able to afford accessing talented resources from all over the world and acquiring the algorithms for business predictions or other usages at a market-driven cost. Furthermore, customers can request tailor-made machine learning algorithms for specific predictions without going through a middleman, if the algorithm required is not in the current list or does not match the exact required criteria. As such, the marketplace could always meet the latest demand in the market.\n\nBetter Prediction Results with the Use of Untapped Data\nThe DML Protocol and Algorithm Marketplace can help the customers to acquire machine learning algorithms for their business predictions. They can also generate more accurate predictions by applying the algorithms to untapped data stored in individual electronic devices, which is inaccessible before, at a market-driven cost and free from middleman by adopting smart contract.  Comparing to traditional market research such as conducting survey and focus group, prediction from the DML protocol could be much faster and timely, unbiased, cost-effective, more accurate and relevant. DML protocol provides a powerful tool to identify market trends and sentiments are learnt.",
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      "body": "DMLs decentralized and open-source blockchain technology allows individual data and intelligence to be joined together to create a collective beneficial ecosystem. They believe such decentralization approach should not be confined to one single blockchain platform. Therefore, their technology welcomes and encourages all sorts of blockchain technology to be adopted in their protocol and various system languages to be used to run their machine learning algorithms on their network. \n\nWe encourage both adoption of existing blockchain technology such as Ethereum and any other future blockchain platform. Their protocol aims to allow integration of new blockchain technology to the currently adopted ones without replacing or overriding them. A co-exist ecosystem that links and aggregates different blockchain-based technologies will be created. \n\nLikewise, for the protocol upgrade mechanism, developers are also encouraged to integrate any new blockchain technology on top of the existing blockchain platform as used in DML protocol. The same incentive mechanism will be deployed to encourage a variety of blockchain technologies to be adopted.\n\n![](https://steemitimages.com/DQmQSUo39XS9YWZFscZZJ7kagVzqoBrPR6BtKHxc7B3AA9k/image.png)\n\nThe potential of DML protocol is far more than facilitating algorithms or programs to be run directly on these connected electronic devices through its decentralized network. Ultimately, we aim to leverage the decentralized network that connects potentially billions of devices all over the globe to be able to communicate with each other.\nDecentralized Machine Learning Protocol provides the technological, social and business structures for utilizing blockchain or any other associated technology to continually develop and evolve within the foreseeable future. Accordingly, the plans, strategies and implementation will likely evolve as well.\n\nDML Tokens are being sold in accordance to the Terms and Conditions of the token sale are available at https://decentralizedml.com. \n•\tFor complete details, please refer to the terms and conditions of the token sale. \n•\tDML Tokens are utility tokens and are not securities, investments or currency, and are not sold or marketed as such. \n•\tParticipation in the token sale involves significant technological and systematic risks. \n•\tThe sale is not open to individuals who reside in or are citizens of the United States, Singapore, China and Hong Kong. \n•\tThe sale period, duration, pricing, and other provisions may change as stated in the token sale terms. \n•\tThe DML token sale involves known and unknown risks, uncertainties, and other factors that may cause the actual functionality, utility, or levels of use of DML Tokens to be materially different from any projected future results, use, functionality or utility expressed or implied in the terms and conditions of token sale.",
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      "body": "Utilize Untapped Data and idle processing power for Machine Learning \nDML token is paid to the data owner to contribute their private data and idle processing power for running machine learning algorithm in the DML protocol.\n\nAcquire Machine Learning Algorithms in Marketplace \nApart from building in-house machine learning algorithm, customers could acquire machine learning algorithm from the developers in our DML marketplace using DML tokens. Therefore, talented developers are incentivized to join the DML developers’ community to develop machine learning algorithms for real life applications.\n\nReward to Decentralized Nodes in the protocol \nDML tokens are used to motivate the decentralized nodes with different functions such as distributing algorithms, aggregating and averaging local machine learning result by federated learning or producing aggregated machine learning report. Those functions are essential and serve as part of the decentralized processing power network in machine learning.\n\nReward to Algorithm Trainer for Fine-tuning Algorithms \nDevelopers who wish to seek resources to train and fine-tune their models can pay DML tokens to the model trainers. DML tokens are used to motivate model trainers to contribute their effort and time to fine-tune the algorithms by correcting the label of the algorithm.\n\nUser Growth Pool to Incentivize Users \nA user growth pool of 9% of DML tokens will be created to incentivize DML users to early participate in the DML protocol and ecosystem. Data owners to allow machine learning algorithms to be run on their untapped private data. Decentralized nodes which provide various essential functions in supporting different parts of decentralized machine learning.\n\nExtra Reward to Contributors \nIn addition to DML tokens directly paid by customers, data owners may earn extra DML tokens randomly from the user growth pool as long as they are connected to the DML protocol. The data owners, therefore, will earn DML tokens from up to two sources i.e. customers and user growth pool.\n\nUser Growth Pool Generation Mechanism \nA limited amount of the DML token will be generated according to the pre-defined decreasing-supply algorithm based on the preset mechanism across time. The mechanism is designed to encourage early participation to contribute to machine learning development. Therefore, the reward block is designed with a pre-defined algorithm that will decrease with time.\n\nThe DML Token Utility System\nData owners will be rewarded from up to two sources, which is driven by the market demand of using untapped private data for machine learning and from the user growth pool. To encourage simplicity and mass adoption of token and cryptocurrency, a ERC20-supported wallet will be built in DML App to keep the DML token or other supported tokens.\n\nFuture Upgrades with DML\n\nFlexibility to Upgrade and Multi- Blockchain Compatibility\nDML treasures the knowledge, expertise and innovation of every individual as they believe in collective wisdom and intelligence, their core value that motivates to unleash untapped data and link them together to create a co-intelligence system. Therefore, DML protocol is designed to encourage developers to participate in system upgrade or future technology compatibility advancement too. \n\nCompatibility with existing and forthcoming blockchain and cryptographic technology together with the flexibility for protocol upgrades are the key for on-going development and sustainability. Therefore, DML protocol is designed with flexibility to be upgraded and compatible with new blockchain technology, of which it will not be confined to any single or existing ones.\n\nPromote DML Protocol Upgrade\n\nDML encourages any developers, who have ideas to improve the protocol by proposing enhancement to the existing one, through our protocol. They’ll reserve financial resources to motivate any developers to improve their protocol. This does not only incentivize developers across the globe to continuously contribute to the maintenance of the decentralized network, but also the forthcoming enhancement of the protocol.\n\nScalability and Off-chain Transactions\n\nDML protocol is designed with scalability feature to cope with increasingly mass usage and heavy transactions load. For instance, DML may adopt off-chain method, such as state channels, by offloading non-core and generalized processes off-chain to increase its efficiency and reduce transaction costs.",
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  "trx_id": "5971edb17e940f8013d18f5e1b40767af7a8b5a0",
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      "parent_author": "",
      "parent_permlink": "ico",
      "author": "kaavya92",
      "permlink": "dml-ico",
      "title": "DML ICO",
      "body": "To facilitate the DML ecosystem, smart contracts are utilized free of middlemen as a trustless tool. It is in perspective of the following people\n\n•\tCustomers:\nCustomers, who request for machine learning service, to pay DML tokens to run machine learning algorithm on data owners’ authorized dataset in their individual devices. The decentralized nodes will facilitate by distributing algorithms and collecting, aggregating and averaging the local prediction results to produce the final prediction report. \n•\tMachine Learning Developers:\nMachine learning developers, who sell their algorithm on the DML Marketplace, to get paid by customers in DML tokens.\n•\tModel Trainers\nModel trainers, who correct and improve the machine learning model, to be rewarded, by the customers or machine learning developers, who solely want to improve their algorithm for further use.\n\nBlockchain Based Smart Contract\n•\tSmart Contract for Machine Learning on Untapped Data \n•\tSmart Contracts for DML Marketplace Activities \n•\tAcquire ML Algorithms for Self or Business Predictions \n•\tCrowd Fine-tuning to Improve Existing ML Algorithms\n\nBenefits\nUnleash Creativity via Innovation from Periphery \nDML Algorithm Marketplace creates a developer’s community where developers have the capacity to work as a freelancer to build and market their machine learning algorithms in return for incentives. Innovation and creativity to build machine learning algorithms are unleashed as no approval by tech giants or any other parties with vested interest is needed. Better algorithms can be developed and evolved due to open competition in a free market ecosystem.\n\nOpen Market to Sell Machine Learning Algorithms \nDML algorithm Marketplace provides developers an alternative mean to market their algorithms to potential algorithm buyers in an open market that are free from middleman control and costs. The transaction will be executed in smart contract with clear written terms and free from default risk.\n\nExternal Source to Fine-tune Machine Learning Algorithms \nThrough DML Marketplace, developers have additional means to connect with numerous individual devices owners who can support the manual exercises to fine-tune the algorithms and trained the dataset without the need to hire in-house limited resources. This is another breakthrough and improvement in machine learning by connecting and engaging model trainers in the crowd.\n\nUnlock Economic Value of Private Data with Privacy Protection \nThrough DML Protocol, the economic value of the private data is unlocked. Data owners are incentivized to allow machine learning algorithms to run on their private data in return of DML tokens without leakage of their private data to any third parties. Data privacy is protected as only the prediction results will be collected and aggregated through the decentralized nodes while the original source of private data will be kept within their individual devices. Therefore, data owners can participate in the machine learning development with economic incentives while data privacy concerns are addressed.\n\nMake Use of Idle Processing Power \nDML sees exponential improvement in processing power in smart devices with dedicated chips for on-device artificial intelligence and machine learning. While we usually do not actively use our devices 24/7, the underutilized processing power can now be used to run machine learning algorithms and be rewarded along with the private dataset usage.\n\nCertain Data and Device Owner also acting as Model Trainer \nWhile DML protocol design aims to run and make prediction in a hassle-free and automatic way to encourage mass participation, some data and device owners may be interested to walk an extra mile by acting as model trainers through correcting the labels of the machine algorithm in their spare time. The effort contributes to the machine learning development and earn extra DML token.\n\nReducing the Bar for Applying Machine Learning Algorithm \nDML Algorithm Marketplace creates an open market that is available for anyone to acquire machine learning algorithms at a market-driven cost that are free from middleman control and costs. As a result, even small and medium enterprises, research institutions or even individuals may also be able to afford accessing talented resources from all over the world and acquiring the algorithms for business predictions or other usages at a market-driven cost. Furthermore, customers can request tailor-made machine learning algorithms for specific predictions without going through a middleman, if the algorithm required is not in the current list or does not match the exact required criteria. As such, the marketplace could always meet the latest demand in the market.\n\nBetter Prediction Results with the Use of Untapped Data\nThe DML Protocol and Algorithm Marketplace can help the customers to acquire machine learning algorithms for their business predictions. They can also generate more accurate predictions by applying the algorithms to untapped data stored in individual electronic devices, which is inaccessible before, at a market-driven cost and free from middleman by adopting smart contract.  Comparing to traditional market research such as conducting survey and focus group, prediction from the DML protocol could be much faster and timely, unbiased, cost-effective, more accurate and relevant. DML protocol provides a powerful tool to identify market trends and sentiments are learnt.",
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      "parent_permlink": "machinelearning",
      "author": "kaavya92",
      "permlink": "decentralized-machine-learning",
      "title": "Decentralized Machine Learning",
      "body": "DML is looking to use Machine Learning to generate an unbiased and accurate crowd sourced analytics and predictions. The protocol is designed for providing economic incentives and protecting data privacy. It is designed to reach untapped private data and unravel potential to enable machine learning development. With this, both the private data and processing power for machine learning are decentralized as algorithms and they’re run directly on individual devices by utilizing their idle processing power. \n\n•\tDML is looking to reach the goal of creating a block-chain based decentralized machine learning protocol and ecosystem. And for that, they’re utilizing untapped private data for machine learning while protecting data privacy.\n•\tThey’re connecting and leveraging idle processing power of individual devices for machine learning.\n•\tAlso, encouraging involvement from the periphery by creating a developer community and algorithm marketplace that promotes innovation to build machine learning algorithms that match practical utilities.\n•\tThe team is improving and correcting existing machine learning algorithms and models through crowdsourced fine-tuning model trainers.\n•\tIts creating a new utility token for DML and leveraging it on blockchain smart contract technology to provide a trustless and middle-man free platform that connects potential contributors in machine learning from all aspects.\n\nDML and its Market Potential\n•\tApplication of Big Data for Machine Learning \n•\tHuge Market Potential in Existing Data \n•\tUnlock Massive Market Potential of Untapped Private Data \n•\tUtilize Decentralized and Idle Processing Power \n•\tUnleash Creativity to Build ML Algorithms and Models with Practical Utility\n\nSolutions\n•\tApply Decentralized Algorithm & Data for ML Prediction \n•\tDeploy Machine Learning Algorithm for Practical Prediction \n•\tCustomers Acquire Algorithms from Marketplace \n•\tUse of Smart Contracts to ensure Governance among Users \n•\tDecentralized Architecture via Decentralized Node Deployment \n•\tDistribute Algorithm to Eligible Devices \n•\tDistributing Node to Identify Devices for Algorithm Distributions \n•\tAuction Mechanism to Prioritize Machine Learning Sequence \n•\tRun Algorithms on Eligible Data Owners’ Devices \n•\tRun Algorithms directly on Devices without Data Extraction \n•\tDeploy Algorithms on Individuals’ Authorized Dataset \n•\tShare Encrypted Prediction Results without Data Extraction \n•\tFederated Nodes to Aggregate Prediction Results \n•\tAverage Prediction Results by Federated Learning \n•\tValidate Prediction Result Quality against Requirement \n•\tReport Node to Produce Final Report & Store in IPFS \n•\tPrediction Report Retrieval and Smart Contract Execution \n•\tImprove Existing ML Algorithm via Crowd Informed Fine-tuning \n•\tDistribute to Voluntary Trainers for Algorithms Improvement \n•\tAdaptive Test Approach: Common data as Control Group \n•\tFederated Node to Aggregate Weighted Fine-tuning Update \n•\tAlgorithm Refining Node to form Fine-Tuned Algorithm\n\nTo facilitate the DML ecosystem, smart contracts are utilized free of middlemen as a trustless tool. It is in perspective of the following people\n\n•\tCustomers:\nCustomers, who request for machine learning service, to pay DML tokens to run machine learning algorithm on data owners’ authorized dataset in their individual devices. The decentralized nodes will facilitate by distributing algorithms and collecting, aggregating and averaging the local prediction results to produce the final prediction report. \n\n•\tMachine Learning Developers:\nMachine learning developers, who sell their algorithm on the DML Marketplace, to get paid by customers in DML tokens.\n\n•\tModel Trainers\nModel trainers, who correct and improve the machine learning model, to be rewarded, by the customers or machine learning developers, who solely want to improve their algorithm for further use.\n\nBlockchain Based Smart Contract\n•\tSmart Contract for Machine Learning on Untapped Data \n•\tSmart Contracts for DML Marketplace Activities \n•\tAcquire ML Algorithms for Self or Business Predictions \n•\tCrowd Fine-tuning to Improve Existing ML Algorithms\n\nBenefits\n\nUnleash Creativity via Innovation from Periphery \nDML Algorithm Marketplace creates a developer’s community where developers have the capacity to work as a freelancer to build and market their machine learning algorithms in return for incentives. Innovation and creativity to build machine learning algorithms are unleashed as no approval by tech giants or any other parties with vested interest is needed. Better algorithms can be developed and evolved due to open competition in a free market ecosystem.\n\nOpen Market to Sell Machine Learning Algorithms \nDML algorithm Marketplace provides developers an alternative mean to market their algorithms to potential algorithm buyers in an open market that are free from middleman control and costs. The transaction will be executed in smart contract with clear written terms and free from default risk.\n\nExternal Source to Fine-tune Machine Learning Algorithms \nThrough DML Marketplace, developers have additional means to connect with numerous individual devices owners who can support the manual exercises to fine-tune the algorithms and trained the dataset without the need to hire in-house limited resources. This is another breakthrough and improvement in machine learning by connecting and engaging model trainers in the crowd.\n\nUnlock Economic Value of Private Data with Privacy Protection \nThrough DML Protocol, the economic value of the private data is unlocked. Data owners are incentivized to allow machine learning algorithms to run on their private data in return of DML tokens without leakage of their private data to any third parties. Data privacy is protected as only the prediction results will be collected and aggregated through the decentralized nodes while the original source of private data will be kept within their individual devices. Therefore, data owners can participate in the machine learning development with economic incentives while data privacy concerns are addressed.\n\nMake Use of Idle Processing Power \nDML sees exponential improvement in processing power in smart devices with dedicated chips for on-device artificial intelligence and machine learning. While we usually do not actively use our devices 24/7, the underutilized processing power can now be used to run machine learning algorithms and be rewarded along with the private dataset usage.\n\nCertain Data and Device Owner also acting as Model Trainer \nWhile DML protocol design aims to run and make prediction in a hassle-free and automatic way to encourage mass participation, some data and device owners may be interested to walk an extra mile by acting as model trainers through correcting the labels of the machine algorithm in their spare time. The effort contributes to the machine learning development and earn extra DML token.\n\nReducing the Bar for Applying Machine Learning Algorithm \nDML Algorithm Marketplace creates an open market that is available for anyone to acquire machine learning algorithms at a market-driven cost that are free from middleman control and costs. As a result, even small and medium enterprises, research institutions or even individuals may also be able to afford accessing talented resources from all over the world and acquiring the algorithms for business predictions or other usages at a market-driven cost. Furthermore, customers can request tailor-made machine learning algorithms for specific predictions without going through a middleman, if the algorithm required is not in the current list or does not match the exact required criteria. As such, the marketplace could always meet the latest demand in the market.\n\nBetter Prediction Results with the Use of Untapped Data\nThe DML Protocol and Algorithm Marketplace can help the customers to acquire machine learning algorithms for their business predictions. They can also generate more accurate predictions by applying the algorithms to untapped data stored in individual electronic devices, which is inaccessible before, at a market-driven cost and free from middleman by adopting smart contract.  Comparing to traditional market research such as conducting survey and focus group, prediction from the DML protocol could be much faster and timely, unbiased, cost-effective, more accurate and relevant. DML protocol provides a powerful tool to identify market trends and sentiments are learnt.\n\nToken Usage and Mechanism\n\nUtilize Untapped Data and idle processing power for Machine Learning \nDML token is paid to the data owner to contribute their private data and idle processing power for running machine learning algorithm in the DML protocol.\n\nAcquire Machine Learning Algorithms in Marketplace \nApart from building in-house machine learning algorithm, customers could acquire machine learning algorithm from the developers in our DML marketplace using DML tokens. Therefore, talented developers are incentivized to join the DML developers’ community to develop machine learning algorithms for real life applications.\n\nReward to Decentralized Nodes in the protocol \nDML tokens are used to motivate the decentralized nodes with different functions such as distributing algorithms, aggregating and averaging local machine learning result by federated learning or producing aggregated machine learning report. Those functions are essential and serve as part of the decentralized processing power network in machine learning.\n\nReward to Algorithm Trainer for Fine-tuning Algorithms \nDevelopers who wish to seek resources to train and fine-tune their models can pay DML tokens to the model trainers. DML tokens are used to motivate model trainers to contribute their effort and time to fine-tune the algorithms by correcting the label of the algorithm.\n\nUser Growth Pool to Incentivize Users \nA user growth pool of 9% of DML tokens will be created to incentivize DML users to early participate in the DML protocol and ecosystem. Data owners to allow machine learning algorithms to be run on their untapped private data. Decentralized nodes which provide various essential functions in supporting different parts of decentralized machine learning.\n\nExtra Reward to Contributors \nIn addition to DML tokens directly paid by customers, data owners may earn extra DML tokens randomly from the user growth pool as long as they are connected to the DML protocol. The data owners, therefore, will earn DML tokens from up to two sources i.e. customers and user growth pool.\n\nUser Growth Pool Generation Mechanism \nA limited amount of the DML token will be generated according to the pre-defined decreasing-supply algorithm based on the preset mechanism across time. The mechanism is designed to encourage early participation to contribute to machine learning development. Therefore, the reward block is designed with a pre-defined algorithm that will decrease with time.\n\nThe DML Token Utility System\nData owners will be rewarded from up to two sources, which is driven by the market demand of using untapped private data for machine learning and from the user growth pool. To encourage simplicity and mass adoption of token and cryptocurrency, a ERC20-supported wallet will be built in DML App to keep the DML token or other supported tokens.\nFuture Upgrades with DML\n\nFlexibility to Upgrade and Multi- Blockchain Compatibility\nDML treasures the knowledge, expertise and innovation of every individual as they believe in collective wisdom and intelligence, their core value that motivates to unleash untapped data and link them together to create a co-intelligence system. Therefore, DML protocol is designed to encourage developers to participate in system upgrade or future technology compatibility advancement too. \n\nCompatibility with existing and forthcoming blockchain and cryptographic technology together with the flexibility for protocol upgrades are the key for on-going development and sustainability. Therefore, DML protocol is designed with flexibility to be upgraded and compatible with new blockchain technology, of which it will not be confined to any single or existing ones.\n\nPromote DML Protocol Upgrade\nDML encourages any developers, who have ideas to improve the protocol by proposing enhancement to the existing one, through our protocol. They’ll reserve financial resources to motivate any developers to improve their protocol. This does not only incentivize developers across the globe to continuously contribute to the maintenance of the decentralized network, but also the forthcoming enhancement of the protocol.\n\nScalability and Off-chain Transactions\nDML protocol is designed with scalability feature to cope with increasingly mass usage and heavy transactions load. For instance, DML may adopt off-chain method, such as state channels, by offloading non-core and generalized processes off-chain to increase its efficiency and reduce transaction costs.\n\nCross-chain Compatibility and Interoperability\nDMLs decentralized and open-source blockchain technology allows individual data and intelligence to be joined together to create a collective beneficial ecosystem. They believe such decentralization approach should not be confined to one single blockchain platform. Therefore, their technology welcomes and encourages all sorts of blockchain technology to be adopted in their protocol and various system languages to be used to run their machine learning algorithms on their network. \n\nWe encourage both adoption of existing blockchain technology such as Ethereum and any other future blockchain platform. Their protocol aims to allow integration of new blockchain technology to the currently adopted ones without replacing or overriding them. A co-exist ecosystem that links and aggregates different blockchain-based technologies will be created. \n\nLikewise, for the protocol upgrade mechanism, developers are also encouraged to integrate any new blockchain technology on top of the existing blockchain platform as used in DML protocol. The same incentive mechanism will be deployed to encourage a variety of blockchain technologies to be adopted.\n\n![](https://steemitimages.com/DQmQSUo39XS9YWZFscZZJ7kagVzqoBrPR6BtKHxc7B3AA9k/image.png)\n\nThe potential of DML protocol is far more than facilitating algorithms or programs to be run directly on these connected electronic devices through its decentralized network. Ultimately, we aim to leverage the decentralized network that connects potentially billions of devices all over the globe to be able to communicate with each other.\nDecentralized Machine Learning Protocol provides the technological, social and business structures for utilizing blockchain or any other associated technology to continually develop and evolve within the foreseeable future. Accordingly, the plans, strategies and implementation will likely evolve as well.\n\nDML Tokens are being sold in accordance to the Terms and Conditions of the token sale are available at https://decentralizedml.com\n\n•\tFor complete details, please refer to the terms and conditions of the token sale. \n•\tDML Tokens are utility tokens and are not securities, investments or currency, and are not sold or marketed as such. \n•\tParticipation in the token sale involves significant technological and systematic risks. \n•\tThe sale is not open to individuals who reside in or are citizens of the United States, Singapore, China and Hong Kong. \n•\tThe sale period, duration, pricing, and other provisions may change as stated in the token sale terms. \n•\tThe DML token sale involves known and unknown risks, uncertainties, and other factors that may cause the actual functionality, utility, or levels of use of DML Tokens to be materially different from any projected future results, use, functionality or utility expressed or implied in the terms and conditions of token sale.",
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      "body": "Thank you for this post. I particularly liked the rejection talk. TED talks are great but there are so much of those now that is is always good to find a selection like yours.",
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      "parent_permlink": "life",
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      "permlink": "when-you-stumble-make-it-part-of-the-dance",
      "title": "“When you stumble, make it part of the dance”",
      "body": "I strongly believe that Life is uncertain, enigmatic and mostly never a perfect one. Along the way, it gets imperative to keep going and embrace every choice in life. \n\nEvery step you take defines who you’re. Also, redefines you. As a girl, I embody myself as a dancer. I’m trying each day to find my unique moves to get to the rhythm of life gracefully. However, life is such that a fall is bound to happen. \nAs I grow up, I realize that a fall is inevitable. You’ve got to fall and stumble upon horrible ideas, options, thoughts, people, incidents, etc. It is important to embrace your imperfections and mistakes as your own. You’ve got to own them, as they’re a part of your identity. Instead of hiding the missteps or stopping the dance. All you’ve got to do is get up and dance. \n\n![](https://steemitimages.com/DQmVvnT78dYdYG8G24i63yDkpxA59n8wTmmY81eCs36gRet/image.png)\n\nIf you fall hard, you stay down longer. It gets harder to regain self-esteem and walk tall. But in life you’ve just got to get up, own it and keep dancing. It also suggests survival of the fittest. A great dancer never leaves the show incomplete. In life, you can’t stop at any point. You can catch a break, but you’ve got to move on and go ahead.",
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      "body": "@@ -80,16 +80,16 @@\n hite\n- \n listed.\n+%0A\n http\n",
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