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Why i’m bullish on Zilliqa (long read)

Edit: TL;DR added in the comments
 
Hey all, I've been researching coins since 2017 and have gone through 100s of them in the last 3 years. I got introduced to blockchain via Bitcoin of course, analyzed Ethereum thereafter and from that moment I have a keen interest in smart contact platforms. I’m passionate about Ethereum but I find Zilliqa to have a better risk-reward ratio. Especially because Zilliqa has found an elegant balance between being secure, decentralized and scalable in my opinion.
 
Below I post my analysis of why from all the coins I went through I’m most bullish on Zilliqa (yes I went through Tezos, EOS, NEO, VeChain, Harmony, Algorand, Cardano etc.). Note that this is not investment advice and although it's a thorough analysis there is obviously some bias involved. Looking forward to what you all think!
 
Fun fact: the name Zilliqa is a play on ‘silica’ silicon dioxide which means “Silicon for the high-throughput consensus computer.”
 
This post is divided into (i) Technology, (ii) Business & Partnerships, and (iii) Marketing & Community. I’ve tried to make the technology part readable for a broad audience. If you’ve ever tried understanding the inner workings of Bitcoin and Ethereum you should be able to grasp most parts. Otherwise, just skim through and once you are zoning out head to the next part.
 
Technology and some more:
 
Introduction
 
The technology is one of the main reasons why I’m so bullish on Zilliqa. First thing you see on their website is: “Zilliqa is a high-performance, high-security blockchain platform for enterprises and next-generation applications.” These are some bold statements.
 
Before we deep dive into the technology let’s take a step back in time first as they have quite the history. The initial research paper from which Zilliqa originated dates back to August 2016: Elastico: A Secure Sharding Protocol For Open Blockchains where Loi Luu (Kyber Network) is one of the co-authors. Other ideas that led to the development of what Zilliqa has become today are: Bitcoin-NG, collective signing CoSi, ByzCoin and Omniledger.
 
The technical white paper was made public in August 2017 and since then they have achieved everything stated in the white paper and also created their own open source intermediate level smart contract language called Scilla (functional programming language similar to OCaml) too.
 
Mainnet is live since the end of January 2019 with daily transaction rates growing continuously. About a week ago mainnet reached 5 million transactions, 500.000+ addresses in total along with 2400 nodes keeping the network decentralized and secure. Circulating supply is nearing 11 billion and currently only mining rewards are left. The maximum supply is 21 billion with annual inflation being 7.13% currently and will only decrease with time.
 
Zilliqa realized early on that the usage of public cryptocurrencies and smart contracts were increasing but decentralized, secure, and scalable alternatives were lacking in the crypto space. They proposed to apply sharding onto a public smart contract blockchain where the transaction rate increases almost linear with the increase in the amount of nodes. More nodes = higher transaction throughput and increased decentralization. Sharding comes in many forms and Zilliqa uses network-, transaction- and computational sharding. Network sharding opens up the possibility of using transaction- and computational sharding on top. Zilliqa does not use state sharding for now. We’ll come back to this later.
 
Before we continue dissecting how Zilliqa achieves such from a technological standpoint it’s good to keep in mind that a blockchain being decentralised and secure and scalable is still one of the main hurdles in allowing widespread usage of decentralised networks. In my opinion this needs to be solved first before blockchains can get to the point where they can create and add large scale value. So I invite you to read the next section to grasp the underlying fundamentals. Because after all these premises need to be true otherwise there isn’t a fundamental case to be bullish on Zilliqa, right?
 
Down the rabbit hole
 
How have they achieved this? Let’s define the basics first: key players on Zilliqa are the users and the miners. A user is anybody who uses the blockchain to transfer funds or run smart contracts. Miners are the (shard) nodes in the network who run the consensus protocol and get rewarded for their service in Zillings (ZIL). The mining network is divided into several smaller networks called shards, which is also referred to as ‘network sharding’. Miners subsequently are randomly assigned to a shard by another set of miners called DS (Directory Service) nodes. The regular shards process transactions and the outputs of these shards are eventually combined by the DS shard as they reach consensus on the final state. More on how these DS shards reach consensus (via pBFT) will be explained later on.
 
The Zilliqa network produces two types of blocks: DS blocks and Tx blocks. One DS Block consists of 100 Tx Blocks. And as previously mentioned there are two types of nodes concerned with reaching consensus: shard nodes and DS nodes. Becoming a shard node or DS node is being defined by the result of a PoW cycle (Ethash) at the beginning of the DS Block. All candidate mining nodes compete with each other and run the PoW (Proof-of-Work) cycle for 60 seconds and the submissions achieving the highest difficulty will be allowed on the network. And to put it in perspective: the average difficulty for one DS node is ~ 2 Th/s equaling 2.000.000 Mh/s or 55 thousand+ GeForce GTX 1070 / 8 GB GPUs at 35.4 Mh/s. Each DS Block 10 new DS nodes are allowed. And a shard node needs to provide around 8.53 GH/s currently (around 240 GTX 1070s). Dual mining ETH/ETC and ZIL is possible and can be done via mining software such as Phoenix and Claymore. There are pools and if you have large amounts of hashing power (Ethash) available you could mine solo.
 
The PoW cycle of 60 seconds is a peak performance and acts as an entry ticket to the network. The entry ticket is called a sybil resistance mechanism and makes it incredibly hard for adversaries to spawn lots of identities and manipulate the network with these identities. And after every 100 Tx Blocks which corresponds to roughly 1,5 hour this PoW process repeats. In between these 1,5 hour, no PoW needs to be done meaning Zilliqa’s energy consumption to keep the network secure is low. For more detailed information on how mining works click here.
Okay, hats off to you. You have made it this far. Before we go any deeper down the rabbit hole we first must understand why Zilliqa goes through all of the above technicalities and understand a bit more what a blockchain on a more fundamental level is. Because the core of Zilliqa’s consensus protocol relies on the usage of pBFT (practical Byzantine Fault Tolerance) we need to know more about state machines and their function. Navigate to Viewblock, a Zilliqa block explorer, and just come back to this article. We will use this site to navigate through a few concepts.
 
We have established that Zilliqa is a public and distributed blockchain. Meaning that everyone with an internet connection can send ZILs, trigger smart contracts, etc. and there is no central authority who fully controls the network. Zilliqa and other public and distributed blockchains (like Bitcoin and Ethereum) can also be defined as state machines.
 
Taking the liberty of paraphrasing examples and definitions given by Samuel Brooks’ medium article, he describes the definition of a blockchain (like Zilliqa) as: “A peer-to-peer, append-only datastore that uses consensus to synchronize cryptographically-secure data”.
 
Next, he states that: "blockchains are fundamentally systems for managing valid state transitions”. For some more context, I recommend reading the whole medium article to get a better grasp of the definitions and understanding of state machines. Nevertheless, let’s try to simplify and compile it into a single paragraph. Take traffic lights as an example: all its states (red, amber, and green) are predefined, all possible outcomes are known and it doesn’t matter if you encounter the traffic light today or tomorrow. It will still behave the same. Managing the states of a traffic light can be done by triggering a sensor on the road or pushing a button resulting in one traffic lights’ state going from green to red (via amber) and another light from red to green.
 
With public blockchains like Zilliqa, this isn’t so straightforward and simple. It started with block #1 almost 1,5 years ago and every 45 seconds or so a new block linked to the previous block is being added. Resulting in a chain of blocks with transactions in it that everyone can verify from block #1 to the current #647.000+ block. The state is ever changing and the states it can find itself in are infinite. And while the traffic light might work together in tandem with various other traffic lights, it’s rather insignificant comparing it to a public blockchain. Because Zilliqa consists of 2400 nodes who need to work together to achieve consensus on what the latest valid state is while some of these nodes may have latency or broadcast issues, drop offline or are deliberately trying to attack the network, etc.
 
Now go back to the Viewblock page take a look at the amount of transaction, addresses, block and DS height and then hit refresh. Obviously as expected you see new incremented values on one or all parameters. And how did the Zilliqa blockchain manage to transition from a previous valid state to the latest valid state? By using pBFT to reach consensus on the latest valid state.
 
After having obtained the entry ticket, miners execute pBFT to reach consensus on the ever-changing state of the blockchain. pBFT requires a series of network communication between nodes, and as such there is no GPU involved (but CPU). Resulting in the total energy consumed to keep the blockchain secure, decentralized and scalable being low.
 
pBFT stands for practical Byzantine Fault Tolerance and is an optimization on the Byzantine Fault Tolerant algorithm. To quote Blockonomi: “In the context of distributed systems, Byzantine Fault Tolerance is the ability of a distributed computer network to function as desired and correctly reach a sufficient consensus despite malicious components (nodes) of the system failing or propagating incorrect information to other peers.” Zilliqa is such a distributed computer network and depends on the honesty of the nodes (shard and DS) to reach consensus and to continuously update the state with the latest block. If pBFT is a new term for you I can highly recommend the Blockonomi article.
 
The idea of pBFT was introduced in 1999 - one of the authors even won a Turing award for it - and it is well researched and applied in various blockchains and distributed systems nowadays. If you want more advanced information than the Blockonomi link provides click here. And if you’re in between Blockonomi and the University of Singapore read the Zilliqa Design Story Part 2 dating from October 2017.
Quoting from the Zilliqa tech whitepaper: “pBFT relies upon a correct leader (which is randomly selected) to begin each phase and proceed when the sufficient majority exists. In case the leader is byzantine it can stall the entire consensus protocol. To address this challenge, pBFT offers a view change protocol to replace the byzantine leader with another one.”
 
pBFT can tolerate ⅓ of the nodes being dishonest (offline counts as Byzantine = dishonest) and the consensus protocol will function without stalling or hiccups. Once there are more than ⅓ of dishonest nodes but no more than ⅔ the network will be stalled and a view change will be triggered to elect a new DS leader. Only when more than ⅔ of the nodes are dishonest (66%) double-spend attacks become possible.
 
If the network stalls no transactions can be processed and one has to wait until a new honest leader has been elected. When the mainnet was just launched and in its early phases, view changes happened regularly. As of today the last stalling of the network - and view change being triggered - was at the end of October 2019.
 
Another benefit of using pBFT for consensus besides low energy is the immediate finality it provides. Once your transaction is included in a block and the block is added to the chain it’s done. Lastly, take a look at this article where three types of finality are being defined: probabilistic, absolute and economic finality. Zilliqa falls under the absolute finality (just like Tendermint for example). Although lengthy already we skipped through some of the inner workings from Zilliqa’s consensus: read the Zilliqa Design Story Part 3 and you will be close to having a complete picture on it. Enough about PoW, sybil resistance mechanism, pBFT, etc. Another thing we haven’t looked at yet is the amount of decentralization.
 
Decentralisation
 
Currently, there are four shards, each one of them consisting of 600 nodes. 1 shard with 600 so-called DS nodes (Directory Service - they need to achieve a higher difficulty than shard nodes) and 1800 shard nodes of which 250 are shard guards (centralized nodes controlled by the team). The amount of shard guards has been steadily declining from 1200 in January 2019 to 250 as of May 2020. On the Viewblock statistics, you can see that many of the nodes are being located in the US but those are only the (CPU parts of the) shard nodes who perform pBFT. There is no data from where the PoW sources are coming. And when the Zilliqa blockchain starts reaching its transaction capacity limit, a network upgrade needs to be executed to lift the current cap of maximum 2400 nodes to allow more nodes and formation of more shards which will allow to network to keep on scaling according to demand.
Besides shard nodes there are also seed nodes. The main role of seed nodes is to serve as direct access points (for end-users and clients) to the core Zilliqa network that validates transactions. Seed nodes consolidate transaction requests and forward these to the lookup nodes (another type of nodes) for distribution to the shards in the network. Seed nodes also maintain the entire transaction history and the global state of the blockchain which is needed to provide services such as block explorers. Seed nodes in the Zilliqa network are comparable to Infura on Ethereum.
 
The seed nodes were first only operated by Zilliqa themselves, exchanges and Viewblock. Operators of seed nodes like exchanges had no incentive to open them for the greater public. They were centralised at first. Decentralisation at the seed nodes level has been steadily rolled out since March 2020 ( Zilliqa Improvement Proposal 3 ). Currently the amount of seed nodes is being increased, they are public-facing and at the same time PoS is applied to incentivize seed node operators and make it possible for ZIL holders to stake and earn passive yields. Important distinction: seed nodes are not involved with consensus! That is still PoW as entry ticket and pBFT for the actual consensus.
 
5% of the block rewards are being assigned to seed nodes (from the beginning in 2019) and those are being used to pay out ZIL stakers. The 5% block rewards with an annual yield of 10.03% translate to roughly 610 MM ZILs in total that can be staked. Exchanges use the custodial variant of staking and wallets like Moonlet will use the non-custodial version (starting in Q3 2020). Staking is being done by sending ZILs to a smart contract created by Zilliqa and audited by Quantstamp.
 
With a high amount of DS; shard nodes and seed nodes becoming more decentralized too, Zilliqa qualifies for the label of decentralized in my opinion.
 
Smart contracts
 
Let me start by saying I’m not a developer and my programming skills are quite limited. So I‘m taking the ELI5 route (maybe 12) but if you are familiar with Javascript, Solidity or specifically OCaml please head straight to Scilla - read the docs to get a good initial grasp of how Zilliqa’s smart contract language Scilla works and if you ask yourself “why another programming language?” check this article. And if you want to play around with some sample contracts in an IDE click here. The faucet can be found here. And more information on architecture, dapp development and API can be found on the Developer Portal.
If you are more into listening and watching: check this recent webinar explaining Zilliqa and Scilla. Link is time-stamped so you’ll start right away with a platform introduction, roadmap 2020 and afterwards a proper Scilla introduction.
 
Generalized: programming languages can be divided into being ‘object-oriented’ or ‘functional’. Here is an ELI5 given by software development academy: * “all programs have two basic components, data – what the program knows – and behavior – what the program can do with that data. So object-oriented programming states that combining data and related behaviors in one place, is called “object”, which makes it easier to understand how a particular program works. On the other hand, functional programming argues that data and behavior are different things and should be separated to ensure their clarity.” *
 
Scilla is on the functional side and shares similarities with OCaml: OCaml is a general-purpose programming language with an emphasis on expressiveness and safety. It has an advanced type system that helps catch your mistakes without getting in your way. It's used in environments where a single mistake can cost millions and speed matters, is supported by an active community, and has a rich set of libraries and development tools. For all its power, OCaml is also pretty simple, which is one reason it's often used as a teaching language.
 
Scilla is blockchain agnostic, can be implemented onto other blockchains as well, is recognized by academics and won a so-called Distinguished Artifact Award award at the end of last year.
 
One of the reasons why the Zilliqa team decided to create their own programming language focused on preventing smart contract vulnerabilities is that adding logic on a blockchain, programming, means that you cannot afford to make mistakes. Otherwise, it could cost you. It’s all great and fun blockchains being immutable but updating your code because you found a bug isn’t the same as with a regular web application for example. And with smart contracts, it inherently involves cryptocurrencies in some form thus value.
 
Another difference with programming languages on a blockchain is gas. Every transaction you do on a smart contract platform like Zilliqa or Ethereum costs gas. With gas you basically pay for computational costs. Sending a ZIL from address A to address B costs 0.001 ZIL currently. Smart contracts are more complex, often involve various functions and require more gas (if gas is a new concept click here ).
 
So with Scilla, similar to Solidity, you need to make sure that “every function in your smart contract will run as expected without hitting gas limits. An improper resource analysis may lead to situations where funds may get stuck simply because a part of the smart contract code cannot be executed due to gas limits. Such constraints are not present in traditional software systems”. Scilla design story part 1
 
Some examples of smart contract issues you’d want to avoid are: leaking funds, ‘unexpected changes to critical state variables’ (example: someone other than you setting his or her address as the owner of the smart contract after creation) or simply killing a contract.
 
Scilla also allows for formal verification. Wikipedia to the rescue: In the context of hardware and software systems, formal verification is the act of proving or disproving the correctness of intended algorithms underlying a system with respect to a certain formal specification or property, using formal methods of mathematics.
 
Formal verification can be helpful in proving the correctness of systems such as: cryptographic protocols, combinational circuits, digital circuits with internal memory, and software expressed as source code.
 
Scilla is being developed hand-in-hand with formalization of its semantics and its embedding into the Coq proof assistant — a state-of-the art tool for mechanized proofs about properties of programs.”
 
Simply put, with Scilla and accompanying tooling developers can be mathematically sure and proof that the smart contract they’ve written does what he or she intends it to do.
 
Smart contract on a sharded environment and state sharding
 
There is one more topic I’d like to touch on: smart contract execution in a sharded environment (and what is the effect of state sharding). This is a complex topic. I’m not able to explain it any easier than what is posted here. But I will try to compress the post into something easy to digest.
 
Earlier on we have established that Zilliqa can process transactions in parallel due to network sharding. This is where the linear scalability comes from. We can define simple transactions: a transaction from address A to B (Category 1), a transaction where a user interacts with one smart contract (Category 2) and the most complex ones where triggering a transaction results in multiple smart contracts being involved (Category 3). The shards are able to process transactions on their own without interference of the other shards. With Category 1 transactions that is doable, with Category 2 transactions sometimes if that address is in the same shard as the smart contract but with Category 3 you definitely need communication between the shards. Solving that requires to make a set of communication rules the protocol needs to follow in order to process all transactions in a generalised fashion.
 
And this is where the downsides of state sharding comes in currently. All shards in Zilliqa have access to the complete state. Yes the state size (0.1 GB at the moment) grows and all of the nodes need to store it but it also means that they don’t need to shop around for information available on other shards. Requiring more communication and adding more complexity. Computer science knowledge and/or developer knowledge required links if you want to dig further: Scilla - language grammar Scilla - Foundations for Verifiable Decentralised Computations on a Blockchain Gas Accounting NUS x Zilliqa: Smart contract language workshop
 
Easier to follow links on programming Scilla https://learnscilla.com/home Ivan on Tech
 
Roadmap / Zilliqa 2.0
 
There is no strict defined roadmap but here are topics being worked on. And via the Zilliqa website there is also more information on the projects they are working on.
 
Business & Partnerships
 
It’s not only technology in which Zilliqa seems to be excelling as their ecosystem has been expanding and starting to grow rapidly. The project is on a mission to provide OpenFinance (OpFi) to the world and Singapore is the right place to be due to its progressive regulations and futuristic thinking. Singapore has taken a proactive approach towards cryptocurrencies by introducing the Payment Services Act 2019 (PS Act). Among other things, the PS Act will regulate intermediaries dealing with certain cryptocurrencies, with a particular focus on consumer protection and anti-money laundering. It will also provide a stable regulatory licensing and operating framework for cryptocurrency entities, effectively covering all crypto businesses and exchanges based in Singapore. According to PWC 82% of the surveyed executives in Singapore reported blockchain initiatives underway and 13% of them have already brought the initiatives live to the market. There is also an increasing list of organizations that are starting to provide digital payment services. Moreover, Singaporean blockchain developers Building Cities Beyond has recently created an innovation $15 million grant to encourage development on its ecosystem. This all suggests that Singapore tries to position itself as (one of) the leading blockchain hubs in the world.
 
Zilliqa seems to already take advantage of this and recently helped launch Hg Exchange on their platform, together with financial institutions PhillipCapital, PrimePartners and Fundnel. Hg Exchange, which is now approved by the Monetary Authority of Singapore (MAS), uses smart contracts to represent digital assets. Through Hg Exchange financial institutions worldwide can use Zilliqa's safe-by-design smart contracts to enable the trading of private equities. For example, think of companies such as Grab, Airbnb, SpaceX that are not available for public trading right now. Hg Exchange will allow investors to buy shares of private companies & unicorns and capture their value before an IPO. Anquan, the main company behind Zilliqa, has also recently announced that they became a partner and shareholder in TEN31 Bank, which is a fully regulated bank allowing for tokenization of assets and is aiming to bridge the gap between conventional banking and the blockchain world. If STOs, the tokenization of assets, and equity trading will continue to increase, then Zilliqa’s public blockchain would be the ideal candidate due to its strategic positioning, partnerships, regulatory compliance and the technology that is being built on top of it.
 
What is also very encouraging is their focus on banking the un(der)banked. They are launching a stablecoin basket starting with XSGD. As many of you know, stablecoins are currently mostly used for trading. However, Zilliqa is actively trying to broaden the use case of stablecoins. I recommend everybody to read this text that Amrit Kumar wrote (one of the co-founders). These stablecoins will be integrated in the traditional markets and bridge the gap between the crypto world and the traditional world. This could potentially revolutionize and legitimise the crypto space if retailers and companies will for example start to use stablecoins for payments or remittances, instead of it solely being used for trading.
 
Zilliqa also released their DeFi strategic roadmap (dating November 2019) which seems to be aligning well with their OpFi strategy. A non-custodial DEX is coming to Zilliqa made by Switcheo which allows cross-chain trading (atomic swaps) between ETH, EOS and ZIL based tokens. They also signed a Memorandum of Understanding for a (soon to be announced) USD stablecoin. And as Zilliqa is all about regulations and being compliant, I’m speculating on it to be a regulated USD stablecoin. Furthermore, XSGD is already created and visible on block explorer and XIDR (Indonesian Stablecoin) is also coming soon via StraitsX. Here also an overview of the Tech Stack for Financial Applications from September 2019. Further quoting Amrit Kumar on this:
 
There are two basic building blocks in DeFi/OpFi though: 1) stablecoins as you need a non-volatile currency to get access to this market and 2) a dex to be able to trade all these financial assets. The rest are built on top of these blocks.
 
So far, together with our partners and community, we have worked on developing these building blocks with XSGD as a stablecoin. We are working on bringing a USD-backed stablecoin as well. We will soon have a decentralised exchange developed by Switcheo. And with HGX going live, we are also venturing into the tokenization space. More to come in the future.”
 
Additionally, they also have this ZILHive initiative that injects capital into projects. There have been already 6 waves of various teams working on infrastructure, innovation and research, and they are not from ASEAN or Singapore only but global: see Grantees breakdown by country. Over 60 project teams from over 20 countries have contributed to Zilliqa's ecosystem. This includes individuals and teams developing wallets, explorers, developer toolkits, smart contract testing frameworks, dapps, etc. As some of you may know, Unstoppable Domains (UD) blew up when they launched on Zilliqa. UD aims to replace cryptocurrency addresses with a human-readable name and allows for uncensorable websites. Zilliqa will probably be the only one able to handle all these transactions onchain due to ability to scale and its resulting low fees which is why the UD team launched this on Zilliqa in the first place. Furthermore, Zilliqa also has a strong emphasis on security, compliance, and privacy, which is why they partnered with companies like Elliptic, ChainSecurity (part of PwC Switzerland), and Incognito. Their sister company Aqilliz (Zilliqa spelled backwards) focuses on revolutionizing the digital advertising space and is doing interesting things like using Zilliqa to track outdoor digital ads with companies like Foodpanda.
 
Zilliqa is listed on nearly all major exchanges, having several different fiat-gateways and recently have been added to Binance’s margin trading and futures trading with really good volume. They also have a very impressive team with good credentials and experience. They don't just have “tech people”. They have a mix of tech people, business people, marketeers, scientists, and more. Naturally, it's good to have a mix of people with different skill sets if you work in the crypto space.
 
Marketing & Community
 
Zilliqa has a very strong community. If you just follow their Twitter their engagement is much higher for a coin that has approximately 80k followers. They also have been ‘coin of the day’ by LunarCrush many times. LunarCrush tracks real-time cryptocurrency value and social data. According to their data, it seems Zilliqa has a more fundamental and deeper understanding of marketing and community engagement than almost all other coins. While almost all coins have been a bit frozen in the last months, Zilliqa seems to be on its own bull run. It was somewhere in the 100s a few months ago and is currently ranked #46 on CoinGecko. Their official Telegram also has over 20k people and is very active, and their community channel which is over 7k now is more active and larger than many other official channels. Their local communities also seem to be growing.
 
Moreover, their community started ‘Zillacracy’ together with the Zilliqa core team ( see www.zillacracy.com ). It’s a community-run initiative where people from all over the world are now helping with marketing and development on Zilliqa. Since its launch in February 2020 they have been doing a lot and will also run their own non-custodial seed node for staking. This seed node will also allow them to start generating revenue for them to become a self sustaining entity that could potentially scale up to become a decentralized company working in parallel with the Zilliqa core team. Comparing it to all the other smart contract platforms (e.g. Cardano, EOS, Tezos etc.) they don't seem to have started a similar initiative (correct me if I’m wrong though). This suggests in my opinion that these other smart contract platforms do not fully understand how to utilize the ‘power of the community’. This is something you cannot ‘buy with money’ and gives many projects in the space a disadvantage.
 
Zilliqa also released two social products called SocialPay and Zeeves. SocialPay allows users to earn ZILs while tweeting with a specific hashtag. They have recently used it in partnership with the Singapore Red Cross for a marketing campaign after their initial pilot program. It seems like a very valuable social product with a good use case. I can see a lot of traditional companies entering the space through this product, which they seem to suggest will happen. Tokenizing hashtags with smart contracts to get network effect is a very smart and innovative idea.
 
Regarding Zeeves, this is a tipping bot for Telegram. They already have 1000s of signups and they plan to keep upgrading it for more and more people to use it (e.g. they recently have added a quiz features). They also use it during AMAs to reward people in real-time. It’s a very smart approach to grow their communities and get familiar with ZIL. I can see this becoming very big on Telegram. This tool suggests, again, that the Zilliqa team has a deeper understanding of what the crypto space and community needs and is good at finding the right innovative tools to grow and scale.
 
To be honest, I haven’t covered everything (i’m also reaching the character limited haha). So many updates happening lately that it's hard to keep up, such as the International Monetary Fund mentioning Zilliqa in their report, custodial and non-custodial Staking, Binance Margin, Futures, Widget, entering the Indian market, and more. The Head of Marketing Colin Miles has also released this as an overview of what is coming next. And last but not least, Vitalik Buterin has been mentioning Zilliqa lately acknowledging Zilliqa and mentioning that both projects have a lot of room to grow. There is much more info of course and a good part of it has been served to you on a silver platter. I invite you to continue researching by yourself :-) And if you have any comments or questions please post here!
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Why i’m bullish on Zilliqa (long read)

Hey all, I've been researching coins since 2017 and have gone through 100s of them in the last 3 years. I got introduced to blockchain via Bitcoin of course, analysed Ethereum thereafter and from that moment I have a keen interest in smart contact platforms. I’m passionate about Ethereum but I find Zilliqa to have a better risk reward ratio. Especially because Zilliqa has found an elegant balance between being secure, decentralised and scalable in my opinion.
 
Below I post my analysis why from all the coins I went through I’m most bullish on Zilliqa (yes I went through Tezos, EOS, NEO, VeChain, Harmony, Algorand, Cardano etc.). Note that this is not investment advice and although it's a thorough analysis there is obviously some bias involved. Looking forward to what you all think!
 
Fun fact: the name Zilliqa is a play on ‘silica’ silicon dioxide which means “Silicon for the high-throughput consensus computer.”
 
This post is divided into (i) Technology, (ii) Business & Partnerships, and (iii) Marketing & Community. I’ve tried to make the technology part readable for a broad audience. If you’ve ever tried understanding the inner workings of Bitcoin and Ethereum you should be able to grasp most parts. Otherwise just skim through and once you are zoning out head to the next part.
 
Technology and some more:
 
Introduction The technology is one of the main reasons why I’m so bullish on Zilliqa. First thing you see on their website is: “Zilliqa is a high-performance, high-security blockchain platform for enterprises and next-generation applications.” These are some bold statements.
 
Before we deep dive into the technology let’s take a step back in time first as they have quite the history. The initial research paper from which Zilliqa originated dates back to August 2016: Elastico: A Secure Sharding Protocol For Open Blockchains where Loi Luu (Kyber Network) is one of the co-authors. Other ideas that led to the development of what Zilliqa has become today are: Bitcoin-NG, collective signing CoSi, ByzCoin and Omniledger.
 
The technical white paper was made public in August 2017 and since then they have achieved everything stated in the white paper and also created their own open source intermediate level smart contract language called Scilla (functional programming language similar to OCaml) too.
 
Mainnet is live since end of January 2019 with daily transaction rate growing continuously. About a week ago mainnet reached 5 million transactions, 500.000+ addresses in total along with 2400 nodes keeping the network decentralised and secure. Circulating supply is nearing 11 billion and currently only mining rewards are left. Maximum supply is 21 billion with annual inflation being 7.13% currently and will only decrease with time.
 
Zilliqa realised early on that the usage of public cryptocurrencies and smart contracts were increasing but decentralised, secure and scalable alternatives were lacking in the crypto space. They proposed to apply sharding onto a public smart contract blockchain where the transaction rate increases almost linear with the increase in amount of nodes. More nodes = higher transaction throughput and increased decentralisation. Sharding comes in many forms and Zilliqa uses network-, transaction- and computational sharding. Network sharding opens up the possibility of using transaction- and computational sharding on top. Zilliqa does not use state sharding for now. We’ll come back to this later.
 
Before we continue disecting how Zilliqa achieves such from a technological standpoint it’s good to keep in mind that a blockchain being decentralised and secure and scalable is still one of the main hurdles in allowing widespread usage of decentralised networks. In my opinion this needs to be solved first before blockchains can get to the point where they can create and add large scale value. So I invite you to read the next section to grasp the underlying fundamentals. Because after all these premises need to be true otherwise there isn’t a fundamental case to be bullish on Zilliqa, right?
 
Down the rabbit hole
 
How have they achieved this? Let’s define the basics first: key players on Zilliqa are the users and the miners. A user is anybody who uses the blockchain to transfer funds or run smart contracts. Miners are the (shard) nodes in the network who run the consensus protocol and get rewarded for their service in Zillings (ZIL). The mining network is divided into several smaller networks called shards, which is also referred to as ‘network sharding’. Miners subsequently are randomly assigned to a shard by another set of miners called DS (Directory Service) nodes. The regular shards process transactions and the outputs of these shards are eventually combined by the DS shard as they reach consensus on the final state. More on how these DS shards reach consensus (via pBFT) will be explained later on.
 
The Zilliqa network produces two types of blocks: DS blocks and Tx blocks. One DS Block consists of 100 Tx Blocks. And as previously mentioned there are two types of nodes concerned with reaching consensus: shard nodes and DS nodes. Becoming a shard node or DS node is being defined by the result of a PoW cycle (Ethash) at the beginning of the DS Block. All candidate mining nodes compete with each other and run the PoW (Proof-of-Work) cycle for 60 seconds and the submissions achieving the highest difficulty will be allowed on the network. And to put it in perspective: the average difficulty for one DS node is ~ 2 Th/s equaling 2.000.000 Mh/s or 55 thousand+ GeForce GTX 1070 / 8 GB GPUs at 35.4 Mh/s. Each DS Block 10 new DS nodes are allowed. And a shard node needs to provide around 8.53 GH/s currently (around 240 GTX 1070s). Dual mining ETH/ETC and ZIL is possible and can be done via mining software such as Phoenix and Claymore. There are pools and if you have large amounts of hashing power (Ethash) available you could mine solo.
 
The PoW cycle of 60 seconds is a peak performance and acts as an entry ticket to the network. The entry ticket is called a sybil resistance mechanism and makes it incredibly hard for adversaries to spawn lots of identities and manipulate the network with these identities. And after every 100 Tx Blocks which corresponds to roughly 1,5 hour this PoW process repeats. In between these 1,5 hour no PoW needs to be done meaning Zilliqa’s energy consumption to keep the network secure is low. For more detailed information on how mining works click here.
Okay, hats off to you. You have made it this far. Before we go any deeper down the rabbit hole we first must understand why Zilliqa goes through all of the above technicalities and understand a bit more what a blockchain on a more fundamental level is. Because the core of Zilliqa’s consensus protocol relies on the usage of pBFT (practical Byzantine Fault Tolerance) we need to know more about state machines and their function. Navigate to Viewblock, a Zilliqa block explorer, and just come back to this article. We will use this site to navigate through a few concepts.
 
We have established that Zilliqa is a public and distributed blockchain. Meaning that everyone with an internet connection can send ZILs, trigger smart contracts etc. and there is no central authority who fully controls the network. Zilliqa and other public and distributed blockchains (like Bitcoin and Ethereum) can also be defined as state machines.
 
Taking the liberty of paraphrasing examples and definitions given by Samuel Brooks’ medium article, he describes the definition of a blockchain (like Zilliqa) as:
“A peer-to-peer, append-only datastore that uses consensus to synchronise cryptographically-secure data”.
 
Next he states that: >“blockchains are fundamentally systems for managing valid state transitions”.* For some more context, I recommend reading the whole medium article to get a better grasp of the definitions and understanding of state machines. Nevertheless, let’s try to simplify and compile it into a single paragraph. Take traffic lights as an example: all its states (red, amber and green) are predefined, all possible outcomes are known and it doesn’t matter if you encounter the traffic light today or tomorrow. It will still behave the same. Managing the states of a traffic light can be done by triggering a sensor on the road or pushing a button resulting in one traffic lights’ state going from green to red (via amber) and another light from red to green.
 
With public blockchains like Zilliqa this isn’t so straightforward and simple. It started with block #1 almost 1,5 years ago and every 45 seconds or so a new block linked to the previous block is being added. Resulting in a chain of blocks with transactions in it that everyone can verify from block #1 to the current #647.000+ block. The state is ever changing and the states it can find itself in are infinite. And while the traffic light might work together in tandem with various other traffic lights, it’s rather insignificant comparing it to a public blockchain. Because Zilliqa consists of 2400 nodes who need to work together to achieve consensus on what the latest valid state is while some of these nodes may have latency or broadcast issues, drop offline or are deliberately trying to attack the network etc.
 
Now go back to the Viewblock page take a look at the amount of transaction, addresses, block and DS height and then hit refresh. Obviously as expected you see new incremented values on one or all parameters. And how did the Zilliqa blockchain manage to transition from a previous valid state to the latest valid state? By using pBFT to reach consensus on the latest valid state.
 
After having obtained the entry ticket, miners execute pBFT to reach consensus on the ever changing state of the blockchain. pBFT requires a series of network communication between nodes, and as such there is no GPU involved (but CPU). Resulting in the total energy consumed to keep the blockchain secure, decentralised and scalable being low.
 
pBFT stands for practical Byzantine Fault Tolerance and is an optimisation on the Byzantine Fault Tolerant algorithm. To quote Blockonomi: “In the context of distributed systems, Byzantine Fault Tolerance is the ability of a distributed computer network to function as desired and correctly reach a sufficient consensus despite malicious components (nodes) of the system failing or propagating incorrect information to other peers.” Zilliqa is such a distributed computer network and depends on the honesty of the nodes (shard and DS) to reach consensus and to continuously update the state with the latest block. If pBFT is a new term for you I can highly recommend the Blockonomi article.
 
The idea of pBFT was introduced in 1999 - one of the authors even won a Turing award for it - and it is well researched and applied in various blockchains and distributed systems nowadays. If you want more advanced information than the Blockonomi link provides click here. And if you’re in between Blockonomi and University of Singapore read the Zilliqa Design Story Part 2 dating from October 2017.
Quoting from the Zilliqa tech whitepaper: “pBFT relies upon a correct leader (which is randomly selected) to begin each phase and proceed when the sufficient majority exists. In case the leader is byzantine it can stall the entire consensus protocol. To address this challenge, pBFT offers a view change protocol to replace the byzantine leader with another one.”
 
pBFT can tolerate ⅓ of the nodes being dishonest (offline counts as Byzantine = dishonest) and the consensus protocol will function without stalling or hiccups. Once there are more than ⅓ of dishonest nodes but no more than ⅔ the network will be stalled and a view change will be triggered to elect a new DS leader. Only when more than ⅔ of the nodes are dishonest (>66%) double spend attacks become possible.
 
If the network stalls no transactions can be processed and one has to wait until a new honest leader has been elected. When the mainnet was just launched and in its early phases, view changes happened regularly. As of today the last stalling of the network - and view change being triggered - was at the end of October 2019.
 
Another benefit of using pBFT for consensus besides low energy is the immediate finality it provides. Once your transaction is included in a block and the block is added to the chain it’s done. Lastly, take a look at this article where three types of finality are being defined: probabilistic, absolute and economic finality. Zilliqa falls under the absolute finality (just like Tendermint for example). Although lengthy already we skipped through some of the inner workings from Zilliqa’s consensus: read the Zilliqa Design Story Part 3 and you will be close to having a complete picture on it. Enough about PoW, sybil resistance mechanism, pBFT etc. Another thing we haven’t looked at yet is the amount of decentralisation.
 
Decentralisation
 
Currently there are four shards, each one of them consisting of 600 nodes. 1 shard with 600 so called DS nodes (Directory Service - they need to achieve a higher difficulty than shard nodes) and 1800 shard nodes of which 250 are shard guards (centralised nodes controlled by the team). The amount of shard guards has been steadily declining from 1200 in January 2019 to 250 as of May 2020. On the Viewblock statistics you can see that many of the nodes are being located in the US but those are only the (CPU parts of the) shard nodes who perform pBFT. There is no data from where the PoW sources are coming. And when the Zilliqa blockchain starts reaching their transaction capacity limit, a network upgrade needs to be executed to lift the current cap of maximum 2400 nodes to allow more nodes and formation of more shards which will allow to network to keep on scaling according to demand.
Besides shard nodes there are also seed nodes. The main role of seed nodes is to serve as direct access points (for end users and clients) to the core Zilliqa network that validates transactions. Seed nodes consolidate transaction requests and forward these to the lookup nodes (another type of nodes) for distribution to the shards in the network. Seed nodes also maintain the entire transaction history and the global state of the blockchain which is needed to provide services such as block explorers. Seed nodes in the Zilliqa network are comparable to Infura on Ethereum.
 
The seed nodes were first only operated by Zilliqa themselves, exchanges and Viewblock. Operators of seed nodes like exchanges had no incentive to open them for the greater public.They were centralised at first. Decentralisation at the seed nodes level has been steadily rolled out since March 2020 ( Zilliqa Improvement Proposal 3 ). Currently the amount of seed nodes is being increased, they are public facing and at the same time PoS is applied to incentivize seed node operators and make it possible for ZIL holders to stake and earn passive yields. Important distinction: seed nodes are not involved with consensus! That is still PoW as entry ticket and pBFT for the actual consensus.
 
5% of the block rewards are being assigned to seed nodes (from the beginning in 2019) and those are being used to pay out ZIL stakers.The 5% block rewards with an annual yield of 10.03% translates to roughly 610 MM ZILs in total that can be staked. Exchanges use the custodial variant of staking and wallets like Moonlet will use the non custodial version (starting in Q3 2020). Staking is being done by sending ZILs to a smart contract created by Zilliqa and audited by Quantstamp.
 
With a high amount of DS & shard nodes and seed nodes becoming more decentralised too, Zilliqa qualifies for the label of decentralised in my opinion.
 
Smart contracts
 
Let me start by saying I’m not a developer and my programming skills are quite limited. So I‘m taking the ELI5 route (maybe 12) but if you are familiar with Javascript, Solidity or specifically OCaml please head straight to Scilla - read the docs to get a good initial grasp of how Zilliqa’s smart contract language Scilla works and if you ask yourself “why another programming language?” check this article. And if you want to play around with some sample contracts in an IDE click here. Faucet can be found here. And more information on architecture, dapp development and API can be found on the Developer Portal.
If you are more into listening and watching: check this recent webinar explaining Zilliqa and Scilla. Link is time stamped so you’ll start right away with a platform introduction, R&D roadmap 2020 and afterwards a proper Scilla introduction.
 
Generalised: programming languages can be divided into being ‘object oriented’ or ‘functional’. Here is an ELI5 given by software development academy: > “all programmes have two basic components, data – what the programme knows – and behaviour – what the programme can do with that data. So object-oriented programming states that combining data and related behaviours in one place, is called “object”, which makes it easier to understand how a particular program works. On the other hand, functional programming argues that data and behaviour are different things and should be separated to ensure their clarity.”
 
Scilla is on the functional side and shares similarities with OCaml: > OCaml is a general purpose programming language with an emphasis on expressiveness and safety. It has an advanced type system that helps catch your mistakes without getting in your way. It's used in environments where a single mistake can cost millions and speed matters, is supported by an active community, and has a rich set of libraries and development tools. For all its power, OCaml is also pretty simple, which is one reason it's often used as a teaching language.
 
Scilla is blockchain agnostic, can be implemented onto other blockchains as well, is recognised by academics and won a so called Distinguished Artifact Award award at the end of last year.
 
One of the reasons why the Zilliqa team decided to create their own programming language focused on preventing smart contract vulnerabilities safety is that adding logic on a blockchain, programming, means that you cannot afford to make mistakes. Otherwise it could cost you. It’s all great and fun blockchains being immutable but updating your code because you found a bug isn’t the same as with a regular web application for example. And with smart contracts it inherently involves cryptocurrencies in some form thus value.
 
Another difference with programming languages on a blockchain is gas. Every transaction you do on a smart contract platform like Zilliqa for Ethereum costs gas. With gas you basically pay for computational costs. Sending a ZIL from address A to address B costs 0.001 ZIL currently. Smart contracts are more complex, often involve various functions and require more gas (if gas is a new concept click here ).
 
So with Scilla, similar to Solidity, you need to make sure that “every function in your smart contract will run as expected without hitting gas limits. An improper resource analysis may lead to situations where funds may get stuck simply because a part of the smart contract code cannot be executed due to gas limits. Such constraints are not present in traditional software systems”. Scilla design story part 1
 
Some examples of smart contract issues you’d want to avoid are: leaking funds, ‘unexpected changes to critical state variables’ (example: someone other than you setting his or her address as the owner of the smart contract after creation) or simply killing a contract.
 
Scilla also allows for formal verification. Wikipedia to the rescue:
In the context of hardware and software systems, formal verification is the act of proving or disproving the correctness of intended algorithms underlying a system with respect to a certain formal specification or property, using formal methods of mathematics.
 
Formal verification can be helpful in proving the correctness of systems such as: cryptographic protocols, combinational circuits, digital circuits with internal memory, and software expressed as source code.
 
Scilla is being developed hand-in-hand with formalization of its semantics and its embedding into the Coq proof assistant — a state-of-the art tool for mechanized proofs about properties of programs.”
 
Simply put, with Scilla and accompanying tooling developers can be mathematically sure and proof that the smart contract they’ve written does what he or she intends it to do.
 
Smart contract on a sharded environment and state sharding
 
There is one more topic I’d like to touch on: smart contract execution in a sharded environment (and what is the effect of state sharding). This is a complex topic. I’m not able to explain it any easier than what is posted here. But I will try to compress the post into something easy to digest.
 
Earlier on we have established that Zilliqa can process transactions in parallel due to network sharding. This is where the linear scalability comes from. We can define simple transactions: a transaction from address A to B (Category 1), a transaction where a user interacts with one smart contract (Category 2) and the most complex ones where triggering a transaction results in multiple smart contracts being involved (Category 3). The shards are able to process transactions on their own without interference of the other shards. With Category 1 transactions that is doable, with Category 2 transactions sometimes if that address is in the same shard as the smart contract but with Category 3 you definitely need communication between the shards. Solving that requires to make a set of communication rules the protocol needs to follow in order to process all transactions in a generalised fashion.
 
And this is where the downsides of state sharding comes in currently. All shards in Zilliqa have access to the complete state. Yes the state size (0.1 GB at the moment) grows and all of the nodes need to store it but it also means that they don’t need to shop around for information available on other shards. Requiring more communication and adding more complexity. Computer science knowledge and/or developer knowledge required links if you want to dig further: Scilla - language grammar Scilla - Foundations for Verifiable Decentralised Computations on a Blockchain Gas Accounting NUS x Zilliqa: Smart contract language workshop
 
Easier to follow links on programming Scilla https://learnscilla.com/home Ivan on Tech
 
Roadmap / Zilliqa 2.0
 
There is no strict defined roadmap but here are topics being worked on. And via the Zilliqa website there is also more information on the projects they are working on.
 
Business & Partnerships  
It’s not only technology in which Zilliqa seems to be excelling as their ecosystem has been expanding and starting to grow rapidly. The project is on a mission to provide OpenFinance (OpFi) to the world and Singapore is the right place to be due to its progressive regulations and futuristic thinking. Singapore has taken a proactive approach towards cryptocurrencies by introducing the Payment Services Act 2019 (PS Act). Among other things, the PS Act will regulate intermediaries dealing with certain cryptocurrencies, with a particular focus on consumer protection and anti-money laundering. It will also provide a stable regulatory licensing and operating framework for cryptocurrency entities, effectively covering all crypto businesses and exchanges based in Singapore. According to PWC 82% of the surveyed executives in Singapore reported blockchain initiatives underway and 13% of them have already brought the initiatives live to the market. There is also an increasing list of organisations that are starting to provide digital payment services. Moreover, Singaporean blockchain developers Building Cities Beyond has recently created an innovation $15 million grant to encourage development on its ecosystem. This all suggest that Singapore tries to position itself as (one of) the leading blockchain hubs in the world.
 
Zilliqa seems to already taking advantage of this and recently helped launch Hg Exchange on their platform, together with financial institutions PhillipCapital, PrimePartners and Fundnel. Hg Exchange, which is now approved by the Monetary Authority of Singapore (MAS), uses smart contracts to represent digital assets. Through Hg Exchange financial institutions worldwide can use Zilliqa's safe-by-design smart contracts to enable the trading of private equities. For example, think of companies such as Grab, AirBnB, SpaceX that are not available for public trading right now. Hg Exchange will allow investors to buy shares of private companies & unicorns and capture their value before an IPO. Anquan, the main company behind Zilliqa, has also recently announced that they became a partner and shareholder in TEN31 Bank, which is a fully regulated bank allowing for tokenization of assets and is aiming to bridge the gap between conventional banking and the blockchain world. If STOs, the tokenization of assets, and equity trading will continue to increase, then Zilliqa’s public blockchain would be the ideal candidate due to its strategic positioning, partnerships, regulatory compliance and the technology that is being built on top of it.
 
What is also very encouraging is their focus on banking the un(der)banked. They are launching a stablecoin basket starting with XSGD. As many of you know, stablecoins are currently mostly used for trading. However, Zilliqa is actively trying to broaden the use case of stablecoins. I recommend everybody to read this text that Amrit Kumar wrote (one of the co-founders). These stablecoins will be integrated in the traditional markets and bridge the gap between the crypto world and the traditional world. This could potentially revolutionize and legitimise the crypto space if retailers and companies will for example start to use stablecoins for payments or remittances, instead of it solely being used for trading.
 
Zilliqa also released their DeFi strategic roadmap (dating November 2019) which seems to be aligning well with their OpFi strategy. A non-custodial DEX is coming to Zilliqa made by Switcheo which allows cross-chain trading (atomic swaps) between ETH, EOS and ZIL based tokens. They also signed a Memorandum of Understanding for a (soon to be announced) USD stablecoin. And as Zilliqa is all about regulations and being compliant, I’m speculating on it to be a regulated USD stablecoin. Furthermore, XSGD is already created and visible on block explorer and XIDR (Indonesian Stablecoin) is also coming soon via StraitsX. Here also an overview of the Tech Stack for Financial Applications from September 2019. Further quoting Amrit Kumar on this:
 
There are two basic building blocks in DeFi/OpFi though: 1) stablecoins as you need a non-volatile currency to get access to this market and 2) a dex to be able to trade all these financial assets. The rest are build on top of these blocks.
 
So far, together with our partners and community, we have worked on developing these building blocks with XSGD as a stablecoin. We are working on bringing a USD-backed stablecoin as well. We will soon have a decentralised exchange developed by Switcheo. And with HGX going live, we are also venturing into the tokenization space. More to come in the future.”*
 
Additionally, they also have this ZILHive initiative that injects capital into projects. There have been already 6 waves of various teams working on infrastructure, innovation and research, and they are not from ASEAN or Singapore only but global: see Grantees breakdown by country. Over 60 project teams from over 20 countries have contributed to Zilliqa's ecosystem. This includes individuals and teams developing wallets, explorers, developer toolkits, smart contract testing frameworks, dapps, etc. As some of you may know, Unstoppable Domains (UD) blew up when they launched on Zilliqa. UD aims to replace cryptocurrency addresses with a human readable name and allows for uncensorable websites. Zilliqa will probably be the only one able to handle all these transactions onchain due to ability to scale and its resulting low fees which is why the UD team launched this on Zilliqa in the first place. Furthermore, Zilliqa also has a strong emphasis on security, compliance, and privacy, which is why they partnered with companies like Elliptic, ChainSecurity (part of PwC Switzerland), and Incognito. Their sister company Aqilliz (Zilliqa spelled backwards) focuses on revolutionizing the digital advertising space and is doing interesting things like using Zilliqa to track outdoor digital ads with companies like Foodpanda.
 
Zilliqa is listed on nearly all major exchanges, having several different fiat-gateways and recently have been added to Binance’s margin trading and futures trading with really good volume. They also have a very impressive team with good credentials and experience. They dont just have “tech people”. They have a mix of tech people, business people, marketeers, scientists, and more. Naturally, it's good to have a mix of people with different skill sets if you work in the crypto space.
 
Marketing & Community
 
Zilliqa has a very strong community. If you just follow their Twitter their engagement is much higher for a coin that has approximately 80k followers. They also have been ‘coin of the day’ by LunarCrush many times. LunarCrush tracks real-time cryptocurrency value and social data. According to their data it seems Zilliqa has a more fundamental and deeper understanding of marketing and community engagement than almost all other coins. While almost all coins have been a bit frozen in the last months, Zilliqa seems to be on its own bull run. It was somewhere in the 100s a few months ago and is currently ranked #46 on CoinGecko. Their official Telegram also has over 20k people and is very active, and their community channel which is over 7k now is more active and larger than many other official channels. Their local communities) also seem to be growing.
 
Moreover, their community started ‘Zillacracy’ together with the Zilliqa core team ( see www.zillacracy.com ). It’s a community run initiative where people from all over the world are now helping with marketing and development on Zilliqa. Since its launch in February 2020 they have been doing a lot and will also run their own non custodial seed node for staking. This seed node will also allow them to start generating revenue for them to become a self sustaining entity that could potentially scale up to become a decentralized company working in parallel with the Zilliqa core team. Comparing it to all the other smart contract platforms (e.g. Cardano, EOS, Tezos etc.) they don't seem to have started a similar initiatives (correct me if I’m wrong though). This suggest in my opinion that these other smart contract platforms do not fully understand how to utilize the ‘power of the community’. This is something you cannot ‘buy with money’ and gives many projects in the space a disadvantage.
 
Zilliqa also released two social products called SocialPay and Zeeves. SocialPay allows users to earn ZILs while tweeting with a specific hashtag. They have recently used it in partnership with the Singapore Red Cross for a marketing campaign after their initial pilot program. It seems like a very valuable social product with a good use case. I can see a lot of traditional companies entering the space through this product, which they seem to suggest will happen. Tokenizing hashtags with smart contracts to get network effect is a very smart and innovative idea.
 
Regarding Zeeves, this is a tipping bot for Telegram. They already have 1000s of signups and they plan to keep upgrading it for more and more people to use it (e.g. they recently have added a quiz features). They also use it during AMAs to reward people in real time. It’s a very smart approach to grow their communities and get familiar with ZIL. I can see this becoming very big on Telegram. This tool suggests, again, that the Zilliqa team has a deeper understanding what the crypto space and community needs and is good at finding the right innovative tools to grow and scale.
 
To be honest, I haven’t covered everything (i’m also reaching the character limited haha). So many updates happening lately that it's hard to keep up, such as the International Monetary Fund mentioning Zilliqa in their report, custodial and non-custodial Staking, Binance Margin, Futures & Widget, entering the Indian market, and more. The Head of Marketing Colin Miles has also released this as an overview of what is coming next. And last but not least, Vitalik Buterin has been mentioning Zilliqa lately acknowledging Zilliqa and mentioning that both projects have a lot of room to grow. There is much more info of course and a good part of it has been served to you on a silver platter. I invite you to continue researching by yourself :-) And if you have any comments or questions please post here!
submitted by haveyouheardaboutit to CryptoCurrency [link] [comments]

Predicting Bitcoin Price with Machine Learning and K-Clustering Unsupervised Learning

Predicting Bitcoin Price with Machine Learning and K-Clustering Unsupervised Learning
I'm trying for some time now to develop a neural network that can predict bitcoin prices. Bitcoin is a great asset for such an experiment because it has fewer fundamentals than the other stocks or derivatives and it relies more on technical analysis than other assets. Nevertheless, it is impacted from time to time by the news and other events in the crypto-world.

I am working with TF (tensorflow) + Keras and LSTM (Long-Short Term Memory) cells to try and predict future prices.

If I let the network guess freely, from some point onwards, without feeding the price of the tick before, the predictions look like this:
blue- real price / red-prediction (without feeding price at every tick)

blue- real price / red-prediction (without feeding price at every tick)
If i adjust it at every point in the dataset (feed the price of the tick before), it is needless to say that the graph of predictions is way more precise:

blue- real price/red- prediction (with feeding the price of the tick before)

There are few steps I would like to take to improve this

  • Factor in Technical indicator (BB, Ichimoku Cloud, SAR, etc...
  • Place a factor for fundamental analysis in the dataset (for example, a score for the positivity of the news at that specific tick (0=bad news for btc, 10=great news)[/li]
  • Collect data from the order books of the largest exchanged and factor in the order book states at every tick
  • Unsupervised learning and K-Clustering to find co-relations between bitcoin and other foreign currency (for example, it might be that there's an inverse relationship between bitcoin and the Yuan (generally when Yuan drops, Bitcoin rises). K-Clustering can find such relationships
  • Merging all of the above into a trading bot that aims for around 30%-40% return a year

Does anyone pursue such a goal? If yes, would you like to share the accumulated knowledge/ideas? :D
This is a serious project and currently, only me and two of my partners are involved in it, but we could sure use some more man-power. I'd also like to know if someone would like to fund such a venture and get involved.

Cheers to you all!
submitted by quary1993 to Bitcoin [link] [comments]

MarcoPolo Protocol #3 #AMA: #AMAwithEvan - After the MarcoPolo Protocol Community Reached 120,000 people, What is Next?

MarcoPolo Protocol #3 #AMA: #AMAwithEvan - After the MarcoPolo Protocol Community Reached 120,000 people, What is Next?
How does MarcoPolo Protocol expand its market in South Korea, Turkey, Vietnam, Turkey, Russia, Indonesia, and other countries? What is the current community situations?

https://preview.redd.it/zaw9n51q6nj41.png?width=900&format=png&auto=webp&s=6927bfbc8de931393f24253a4465ec23b71fc931
On February 28, MarcoPolo Protocol hosted the third online AMA on MarcoPolo Protocol English Telegram group (https://t.me/MarcoPoloMAP) and they invited MarcoPolo Protocol Community Director Evan as our guest to answer questions from the community.
Here are the highlights from the AMA event, enjoy it.
#AMAwithEvan Question 1: I know MarcoPolo Protocol is expanding its market globally, could you tell us more about the current market situation?
MarcoPolo Protocol has been making individual operation and marketing plans for different countries and regions base on each of the local cultures. As of now, we have already had certain brand awareness and users in Turkey, South Korea, Vietnam, Indonesia, Russia, Brazil, and other countries.
Until now our main community numbers are as follows:
English:127,209
Russia: 5,732
Vietnam: 795
Indonesia: 3,414
Turkey: 1,424
Korea: 3,000 +
#AMAwithEvan How about the individual country’s market situation such as Korea?
In the Korean market, we have cooperated with Coinpan, the largest and most authoritative forum in South Korea, to promote us on their platform. Our MAP introduction article ranked second in the "Coinpan hottest article". Furthermore, many other articles done by users to introduce MAP were being selected on the list several times. We are also reaching out with Cobak for partnership and will comprehensively promote us on most of the Korean blockchain mainstream media platforms.

https://preview.redd.it/wynbo4zu6nj41.png?width=1031&format=png&auto=webp&s=a644afddbd874e05c97ec80b430ed7463eed6e06
South Korean media also have very enthusiastic reports for us:

https://preview.redd.it/rfdoc26w6nj41.png?width=770&format=png&auto=webp&s=5ecb199cf2fd84cf618998b6471263629c2fdb60
#AMAwithEvan How about the Vietnamese market?
https://preview.redd.it/uzcqnmhx6nj41.png?width=769&format=png&auto=webp&s=d0820e21f5139b3d915a595d328b4b2d54ebb99e
https://preview.redd.it/3q6mbdfy6nj41.png?width=763&format=png&auto=webp&s=c36d66ddb1fd9e34ef8cde9ab68772bae82063fc
There are many investors in Vietnam who have a strong interest in us and are optimistic and supportive of us for a long time. They organize offline meetings, please check it:

https://preview.redd.it/l505ohr07nj41.png?width=478&format=png&auto=webp&s=c8f9065a1db6ed054a41a4b86c39848687d0acc9
#AMAwithEvan How about other countries?
Besides Vietnam and Korea, we have more Market action, such as Turkey, Russia, Indonesia, Nigeria, and more.
Turkish community has reached a cooperative relationship with Cointral, a local offline OTC platform, Kazancrehberi, the largest local community, as well as a number of companies under the well-known local projects MenaPay and Venture Capital;
And On January 28th, MarcoPolo Protocol was invited to the Cryptotalks conference hosted by cc media, our core developer Seebook attended the event and delivered a speech. More than100 audiences attended the event, here are some images from the event:
Below are some pictures of meeting up, which were warmly welcomed by the locals

https://preview.redd.it/oxy1n5m57nj41.png?width=828&format=png&auto=webp&s=fb90955b832724ae77ab8c3d4c9a9fc19ad3b1d8
https://preview.redd.it/hzbszdd67nj41.png?width=1280&format=png&auto=webp&s=b065ec1468aa0ce6f928d4cd9ee9363eeea148bd
https://preview.redd.it/sg0cn5v67nj41.png?width=1280&format=png&auto=webp&s=ec1fb8803c926ddbc57f588ef8db870ba2abb566
#AMAwithEvan wow, that is a lot, is there more you want to add?
Indonesian community has reached strategic cooperation with Coinvestasi and Fanspage Pemburu Bitcoin Indonesia, two major blockchain media in Indonesian; here is the online KOL of Indonesia who introduced MarcoPolo Protocol
https://preview.redd.it/ctl4ipra7nj41.png?width=523&format=png&auto=webp&s=32e49183aa16bc65234902b6ac0a6a9b778dc92e
Russian community has docked with some Ada service providers for professional technical support and a professional service team to expand the Russian market online. we are also reported by Russia's biggest media crypto.russia.
We also received some support from Nigerian, they actively organized offline activities, thank you for your support
https://preview.redd.it/ivd937qc7nj41.png?width=1280&format=png&auto=webp&s=aa2e33a4a9b1e95dc21db059c8b5dd68098401e0
#AMAwithEvan Question 2: Has MarcoPolo Protocol work with any media?
In terms of PR, international media Yahoo Finance, and Russian media Cryptorussia,Turkey media BFmedia,has conducted PR reports with us. Each week, PR articles will be published on major websites, we have reached long-term relationships with more than 250 companies including but not limited to: Journal NBC, CBS, ABC, and FOX, etc.
Too many media report there, I can't show them all, please check here:
https://preview.redd.it/x3de6k6f7nj41.png?width=1280&format=png&auto=webp&s=2d9508afac71ce050a4d6ac93cf78e8435542a78
https://preview.redd.it/70lwmbfg7nj41.png?width=1280&format=png&auto=webp&s=ff63f6e8f00c801bb173058361a1001e249cc692
https://preview.redd.it/i9whixch7nj41.png?width=1280&format=png&auto=webp&s=6a6a7ed001a5b614e07536a5bf633ff7008b688f
#AMAwithEvan Question 3: Could you tell us more about MAP Token?
MAP was launched on 08/11/2019, MarcoPolo Protocol (MAP) is a peer-to-peer electronic cash system infrastructure. It aims to achieve the blockchain world public chain TPS sharing and intelligent scheduling. The peer-to-peer electronic cash system aims to offer an unlimited expansion of TPS and optimal GAS fees.
Total Supply is 10 billion MAP, currently, it is listed on CoinMarketCap and CoinGecko, and available on Kucoin exchange.
Only 0.5% in circulation
MAP/USDT pair: https://www.kucoin.com/trade/MAP-USDT
MAP/BTC pair: https://www.kucoin.com/trade/MAP-BTC

The official website: https://www.marcopolo.link/
Twitter: https://twitter.com/marcopologlobal
Medium: https://medium.com/marcopolo-protocol
https://preview.redd.it/pq178yhl7nj41.png?width=1280&format=png&auto=webp&s=4ae282b72d7b66dca768b01376b5f72c3a13a8b2
#AMAwithEvan Question 4: Could you tell us more about MarcoPolo Protocol community situation?
For the English community, one of our most important community, we have already had more than 120K users in Telegram groups. It is one of the most active blockchain groups. There are many MarcoPay loyal users. We will share MarcoPolp Protocol’s latest updates, tech progress, news, etc. You can ask any question in the group, our Angels will try their best to answer you. Also, you are welcome to make suggestions in the group. It is a fun group.
We are in this group😄. This is a community leading to freedom of wealth
#AMAwithEvan Question 5: After the MarcoPolo Protocol Community Reached 120,000 people, What is Next?
Next, we will mainly focus on South Korean, Vietnamese, Russian ,Indonesia and Turkish markets. We will support local community managers to host some meetups soon and we are cooperating with several big exchanges to list MAP.
We are cooperating with several big exchanges to list MAP. Stay tuned!

Right now, we are having a 50% Off BTC Launchpad on MarcoPolo Protocol event.
Here is the details information.
Excited about bitcoin halving in May? don't miss the last chance to buy BTC at half price, 50% off!! 50% off BTC Launchpad.
Rules:
  1. Participate in 50% Off BTC with MAP
  2. Total supply: 6 BTC
  3. Everyone can buy BTC with half price, the winning ratio is random, up to 30%.
  4. Deposit MAPC can increase your winning Odd.
  5. Successfully purchased BTC and the remaining MAP will be returned to your wallet account when Launchpad ENDS
  6. Download MarcoPay to join: https://www.marcopolopay.org/download

After the MarcoPolo Protocol Community Reached 120,000 people, What is next? For the community, we will host more fun events and give more benefits to community members. Also, we will host AMA events weekly to keep a close connection between the project and users.
Don't forget to Purchase BTC at half price, this is a good chance to earn money.🤑
#AMAwithEvan Bonus Question 1 from Niom706, he asked: What is the future/Roadmap Of Marcopolo Protocol?
Road map:
The First Stage 2019.Q1
Gravity:
The interoperability module Gravity has been developed, which realized useable interoperability between the third-generation public chain and high consensus digital currency such as BTC and ETH, will share computing power and performance gradually expand to more high-performance public chain through interoperability.

The Second Stage 2019.Q3
Electromagnet:
Online retail payment application - Marco Pay
POB Community Governance DAPP.
The Third Stage 2020.Q4 Interaction: Independently developed MarcoPolo main Network StandardChain will be launched, achieving APoS, On-chain governance, Architecture design of InteractChain.

The Third Stage 2020.Q4
Interaction:
Interaction: Independently developed MarcoPolo main Network StandardChain will be launched, achieving APoS, On-chain governance, Architecture design of InteractChain.

The Fourth Stage 2022.Q2
Grand Unification:
The realization of heterogeneous cross-chain operability, resource sharing between chains.
here is MarcoPolo Protocol official website: https://marcopolo.link/
#AMAwithEvan Bonus Question 2 From Lunox76, she asked: How do you anticipate a dump after MAPC swap?
Our marketing department will make a larger global market expansion in March.
The core technology team has also been developing products that contribute more to the blockchain industry.
This will promote our marketing, new investment, and commercial applications. It will bring an unprecedented increase, we are fully capable of accepting price dumps, and I predict that the map trading market in March will be larger. Big drops are impossible.
#AMAwithEvan Bonus Question 3 From u/Imamarifin90, he asked: What is the best plan for MAP holder? we all know BTC will halve in this May?
As I just said, we will do some big market activities and technological innovations before the Bitcoin halving in May comes.
This will promote our marketing, new investment, and commercial applications. It will bring an unprecedented increase,
we are fully capable of accepting price dumps, and I predict that the map trading market in March will be larger.
For MAP holders There will be a larger currency holding dividend system being released. Half-price bitcoin Launchpad is just the beginning. There will be more products that are more conducive to #built the price of MAP. We will also take out some market funds to ensure investors' Benefits are not lost.
Thank you all for joining the event, will host another AMA next week! See you next week.

https://preview.redd.it/insj38uw8nj41.png?width=900&format=png&auto=webp&s=294427ff120314f6c522b392711e85f834f2c27d
___________________________________________________________
Recent Activity:
50% Off BTC Launchpad on MarcoPolo Protocol.
Excited about bitcoin halving in May? don't miss the last chance to buy BTC at half price, 50% off!! 50% off BTC Launchpad.
Rules:
  1. Participate in 50% Off BTC with MAP
  2. Total supply: 6 BTC
  3. Everyone can buy BTC with half price, the winning ratio is random, up to 30%.
  4. Deposit MAPC can increase your winning Odd.
  5. Successfully purchased BTC and the remaining MAP will be returned to your wallet account when Launchpad ENDS
  6. Download MarcoPay to join: https://www.marcopolopay.org/download
You can get MAP on Kucoin exchange or MarcoPay instant exchange
https://twitter.com/marcopologlobal/status/1232998552453861377

Airdrop, join it on Telegram at https://t.me/MarcoPay_Airdrop_Bot
💰Per Participant: 200 MAPC
💰Each Invite: 50 MAPC
💰You can withdraw MAPC to your wallet instantly and swap MAPC to MAP on MarcoPay
⬇️Start Receiving Airdrops:
https://t.me/MarcoPay_Airdrop_Bot
⬇️Download MarcoPay:
https://www.marcopolopay.org/download
___________________________________________________________
Twitter:
https://twitter.com/marcopologlobal
Telegram:
English: https://t.me/MarcoPoloMAP
Chanel: https://t.me/MAP_POB_channel
Indonesia: https://t.me/MarcoPayindonesia
Russia: https://t.me/MarcoPayrussian
Turkey https://t.me/marcopoloturkiye
Vietnam: https://t.me/marcopolovietnam
Bangladesh: https://t.me/MarcoPay_BD
submitted by SamJia to MarcoPoloProtocol [link] [comments]

Lessons learned - Crypto and Divorce - In January I was a millionaire thanks to BTC, then my wife divorces me and now I have $30,000 AMA

Crossreferencing u/nanoissuperior He wrote earlier today: https://www.reddit.com/CryptoCurrency/comments/a3n6uw/in_january_i_was_a_millionaire_thanks_to_nano_now/
Title: In January I was a millionaire thanks to Nano, now I have $25,000 AMA

I was replying to his post, but my reply ended up being a bit too large as a reply and steered off-topic, albeit an interesting one. So I decided to make it its own post, because there may be a good lessons to be learned and hoping some will come forward with good information to be shared.
I hope it can help anyone on this sub avoid the costly mistakes that I made. Here it goes: FLAIR: LEGAL (not in the list)
----
u/nanoissuperior are you who I think you are? I won't give out any further identifying clues, but I happen to know someone in the exact same position that could have written that exact same headline. If you read the first paragraph, you'll know if you know me.
The person I know bought Nano really early, based on a tip from a friend. I got in much later. By the time he told me it had already spiked to the $5 range, when I ended up buying. I then sold in the $20's so it was a good buy nonetheless. We were former colleagues at a large, large software company somewhere in the PNW, I left the company to venture out on my own and try to launch some projects I had in mind and relocated overseas for a few years. We lost contact with each other during my time away, but we connected again during the market runup and started exchanging coin information on a daily basis during the big bull run of late 2017. That was a crazy time.... the market trend was a few degrees short of vertical for pretty much all coins!

Hey, guess what? Now that I think about it, I could have written that same headline myself! In January 2018 I was a Millionaire too! Not with Nano, but thanks to purchasing a good chunk of Bitcoin in 2011 at $1.20 each. I ended up a single digit millionaire with what I had left in Bitcoin around January of 2018.
And, just like you, today, from all that wealth, I have about $30.000 left, with little to show for. Can we call that even? Although my disaster was not caused entirely by market fluctuation; Mine is a more complex story and I am going to mention it, because hopefully, it could serve as a lesson to be learned for any crypto holder out there, so they don't make the make mistake I made: Don't trust anyone. Always be skeptical and watch out for your own interests. Anyhow, here it goes:
After 5 years overseas, I had enough and wanted to come back to the States. My wife stated her preference to stay abroad, but eventually, she conceded albeit reluctantly. We chose a small town in CO to settle, and landed in November of 2017. We had plans to settle down and considered purchasing a home with my/our new fortune, based on the market price during that period. At the same time, I was also hesitant about the inherent tax payments due caused by such large liquidation. I was trying to have to pay taxes as far away as possible. So, I decided to wait till New Year's Eve and started liquidating my crypto on January 1st, 2018 right after midnight. This way, I would have 16 months (till April, 2019) to pay any capital gains taxes, and I was confident at the time that the market would give me that for free, especially at the pace that it was going. I have been an early adopter and have since then acquired the high levels of verification and trading limits per week, with many exchanges, but for a large sum like this, I needed several separate transactions, over the course of several weeks, especially wanting to do it with a US-based exchange that was linked to a US bank accounts, to avoid overseas wire transfers, meaning more fees. (Yes, I did look at all OTC options, but for reasons not relevant to the story, I couldn't make it happen, so I had to use the traditional Exchange channels for asset liquidation).
My wife and I, initially had some fundamental disagreements on the gross amount to be spent and the type of property we should be purchasing. I wanted a smaller place, with a denser, younger community, where there'd be kids our son's age for him to play. She insisted that we should go big; we had been traveling for so many years, and we had not been able to call any of our past residences our home. It was time to settle and nest; She convinced me that we should own a property of our own that we would be proud of living in for years. One that we could own outright and would not easily outgrow. We ended up splurging and purchased in cash two luxury cars for ourselves and set our sights on a large dream house in the city's Golf & Country Club, free and clear, for us and our two kids. I don't even play golf, nor do I even like it, but, if it makes her happy and it is within the safe margins of making it happen, I figured, why not? My concerns were largely financial and the numbers were adding up. It was a bit tight against my personal safe margins, but, at the same time, I was imagining to never have to make, or even have to think about, a car or home mortgage payment ever again! Bitcoin is on a roll and there is no sign of it stopping. Fine. Let's do it, before I change my mind.
Now, I admit I was extremely lucky with choosing the time of when to sell the assets. I had no clue the market would take a dive in February, and so it seemed to many that I had timed the market perfectly, selling most of my coins in the first two weeks of January of 2018. Many called me a genius for selling at the very top, as if I had some sort of wisdom to know when it would drop; the truth is much less flattering; it was nothing but dumb luck, based on me wanting to pay taxes in 2018 and defer to 2019. Awesome, well done! Yeah? well, slow down, son, not so fast.
So, I gather the 7-digit lumpsum in January 2018 and we write a check for the full amount at closing in February on the property of her dreams. A property that could easily be showcased on a luxury Real Estate magazine cover. Also, remember we had just moved back to the United States with just a few suitcases each from overseas. We had no furniture, kitchenware, curtains, TV's, bed sheets, winter clothing and so many other essential things that one usually purchases over time, but which we now had to purchase all at once. Not a problem, Bitcoin had dropped slightly but still well above $15k, I believe, at the time. And, earlier, in January, I had diligently taken this expense into account and effortlessly set aside a small fortune for equipping such a large house with everything we would ever need, brand new. It seemed we were protagonists of one of the Home Makeover Shows.
Finally, after working day and night, prepping the house non-stop for days and when every piece of furniture had finally arrived, been unpacked and carried to its corresponding room, it seemed most of the essentials were in place and the hard work was done. I longed for pouring myself a Scotch and to finally sit down and enjoy the fruits of my labor. I head downstairs to the dedicated walk-in, cigar-humidor / wine / Scotch cellar in the basement and grab the better bottle of Whisky of the few bottles of Scotch that I had bought earlier in the week. On my way up, I remember feeling a sense of calm, combined with a glow of excitement and this undescribable profound inner peace, all at once. This was such a rare, natural, non-drug induced high that I had never experienced. It felt so good! This sense of accomplishment of achieving that one thing I had been chasing and longing for my entire life. I had expected I would be chasing this goal for the next 15-20 years, and yet, here it was. No, where I was, was even better than expected! A place where not even my parents, who still have to make their monthly mortgage payments. I had done it! With a smile from ear to ear, I take a deep breath of relief and while looking around the property, I think to myself: "It's perfect, everything is in place and I can finally call this our home. We are so lucky and we are going to live a great life. A life that few can only dream of. So many concerns will be lifted and become redundant. Everything will be better. I'll start a fire in one of our two fireplaces and I am going to begin enjoying my semi-retired life with the first sip of my drink. That will be the official start of our new life".
I head over to the kitchen to get a glass and some ice cubes, while I struggle to find which one is the freezer among the many drawers in the kitchen. It was then when I notice a handwritten note placed front and center on the kitchen counter. It is from my wife and read: "There is no easy way to say this, so I am just going to say it..... I want to legally divorce [ ...]". It continued saying that she had taken our son, and had unequivocally decided to leave me. She had already filed the paperwork for divorce and that I should expect to be served in the morning.
My bliss had lasted less than 5 minutes and in less than two seconds, it turned dark, somber and I saw it all crumbling down in front of me. Like a long-awaited rocket launch, years in preparation, which then unexpectedly explodes on the launch pad during the countdown. My stomach, heart and everything in my body just sank and melted into one ball of poison in my core. I felt like throwing up. I was completely blindsided; she had played the game all along, not giving me the slightest hint of what was being concocted in the background. She had already engaged with her lawyers weeks beforehand. Her mother was already in town from another state to help out with I don't know what. I had been gaslighted and was threatened by her that I needed to see a psychiatrist due to a change in my temper that I had supposedly developed - my temper was awesome: with BTC at that price? Everything was perfect! But I obeyed and went anyhow (this would later fit her story that she had to leave with the child because she feared for her safety due to my supposed temper for which I was under treatment, therefore, I must have this temper problem, see?). Also, the purchase of the overpriced home also seemed clearly premeditated: Price was the main driver of the decision making; not location, demographics, taxes, etc. It was the wrong neighborhood for us (people much older than us, retired, golfers and no kids the same age as our son to play with). Our house happened to also be the most expensive in the neighborhood. I can see it all so clearly now.
See, your crypto coins on the blockchain, are not within the US court's jurisdiction (or, at least, it's quite debatable - a gray area - ask me for the seed and I can tell you that I may have the seed, or that I may not have the seed, I may have the wrong seed, I may have forgotten it, I may have lost it - you can't prove I did not forget, or lost it, etc). However, once it is in FIAT in a bank, or invested in a property, the courts can rule on the asset(s), freeze, disburse or order a sale of the property, etc. It's done all the time.
Also, the coins were technically mine, and by definition private property (not to be divided during the divorce) as they were acquired before the marriage. I could not prove its origins (I bought many of them via direct messaging members on Bitcointalk.org and mining rather than exchanges, so no records, receipts or nothing to prove otherwise: the big exchanges like BitStamp and Coinbase didn't start operations till 2013, if I m not mistaken. Instead, I would talk to one of the forum members offering coins we'd agree on a price, I'd send a check to wherever the individual seller instructed me to (Russia, Bulgaria, Japan, UK. etc) and the coins would be deposited to whatever address I provided. Yes, it was quite crude at the time.
However, once I converted my coins to cash and used that cash to buy a property for the benefit of the family, it became common property and thus she then had rights to a portion of it when divided between the two parties should a divorce occur - which ended up being almost 3/4 of all assets.
I was robbed in broad daylight. By the one person, I trusted with my life. The one you should trust with your life. Your life partner. And while I was in complete denial, trying to bargain, I waited too long to obtain good legal representation. When I finally ended up getting a lawyer, I was quite distraught and I clearly did not do the proper research and this resulted in a less than stellar performance and detrimental to me at many key steps in the process. I had to switch legal representation right before mediation and I can't blame my new lawyer either, as (s)he did not have the required time to catch up on all the details, (s)he did his/her best, but I was ultimately strongarmed into conceding my soon-to-be-ex-wife to let her return to the house, in exchange to obtain 50% of my son's custody, with serious and strict clauses I had to abide by. So, I had to move out, find a hole in the wall in a student apartment, pay my rent and pay our kids pre-school, while she lives grandiose, without monthly payments in the country club, till the house sells, which will likely be in the spring of next year. Nice!
Due to my delay, legal mishandling and somehow every other element in her favor, she inexplicably ended up with around 3/4 of the worth of all assets, free and clear, no taxes due. Mind you, she has never financially contributed, nor made a single $ during our entire marriage. She has never worked and had $0 in her pocket when we married. She didn't even have a checking account, well in her thirties. She is no dummy; she is street smart, knows how to manipulate people, get her way with flirting and charm, while I am more intellectual and book smart. and She beat me hands-down. She is walking away with a sum of, not quite 7 figures, but close.
With what I am left with from the sale of the house, I am responsible to pay for all the capital gains taxes from the liquidation to the IRS, which are due in April 2019. I don't expect there to be more left over than the estimated $30k mentioned above.
Hate the market all you want, I made peace with the market and am keeping busy at hating my ex for a while for putting me in the same situation. She tripped me 1 yard before the finish line and pushed me in the prickly bushes, to cross it by herself. Go figure. When I am done hating her, I'll get back to rebuilding my life again from scratch. I am not worried, I have done it before. Just pissed, I was so close and that I was so naive to not see it coming.
Sorry, I am not meaning to hijack the thread, just wanted you to know that others may have lost more than just "free" money; money we didn't really have to work for. We were the lucky ones. It is what I keep telling myself to stop me from jumping off a bridge.
PS - Woah: Sorry for the wall of text; I was just going to write the first paragraph and ended up venting about my current situation. I know, I should take this issue to /depressed, /exes or /whereisthenearestbridgeIcanjumpfrom.
Hopefully, this can be a lesson to those holding crypto and some can learn what NOT to do. I learned the hard way and was left with nothing. Don't be a nice guy. Don't trust anyone with your crypto. Anyhow, I am sure either our vigilant subreddit bot, or one of the mods will remove my post for not adhering to rule, and if not, I am sure that you fine people will downvote me to hell. Go ahead. Take away from me the little Karma I left too! Thanks!

I learned many lessons, but here are some key ones [IANAL - any crypto-educated AL opinion appreciated here, thanks] :
- Understand the concept of private property - property you acquire before getting married. INAL - this depends on the state legislation, but it is hard to prove with crypto, especially if you obtained your crypto through foreign exchanges, outside of legal jurisdictions, the petitioner might not understand or willing to invest in obtaining subpoenas and requests to businesses operating overseas, as this may result costly.
- Get a lawyer who understands, or is willing to understand crypto, its benefits of being somewhat unreachable and how that can work for you. Don't let them shortchange you with: "well, let's just convert the rest to cash, because that I understand" type of reasoning.
- If you do go to mediation, the above applies as well. This arbitrator or mediator needs to be one that understands the intrinsic details of crypto - for example, during the ATH, I bought 6 digits worth in $USD of Stellar. I used the very first version of the software, supporting Stellar on my hardware device, and put it all in a cold storage wallet somewhere around January. I routinely checked on my coins on the blockchain and they are there. A few months later, I try to access my account and the device returns a different public address, which contains 0 funds. I am still trying to debug this issue with the manufacturer, but the fact is that I was accused of hiding these coins or negligence and was demanded that I paid half of what was lost. or not lost, out of my pocket for money that I didn't have access either. I tried to explain it in the simplest terms, there are risks involved with using first come software. There is no 1800 number, mo tech support. no CEO, no, you can't call the BBB and complain, etc and no one seemed to be able to understand, nor willing to either. It became a huge roadblock for which I had to concede, not cash, but a concession, I was not wanting to concede. The petitioner leaned on the fact that I was either wilfully cheating or stupid enough to lose the coins and managed to create enough doubt in my character and integrity and there was nothing rational I could explain that she, or anyone else in the room would understand. Perhaps mutually contracting a seasoned crypto expert that can offer a neutral view and give his/her opinion might be worth considering. Andreas, where were you when I needed you? :)
- Other examples were some coins I had bought in 2012 and gifted to some of her family's kids. I was holding these, till they would turn 16 for them to pay themselves their college, or so I told them. These coins were demanded back by the petitioner. Ok, I suggested that I would send them, but with a CHECKLOCKTIMEVERIFY value with a block height of let's say,10 years from now, out of fear that she would spend the coins and the kids would never know (they are toddlers). No one understood what I was talking about, I was made out the crazy one, I gave up, sent her the coins, unlocked and, just as I expected, within 20 minutes of receiving them, she spent $1200 worth of it (for a flight, I think). If you are the only one speaking your language, no one is willing to listen or make an effort to understand you.
- It appears my coins were private property, which means, that I acquired them before the marriage and in case of divorce, if I have not moved them or used them for the common good of the marriage, then they remain mine. However, I liquidated them and cash ended up in my checking account to be used to buy groceries, cars and eventually a house, and it is then that they became common property. Only once they landed in my checking account on which she is named on. It appears that had I taken proper legal precautions with documentation, or a company/trust, where that money would have gone, instead of my checking accounts, elsewhere, I would have still been able to be the legal proprietor of the resulting cash. I can't quite remember the details, but it as something that was explained to me afterward, and I honestly think I just tuned it out, because it made me sick to know I could have held on to my wealth. Perhaps a lawyer can chime in? Again, much of the lack of information and every misstep taken was because of dealing with people that are accustomed to traditional assets and will not deviate from it. Crypto is different and is treated differently. It is so important to know the strengths and weaknesses when going into litigation about something that people don't understand.
- Some more I can think of, but this post is getting way out of hand in size. Feel free to comment/suggest your own and I'll add more to the comments.

Credits to: u/nanoissuperior Thanks for your post, it inspired me to write this one. Anyone, any karma you feels needs to go his way, for providing the source of inspiration, please give to O-OP.

TL;DR: Wife, having contributed $0 during entire marriage, waited until I cashed out all my crypto at the top of the bull market in January 2018, for a nice seven-figure amount, and then immediately divorced me for the money.

Edit: added TL;DR
submitted by mijalis to CryptoCurrency [link] [comments]

Mockingbird X.0

Imagine if there was one desk that all stories could cross so that, at 4am, a media plan could be decided upon and disseminated where all news outlets coordinated to set the goalposts of debate and hyper focused on specific issues to drive a narrative to control how you vote and how you spend money; where Internet shills were given marching orders in tandem to what was shown on television, printed in newspapers and spread throughout articles on the World Wide Web.
https://i.imgur.com/Elnci0M.png
In the past, we had Operation Mockingbird, where the program was supremely confident that it could control stories around the world, even in instructions to cover up any story about a possible “Yeti” sighting, should it turn out they were real.
https://i.imgur.com/121LXqy.png
If, in 1959, the government was confident in its ability to control a story about a Yeti, then what is their level of confidence in controlling stories, today?
https://i.imgur.com/jQFVYew.png
https://i.imgur.com/ZKMYGJj.png
In fact, we have a recent example of a situation similar to the Yeti. When Bill Clinton and Loretta Lynch met on the TARMAC to spike the Hillary email investigation, the FBI was so confident it wasn’t them, that their entire focus was finding the leaker, starting with searching within the local PD. We have documentation that demonstrates the state of mind of the confidence the upper levels of the FBI have when dealing with the media.
https://i.imgur.com/IbjDOkI.png
https://i.imgur.com/NH86ozU.png
The marriage between mainstream media and government is a literal one and this arrangement is perfectly legal.
https://i.imgur.com/OAd4vpf.png
But, this problem extends far beyond politics; the private sector, the scientific community, even advice forums are shilled heavily. People are paid to cause anxiety, recommend people break up and otherwise sow depression and nervousness. This is due to a correlating force that employs “systems psychodynamics”, focusing on “tension centered” strategies to create “organizational paradoxes” by targeting people’s basic assumptions about the world around them to create division and provide distraction.
https://i.imgur.com/6OEWYFN.png
https://i.imgur.com/iG4sdD4.png
https://i.imgur.com/e89Rx6B.png
https://i.imgur.com/uotm9Cg.png
https://i.imgur.com/74wt9tD.png
In this day and age, it is even easier to manage these concepts and push a controlled narrative from a central figure than it has ever been. Allen & Co is a “boutique investment firm” that managed the merger between Disney and Fox and operates as an overseeing force for nearly all media and Internet shill armies, while having it’s fingers in sports, social media, video games, health insurance, etc.
https://i.imgur.com/zlpBh3c.png
https://i.imgur.com/e5ZvFFJ.png
Former director of the CIA and Paul Brennan’s former superior George Tenet, holds the reigns of Allen & Co. The cast of characters involves a lot of the usual suspects.
https://i.imgur.com/3OlrX7G.png
In 1973, Allen & Company bought a stake in Columbia Pictures. When the business was sold in 1982 to Coca-Cola, it netted a significant profit. Since then, Herbert Allen, Jr. has had a place on Coca-Cola's board of directors.
Since its founding in 1982, the Allen & Company Sun Valley Conference has regularly drawn high-profile attendees such as Bill Gates, Warren Buffett, Rupert Murdoch, Barry Diller, Michael Eisner, Oprah Winfrey, Robert Johnson, Andy Grove, Richard Parsons, and Donald Keough.
Allen & Co. was one of ten underwriters for the Google initial public offering in 2004. In 2007, Allen was sole advisor to Activision in its $18 billion merger with Vivendi Games. In 2011, the New York Mets hired Allen & Co. to sell a minority stake of the team. That deal later fell apart. In November 2013, Allen & Co. was one of seven underwriters on the initial public offering of Twitter. Allen & Co. was the adviser of Facebook in its $19 billion acquisition of WhatsApp in February 2014.
In 2015, Allen & Co. was the advisor to Time Warner in its $80 billion 2015 merger with Charter Communications, AOL in its acquisition by Verizon, Centene Corporation in its $6.8 billion acquisition of Health Net, and eBay in its separation from PayPal.
In 2016, Allen & Co was the lead advisor to Time Warner in its $108 billion acquisition by AT&T, LinkedIn for its merger talks with Microsoft, Walmart in its $3.3 billion purchase of Jet.com, and Verizon in its $4.8 billion acquisition of Yahoo!. In 2017, Allen & Co. was the advisor to Chewy.com in PetSmart’s $3.35 billion purchase of the online retailer.
Allen & Co throws the Sun Valley Conference every year where you get a glimpse of who sows up. Harvey Weinstein, though a past visitor, was not invited last year.
https://en.wikipedia.org/wiki/Allen_%26_Company_Sun_Valley_Conference
Previous conference guests have included Bill and Melinda Gates, Warren and Susan Buffett, Tony Blair, Google founders Larry Page and Sergey Brin, Allen alumnus and former Philippine Senator Mar Roxas, Google Chairman Eric Schmidt, Quicken Loans Founder & Chairman Dan Gilbert, Yahoo! co-founder Jerry Yang, financier George Soros, Facebook founder Mark Zuckerberg, Media Mogul Rupert Murdoch, eBay CEO Meg Whitman, BET founder Robert Johnson, Time Warner Chairman Richard Parsons, Nike founder and chairman Phil Knight, Dell founder and CEO Michael Dell, NBA player LeBron James, Professor and Entrepreneur Sebastian Thrun, Governor Chris Christie, entertainer Dan Chandler, Katharine Graham of The Washington Post, Diane Sawyer, InterActiveCorp Chairman Barry Diller, Linkedin co-founder Reid Hoffman, entrepreneur Wences Casares, EXOR and FCA Chairman John Elkann, Sandro Salsano from Salsano Group, and Washington Post CEO Donald E. Graham, Ivanka Trump and Jared Kushner, and Oprah Winfrey.
https://i.imgur.com/VZ0OtFa.png
George Tenet, with the reigns of Allen & Co in his hands, is able to single-handedly steer the entire Mockingbird apparatus from cable television to video games to Internet shills from a singular location determining the spectrum of allowable debate. Not only are they able to target people’s conscious psychology, they can target people’s endocrine systems with food and pornography; where people are unaware, on a conscious level, of how their moods and behavior are being manipulated.
https://i.imgur.com/mA3MzTB.png
"The problem with George Tenet is that he doesn't seem to care to get his facts straight. He is not meticulous. He is willing to make up stories that suit his purposes and to suppress information that does not."
"Sadly but fittingly, 'At the Center of the Storm' is likely to remind us that sometimes what lies at the center of a storm is a deafening silence."
https://i.imgur.com/YHMJnnP.png
Tenet joined President-elect Bill Clinton's national security transition team in November 1992. Clinton appointed Tenet Senior Director for Intelligence Programs at the National Security Council, where he served from 1993 to 1995. Tenet was appointed Deputy Director of Central Intelligence in July 1995. Tenet held the position as the DCI from July 1997 to July 2004. Citing "personal reasons," Tenet submitted his resignation to President Bush on June 3, 2004. Tenet said his resignation "was a personal decision and had only one basis—in fact, the well-being of my wonderful family—nothing more and nothing less. In February 2008, he became a managing director at investment bank Allen & Company.
https://i.imgur.com/JnGHqOS.png
We have the documentation that demonstrates what these people could possibly be doing with all of these tools of manipulation at their fingertips.
The term for it is “covert political action” for which all media put before your eyes is used to serve as a veneer… a reality TV show facade of a darker modus operandum.
https://i.imgur.com/vZC4D29.png
https://www.cia.gov/library/center-for-the-study-of-intelligence/kent-csi/vol36no3/html/v36i3a05p_0001.htm
It is now clear that we are facing an implacable enemy whose avowed objective is world domination by whatever means and at whatever costs. There are no rules in such a game. Hitherto acceptable norms of human conduct do not apply. If the US is to survive, longstanding American concepts of "fair play" must be reconsidered. We must develop effective espionage and counterespionage services and must learn to subvert, sabotage and destroy our enemies by more clever, more sophisticated means than those used against us. It may become necessary that the American people be made acquainted with, understand and support this fundamentally repugnant philosophy.
http://www.nbcnews.com/id/3340677/t/cia-operatives-shadowy-war-force/
Intelligence historian Jeffrey T. Richelson says the S.A. has covered a variety of missions. The group, which recently was reorganized, has had about 200 officers, divided among several groups: the Special Operations Group; the Foreign Training Group, which trains foreign police and intelligence officers; the Propaganda and Political Action Group, which handles disinformation; the Computer Operations Group, which handles information warfare; and the Proprietary Management Staff, which manages whatever companies the CIA sets up as covers for the S.A.
Scientology as a CIA Political Action Group – “It is a continuing arrangement…”: https://mikemcclaughry.wordpress.com/2015/08/25/scientology-as-a-cia-political-action-group-it-is-a-continuing-arrangement/
…Those operations we inaugurated in the years 1955-7 are still secret, but, for present purposes, I can say all that’s worth saying about them in a few sentences – after, that is, I offer these few words of wisdom. The ‘perfect’ political action operation is, by definition, uneventful. Nothing ‘happens’ in it. It is a continuing arrangement, neither a process nor a series of actions proceeding at a starting point and ending with a conclusion.
CIA FBI NSA Personnel Active in Scientology: https://i.imgur.com/acu2Eti.png
When you consider the number of forces that can be contained within a single “political action group” in the form on a “boutique investment firm,” where all sides of political arguments are predetermined by a selected group of actors who have been planted, compromised or leveraged in some way in order to control the way they spin their message.
https://i.imgur.com/tU4MD4S.png
The evidence of this coordinated effort is overwhelming and the “consensus” that you see on TV, in sports, in Hollywood, in the news and on the Internet is fabricated.
Under the guise of a fake account a posting is made which looks legitimate and is towards the truth is made - but the critical point is that it has a VERY WEAK PREMISE without substantive proof to back the posting. Once this is done then under alternative fake accounts a very strong position in your favour is slowly introduced over the life of the posting. It is IMPERATIVE that both sides are initially presented, so the uninformed reader cannot determine which side is the truth. As postings and replies are made the stronger 'evidence' or disinformation in your favour is slowly 'seeded in.'
Thus the uninformed reader will most likely develop the same position as you, and if their position is against you their opposition to your posting will be most likely dropped. However in some cases where the forum members are highly educated and can counter your disinformation with real facts and linked postings, you can then 'abort' the consensus cracking by initiating a 'forum slide.'
When you find yourself feeling like common sense and common courtesy aren’t as common as they ought to be, it is because there is a massive psychological operation controlled from the top down to ensure that as many people as possible are caught in a “tension based” mental loop that is inflicted on them by people acting with purpose to achieve goals that are not in the interest of the general population, but a method of operating in secret and corrupt manner without consequences.
Notice that Jeffrey Katzenberg, of Disney, who is intertwined with Allen & Co funds the Young Turks. He is the perfect example of the relationship between media and politics.
Katzenberg has also been involved in politics. With his active support of Hillary Clinton and Barack Obama, he was called "one of Hollywood's premier political kingmakers and one of the Democratic Party's top national fundraisers."
With cash from Jeffrey Katzenberg, The Young Turks looks to grow paid subscribers:
https://digiday.com/media/with-cash-from-katzenberg-the-young-turks-look-to-grow-paid-subscribers/
Last week, former DreamWorks Animation CEO Jeffrey Katzenberg’s new mobile entertainment company WndrCo was part of a $20 million funding round in TYT Network, which oversees 30 news and commentary shows covering politics, pop culture, sports and more. This includes the flagship “The Young Turks” program that streams live on YouTube every day. Other investors in the round included venture capital firms Greycroft Partners, E.ventures and 3L Capital, which led the round. This brings total funding for Young Turks to $24 million.
How Hollywood's Political Donors Are Changing Strategies for the Trump Era:
https://www.hollywoodreporter.com/features/hollywood-political-donors-are-changing-strategy-post-trump-1150545
Hollywood activism long has been depicted as a club controlled by a handful of powerful white men: Katzenberg, Spielberg, Lear, David Geffen, Haim Saban and Bob Iger are the names most often mentioned. But a new generation of power brokers is ascendant, including J.J. Abrams and his wife, Katie McGrath, cited for their personal donations and bundling skills; Shonda Rhimes, who held a get-out-the-vote rally at USC's Galen Center on Sept. 28 that drew 10,000 people; CAA's Darnell Strom, who has hosted events for Nevada congresswoman Jacky Rosen and Arizona congresswoman Kyrsten Sinema; and former Spotify executive Troy Carter, who held three fundraisers for Maryland gubernatorial candidate Ben Jealous (Carter also was a fundraiser for President Obama).
Soros Group Buys Viacom's DreamWorks Film Library:
https://www.forbes.com/2006/03/17/soros-viacom-dreamworks-cx_gl_0317autofacescan11.html#541a895f1f22
Viacom, after splitting off from Les Moonves Les Moonves ' CBS , still holds Paramount Pictures, and that movie studio in December agreed to acquire DreamWorks SKG, the creative shop founded by the Hollywood triumvirate of Steven Spielberg, David Geffen and Jeffrey Katzenberg (a former exec at The Walt Disney Co.). DreamWorks Animation had been spun off into a separate company.
Now it's time for Freston to make back some money--and who better to do a little business with than George Soros? The billionaire financier leads a consortium of Soros Strategic Partners LP and Dune Entertainment II LLC, which together are buying the DreamWorks library--a collection of 59 flicks, including Saving Private Ryan, Gladiator, and American Beauty.
The money you spend on media and junk food and in taxes goes to these groups who then decide how best to market at you so that they decide how you vote by creating a fake consensus to trick into thinking that you want something other than what is best for you; but will inevitably result in more money being funneled to the top, creating further separation between the super rich and the average person. The goal will be to assert creeping authoritarianism by generating outrage against policies and issues they hate. Part of manipulating your basic assumptions is also to use schadenfreude (think canned laughter on TV) against characters who support the cause that might actually do you the most good (which reaffirms and strengthens your confirmation biased along predetermined political lines).
https://i.imgur.com/PW1cRtj.png
We have a population being taught to hate socialism and love capitalism when the truth is no country is practicing either. These terms are merely disguises for political oligarchies where the collection of wealth is less about getting themselves rich and more about keeping everyone else poor.
What can you guess about the world around you if it turned out that every consensus that was forced on you was fake?
How much money would it take to make it look like 51% of the Internet believed in completely idiotic ideas? Combine shill operations with automation and AI’s, and the cost becomes a good investment relative to the return when measured in political power.
Even the people who are well intentioned and very vocal do not have to consciously be aware that they are working for a political action group. A covert political group will always prefer an unwitting tool to help push their agenda, so that they can remain in the shadows.
FDA Admonishes Drug Maker Over Kim Kardashian Instagram Endorsement https://www.forbes.com/sites/davidkroll/2015/08/11/fda-spanks-drug-maker-over-kim-kardashian-instagram-endorsement/#25174a29587b
The OSS files offer details about other agents than famous chef, Julia Child; including Supreme Court Justice Arthur Goldberg, major league catcher Moe Berg, historian Arthur Schlesinger Jr., and actor Sterling Hayden. http://www.nbcnews.com/id/26186498/ns/us_news-security/t/julia-child-cooked-double-life-spy/
USA Today: Businesses and organizations may refer to it as a tool for competitive advantage and marketing; but make no mistake http://archive.is/37tK3
Shareblue accounts caught in /politics posting links to Shareblue without disclosing their affiliation http://archive.is/7HAkr
Psy Group developed elaborate information operations for commercial clients and political candidates around the world http://archive.is/BBblQ
Top mod of /Mechanical_Gifs tries to sell subreddit on ebay for 999.00 dollars. http://archive.is/kU1Ly
Shill posts picture of a dog in a hammock with the brand clearly visible without indicating that it's an ad in the title of the post http://archive.is/Mfdk9
Arstechnica: GCHQs menu of tools spreads disinformation across Internet- “Effects capabilities” allow analysts to twist truth subtly or spam relentlessly. http://arstechnica.com/security/2014/07/ghcqs-chinese-menu-of-tools-spread-disinformation-across-internet/
Samsung Electronics Fined for Fake Online Comments http://bits.blogs.nytimes.com/2013/10/24/samsung-electronics-fined-for-fake-online-comments/?_r=0
Discover Magazine: Researchers Uncover Twitter Bot Army That’s 350 http://blogs.discovermagazine.com/d-brief/2017/01/20/twitter-bot-army/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A%20DiscoverTechnology%20%28Discover%20Technology%29#.WIMl-oiLTnA
Times of Israel - The internet: Israel’s new PR battlefield http://blogs.timesofisrael.com/the-rise-of-digital-diplomacy-could-be-changing-israels-media-image/
Time: Social Media Manipulation? When “Indie” Bloggers and Businesses Get Cozy http://business.time.com/2013/04/22/social-media-manipulation-when-indie-bloggers-and-businesses-get-cozy/
Content-Driven Detection of Campaigns in Social Media [PDF] http://faculty.cs.tamu.edu/caverlee/pubs/lee11cikm.pdf
the law preventing them from using this in America was repealed http://foreignpolicy.com/2013/07/14/u-s-repeals-propaganda-ban-spreads-government-made-news-to-americans/
Redditor who works for a potato mailing company admits to being a shill. He shows off his 27 thousand dollars he made in /pics
http://i.imgur.com/CcTHwdS.png
Screenshot of post since it was removed. http://i.imgur.com/k9g0WF8.png
Just thought I'd contribute to this thread http://imgur.com/OpSos4u
CNN: A PR firm has revealed that it is behind two blogs that previously appeared to be created by independent supporters of Wal-Mart. The blogs Working Families for Wal-mart and subsidiary site Paid Critics are written by 3 employees of PR firm Edelman http://money.cnn.com/2006/10/20/news/companies/walmart_blogs/index.htm
Vice: Your Government Wants to Militarize Social Media to Influence Your Beliefs http://motherboard.vice.com/read/your-government-wants-to-militarize-social-media-to-influence-your-beliefs
BBC News: China's Internet spin doctors http://news.bbc.co.uk/2/hi/7783640.stm
BBC News: US plans to 'fight the net' revealed http://news.bbc.co.uk/2/hi/americas/4655196.stm
Wall Street Journal: Turkey's Government Forms 6 http://online.wsj.com/news/articles/SB10001424127887323527004579079151479634742?mg=reno64-wsj&url=http%3A%2F%2Fonline.wsj.com%2Farticle%2FSB10001424127887323527004579079151479634742.html
Fake product reviews may be pervasive http://phys.org/news/2013-07-fake-product-pervasive.html#nRlv
USA Today: The co-owner of a major Pentagon propaganda contractor publicly admitted that he was behind a series of websites used in an attempt to discredit two USA TODAY journalists who had reported on the contractor. http://usatoday30.usatoday.com/news/military/story/2012-05-24/Leonie-usa-today-propaganda-pentagon/55190450/1
ADWEEK: Marketing on Reddit Is Scary http://www.adweek.com/news/technology/marketing-reddit-scary-these-success-stories-show-big-potential-168278
BBC- How online chatbots are already tricking you- Intelligent machines that can pass for humans have long been dreamed of http://www.bbc.com/future/story/20140609-how-online-bots-are-tricking-you
BBC news: Amazon targets 1 http://www.bbc.com/news/technology-34565631
BBC: More than four times as many tweets were made by automated accounts in favour of Donald Trump around the first US presidential debate as by those backing Hillary Clinton http://www.bbc.com/news/technology-37684418
Fake five-star reviews being bought and sold online - Fake online reviews are being openly traded on the internet
http://www.bbc.com/news/technology-43907695
http://www.bbc.com/news/world-asia-20982985
http://www.bbc.com/news/world-asia-20982985
Bloomberg: How to Hack an Election [and influence voters with fake social media accounts] http://www.bloomberg.com/features/2016-how-to-hack-an-election/
"Internet Reputation Management http://www.bloomberg.com/news/articles/2008-04-30/do-reputation-management-services-work-businessweek-business-news-stock-market-and-financial-advice
Buzzfeed: Documents Show How Russia’s Troll Army Hit America http://www.buzzfeed.com/maxseddon/documents-show-how-russias-troll-army-hit-america#.ki8Mz97ly
The Rise of Social Bots http://www.cacm.acm.org/magazines/2016/7/204021-the-rise-of-social-bots/fulltext
CBC News- Canadian government monitors online forums http://www.cbc.ca/news/canada/bureaucrats-monitor-online-forums-1.906351
Chicago Tribune: Nutrition for sale: How Kellogg worked with 'independent experts' to tout cereal http://www.chicagotribune.com/business/ct-kellogg-independent-experts-cereal-20161121-story.html
DailyKos: HBGary: Automated social media management http://www.dailykos.com/story/2011/02/16/945768/-UPDATED-The-HB-Gary-Email-That-Should-Concern-Us-All
Meme Warfare Center http://www.dtic.mil/dtic/tfulltext/u2/a507172.pdf
Shilling on Reddit is openly admitted to in this Forbes article http://www.forbes.com/sites/julesschroede2016/03/10/the-magic-formula-behind-going-viral-on-reddit/#1d2485b05271
Forbes: From Tinder Bots To 'Cuban Twitter' http://www.forbes.com/sites/kashmirhill/2014/04/17/from-tinder-bots-to-covert-social-networks-welcome-to-cognitive-hacking/#4b78e2d92a7d
Hivemind http://www.hivemind.cc/rank/shills
Huffington Post- Exposing Cyber Shills and Social Media's Underworld http://www.huffingtonpost.com/sam-fiorella/cyber-shills_b_2803801.html
The Independent: Massive British PR firm caught on video: "We've got all sorts of dark arts...The ambition is to drown that negative content and make sure that you have positive content online." They discuss techniques for managing reputations online and creating/maintaining 3rd-party blogs that seem independent. http://www.independent.co.uk/news/uk/politics/caught-on-camera-top-lobbyists-boasting-how-they-influence-the-pm-6272760.html
New York Times: Lifestyle Lift http://www.nytimes.com/2009/07/15/technology/internet/15lift.html?_r=1&emc=eta1
New York Times: Give Yourself 5 Stars? Online http://www.nytimes.com/2013/09/23/technology/give-yourself-4-stars-online-it-might-cost-you.html?src=me&ref=general
NY Times- From a nondescript office building in St. Petersburg http://www.nytimes.com/2015/06/07/magazine/the-agency.html?_r=1
NY Times: Effort to Expose Russia’s ‘Troll Army’ Draws Vicious Retaliation http://www.nytimes.com/2016/05/31/world/europe/russia-finland-nato-trolls.html?_r=1
PBS Frontline Documentary - Generation Like http://www.pbs.org/wgbh/frontline/film/generation-like/
Gamers promote gaming-gambling site on youtube by pretending to hit jackpot without disclosing that they own the site. They tried to retroactively write a disclosure covering their tracks http://www.pcgamer.com/csgo-lotto-investigation-uncovers-colossal-conflict-of-interest/
Raw Story: CENTCOM engages bloggers http://www.rawstory.com/news/2006/Raw_obtains_CENTCOM_email_to_bloggers_1016.html
Raw Story: Air Force ordered software to manage army of fake virtual people http://www.rawstory.com/rs/2011/02/18/revealed-air-force-ordered-software-to-manage-army-of-fake-virtual-people/
Redective http://www.redective.com/?r=e&a=search&s=subreddit&t=redective&q=shills
Salon: Why Reddit moderators are censoring Glenn Greenwald’s latest news story on shills http://www.salon.com/2014/02/28/why_reddit_moderators_are_censoring_glenn_greenwalds_latest_bombshell_partne
The Atlantic: Kim Kardashian was paid to post a selfie on Instagram and Twitter advertising a pharmaceutical product. Sent to 42 million followers on Instagram and 32 million on Twitter http://www.theatlantic.com/health/archive/2015/09/fda-drug-promotion-social-media/404563/
WAR.COM: THE INTERNET AND PSYCHOLOGICAL OPERATIONS http://www.theblackvault.com/documents/ADA389269.pdf
The Guardian: Internet Astroturfing http://www.theguardian.com/commentisfree/libertycentral/2010/dec/13/astroturf-libertarians-internet-democracy
The Guardian: Israel ups the stakes in the propaganda war http://www.theguardian.com/media/2006/nov/20/mondaymediasection.israel
Operation Earnest Voice http://www.theguardian.com/technology/2011/ma17/us-spy-operation-social-networks
The Guardian: British army creates team of Facebook warriors http://www.theguardian.com/uk-news/2015/jan/31/british-army-facebook-warriors-77th-brigade
The Guardian: US military studied how to influence Twitter [and Reddit] users in Darpa-funded research [2014] http://www.theguardian.com/world/2014/jul/08/darpa-social-networks-research-twitter-influence-studies
The Guardian: Chinese officials flood the Chinese internet with positive social media posts to distract their population http://www.theguardian.com/world/2016/may/20/chinese-officials-create-488m-social-media-posts-a-year-study-finds
Times of Israel: Israeli government paying bilingual students to spread propaganda online primarily to international communities without having to identify themselves as working for the government. "The [student] union will operate computer rooms for the project...it was decided to establish a permanent structure of activity on the Internet through the students at academic institutions in the country." http://www.timesofisrael.com/pmo-stealthily-recruiting-students-for-online-advocacy/
USA Today: Lord & Taylor settles FTC charges over paid Instagram posts http://www.usatoday.com/story/money/2016/03/15/lord--taylor-settles-ftc-charges-over-paid-instagram-posts/81801972/
Researcher's algorithm weeds out people using multiple online accounts to spread propaganda - Based on word choice http://www.utsa.edu/today/2016/10/astroturfing.html
http://www.webinknow.com/2008/12/the-us-air-force-armed-with-social-media.html
Wired: Powered by rapid advances in artificial intelligence http://www.wired.co.uk/magazine/archive/2015/06/wired-world-2015/robot-propaganda
Wired: Clinton Staff and Volunteers Busted for Astroturfing [in 2007] http://www.wired.com/2007/12/clinton-staff-a/
Wired: Pro-Government Twitter Bots Try to Hush Mexican Activists http://www.wired.com/2015/08/pro-government-twitter-bots-try-hush-mexican-activists/
Wired: Microsoft http://www.wired.com/2015/09/ftc-machinima-microsoft-youtube/
Wired: Military Report: Secretly ‘Recruit or Hire Bloggers’ http://www.wired.com/dangerroom/2008/03/report-recruit/
Wired: Air Force Releases ‘Counter-Blog’ Marching Orders http://www.wired.com/dangerroom/2009/01/usaf-blog-respo/
Reddit Secrets https://archive.fo/NAwBx
Reddit Secrets https://archive.fo/SCWN7
Boostupvotes.com https://archive.fo/WdbYQ
"Once we isolate key people https://archive.is/PoUMo
GCHQ has their own internet shilling program https://en.wikipedia.org/wiki/Joint_Threat_Research_Intelligence_Group
Russia https://en.wikipedia.org/wiki/State-sponsored_Internet_sockpuppetry
US also operates in conjunction with the UK to collect and share intelligence data https://en.wikipedia.org/wiki/UKUSA_Agreement
Glenn Greenwald: How Covert Agents Infiltrate the Internet to Manipulate https://firstlook.org/theintercept/2014/02/24/jtrig-manipulation/
Glenn Greenwald: Hacking Online Polls and Other Ways British Spies Seek to Control the Internet https://firstlook.org/theintercept/2014/07/14/manipulating-online-polls-ways-british-spies-seek-control-internet/
Here is a direct link to your image for the benefit of mobile users https://imgur.com/OpSos4u.jpg
Reddit for iPhone https://itunes.apple.com/us/app/reddit-the-official-app/id1064216828?mt=8
Why Satoshi Nakamoto Has Gone https://medium.com/@ducktatosatoshi-nakamoto-has-gone-4cef923d7acd
What I learned selling my Reddit accounts https://medium.com/@Rob79/what-i-learned-selling-my-reddit-accounts-c5e9f6348005#.u5zt0mti3
Artificial intelligence chatbots will overwhelm human speech online; the rise of MADCOMs https://medium.com/artificial-intelligence-policy-laws-and-ethics/artificial-intelligence-chatbots-will-overwhelm-human-speech-online-the-rise-of-madcoms-e007818f31a1
How Reddit Got Huge: Tons of Fake Accounts - According to Reddit cofounder Steve Huffman https://motherboard.vice.com/en_us/article/how-reddit-got-huge-tons-of-fake-accounts--2
Whistleblower and subsequent investigation: Paid trolls on /Bitcoin https://np.reddit.com/Bitcoin/comments/34m7yn/professional_bitcoin_trolls_exist/cqwjdlw
Confession of Hillary Shill from /SandersForPresident https://np.reddit.com/conspiracy/comments/3rncq9/confession_of_hillary_shill_from/
Why do I exist? https://np.reddit.com/DirectImageLinkerBot/wiki/index
Already a direct link? https://np.reddit.com/DirectImageLinkerBot/wiki/res_links
Here's the thread. https://np.reddit.com/HailCorporate/comments/3gl8zi/that_potato_mailing_company_is_at_it_again/
/netsec talks about gaming reddit via sockpuppets and how online discourse is (easily) manipulated. https://np.reddit.com/netsec/comments/38wl43/we_used_sock_puppets_in_rnetsec_last_year_and_are
Redditor comes clean about being paid to chat on Reddit. They work to promote a politician https://np.reddit.com/offmychest/comments/3gk56y/i_get_paid_to_chat_on_reddit/
Shill whistleblower https://np.reddit.com/politics/comments/rtr6b/a_very_interesting_insight_into_how_certain/
Russian bots were active on Reddit last year https://np.reddit.com/RussiaLago/comments/76cq4d/exclusive_we_can_now_definitively_state_that/?st=j8s7535j&sh=36805d5d
The Bush and Gore campaigns of 2000 used methods similar to the Chinese government for conducting “guided discussions” in chatrooms designed to influence citizens https://np.reddit.com/shills/comments/3xhoq8/til_the_advent_of_social_media_offers_new_routes/?st=j0o5xr9c&sh=3662f0dc
source paper. https://np.reddit.com/shills/comments/4d3l3s/government_agents_and_their_allies_might_ente
or Click Here. https://np.reddit.com/shills/comments/4kdq7n/astroturfing_information_megathread_revision_8/?st=iwlbcoon&sh=9e44591e Alleged paid shill leaks details of organization and actions.
https://np.reddit.com/shills/comments/4wl19alleged_paid_shill_leaks_details_of_organization/?st=irktcssh&sh=8713f4be
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https://i.imgur.com/Q3gjFg9.jpg
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TOP SECRET SPECIAL HANDLING NOFORN
CENTRAL INTELLIGENCE AGENCY
Directorate of Operations
October 16, 1964
MEMORANDUM FOR THE DIRECTOR OF THE CIA
Subject: After action report of
Operation CUCKOO (TS)
INTRODUCTION

1) Operation CUCKOO was part of the overall operation CLEANSWEEP, aimed at eliminating domestic opposition to activities undertaken by the Central Intelligence Agency's special activities division, in main regard to operation GUILLOTINE.

2) Operation CUCKOO was approved by the Joint Chiefs of Staff, Department of Defense and the office of The President of the United States as a covert domestic action to be under taken within the limits of Washington D.C as outlined by Secret Executive Order 37.

3) Following the publishing of the Warren Commission, former special agent Mary Pinchot Meyer (Operation MOCKINGBIRD, Operation SIREN) also was married to Cord Meyer (Operation MOCKINGBIRD, Operation GUILLOTINE) threatened to disclose the details of several Special Activities Divisions' operations, including but not limited to, Operation SIREN and GUILLOTENE.
​1
TOP SECRET SPECIAL HANDLING NOFORN
4) It was deemed necessary by senior Directorate of Operations members to initiate Operation CUCKOO as an extension of Operation CLEANSWEEP on November 30th. After Mary Pinchot Meyer threatened to report her knowledge of Operation GUILLOTENE and the details of her work in Operation SIREN from her affair with the former President.

5) Special Activities Division was given the green light after briefing president Johnson on the situation. The situation report was forwarded to the Department of Defense and the Joint Chiefs of staff, who both approved of the parameters of the operation, as outlined under article C of secret executive order 37 (see attached copy of article).
​PLANNING STAGES
6) 8 members of the special activities division handpicked by operation lead William King Harvey began planning for the operation on October 3rd, with planned execution before October 16th.

7) The (?) of the operation was set as the neighborhood of Georgetown along the Potomac river, where the operators would observe, take note on routines, and eventually carry the operation.

8) After nothing Meyer's routines, Edward "Eddy" Reid was picked as the operation point man who would intersect Meyer on her walk on October 12th, with lead William King Harvey providing long range support if necessary from across the Chesapeake and Ohio canal (see illustration A for detailed map).

9) Edward Reid was planned to be dressed in the manner of a homeless black man, due to his resemblances to local trash collector (later found out to be Raymond Crump) who inhabits the AO and the path that Reid was planned to intersect Meyer.
2
TOP SECRET SPECIAL HANDLING NOFORN
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