Introduction to Blockchain and Bitcoin Harvard University

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Check out this free AI and machine learning course
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List of 110+ Free Udemy & Popular Discounted : ETL & Data Integration Masterclass, HTML, JavaScript, & Bootstrap, Marketing Analytics, Microsoft Excel, Machine Learning, Android App Developer, React JS - A Complete Guide for Frontend Web Development, Python, Tableau, Instructional Design & Many More

ETL & Data Integration Masterclass, HTML, JavaScript, & Bootstrap, Marketing Analytics, Microsoft Excel, Machine Learning, Android App Developer, React JS - A Complete Guide for Frontend Web Development, Python, Tableau, Instructional Design & Many More
Source: Freebies Global - https://freebiesglobal.com/
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Dragonchain Great Reddit Scaling Bake-Off Public Proposal

Dragonchain Great Reddit Scaling Bake-Off Public Proposal

Dragonchain Public Proposal TL;DR:

Dragonchain has demonstrated twice Reddit’s entire total daily volume (votes, comments, and posts per Reddit 2019 Year in Review) in a 24-hour demo on an operational network. Every single transaction on Dragonchain is decentralized immediately through 5 levels of Dragon Net, and then secured with combined proof on Bitcoin, Ethereum, Ethereum Classic, and Binance Chain, via Interchain. At the time, in January 2020, the entire cost of the demo was approximately $25K on a single system (transaction fees locked at $0.0001/txn). With current fees (lowest fee $0.0000025/txn), this would cost as little as $625.
Watch Joe walk through the entire proposal and answer questions on YouTube.
This proposal is also available on the Dragonchain blog.

Hello Reddit and Ethereum community!

I’m Joe Roets, Founder & CEO of Dragonchain. When the team and I first heard about The Great Reddit Scaling Bake-Off we were intrigued. We believe we have the solutions Reddit seeks for its community points system and we have them at scale.
For your consideration, we have submitted our proposal below. The team at Dragonchain and I welcome and look forward to your technical questions, philosophical feedback, and fair criticism, to build a scaling solution for Reddit that will empower its users. Because our architecture is unlike other blockchain platforms out there today, we expect to receive many questions while people try to grasp our project. I will answer all questions here in this thread on Reddit, and I've answered some questions in the stream on YouTube.
We have seen good discussions so far in the competition. We hope that Reddit’s scaling solution will emerge from The Great Reddit Scaling Bake-Off and that Reddit will have great success with the implementation.

Executive summary

Dragonchain is a robust open source hybrid blockchain platform that has proven to withstand the passing of time since our inception in 2014. We have continued to evolve to harness the scalability of private nodes, yet take full advantage of the security of public decentralized networks, like Ethereum. We have a live, operational, and fully functional Interchain network integrating Bitcoin, Ethereum, Ethereum Classic, and ~700 independent Dragonchain nodes. Every transaction is secured to Ethereum, Bitcoin, and Ethereum Classic. Transactions are immediately usable on chain, and the first decentralization is seen within 20 seconds on Dragon Net. Security increases further to public networks ETH, BTC, and ETC within 10 minutes to 2 hours. Smart contracts can be written in any executable language, offering full freedom to existing developers. We invite any developer to watch the demo, play with our SDK’s, review open source code, and to help us move forward. Dragonchain specializes in scalable loyalty & rewards solutions and has built a decentralized social network on chain, with very affordable transaction costs. This experience can be combined with the insights Reddit and the Ethereum community have gained in the past couple of months to roll out the solution at a rapid pace.

Response and PoC

In The Great Reddit Scaling Bake-Off post, Reddit has asked for a series of demonstrations, requirements, and other considerations. In this section, we will attempt to answer all of these requests.

Live Demo

A live proof of concept showing hundreds of thousands of transactions
On Jan 7, 2020, Dragonchain hosted a 24-hour live demonstration during which a quarter of a billion (250 million+) transactions executed fully on an operational network. Every single transaction on Dragonchain is decentralized immediately through 5 levels of Dragon Net, and then secured with combined proof on Bitcoin, Ethereum, Ethereum Classic, and Binance Chain, via Interchain. This means that every single transaction is secured by, and traceable to these networks. An attack on this system would require a simultaneous attack on all of the Interchained networks.
24 hours in 4 minutes (YouTube):
24 hours in 4 minutes
The demonstration was of a single business system, and any user is able to scale this further, by running multiple systems simultaneously. Our goals for the event were to demonstrate a consistent capacity greater than that of Visa over an extended time period.
Tooling to reproduce our demo is available here:
https://github.com/dragonchain/spirit-bomb

Source Code

Source code (for on & off-chain components as well tooling used for the PoC). The source code does not have to be shared publicly, but if Reddit decides to use a particular solution it will need to be shared with Reddit at some point.

Scaling

How it works & scales

Architectural Scaling

Dragonchain’s architecture attacks the scalability issue from multiple angles. Dragonchain is a hybrid blockchain platform, wherein every transaction is protected on a business node to the requirements of that business or purpose. A business node may be held completely private or may be exposed or replicated to any level of exposure desired.
Every node has its own blockchain and is independently scalable. Dragonchain established Context Based Verification as its consensus model. Every transaction is immediately usable on a trust basis, and in time is provable to an increasing level of decentralized consensus. A transaction will have a level of decentralization to independently owned and deployed Dragonchain nodes (~700 nodes) within seconds, and full decentralization to BTC and ETH within minutes or hours. Level 5 nodes (Interchain nodes) function to secure all transactions to public or otherwise external chains such as Bitcoin and Ethereum. These nodes scale the system by aggregating multiple blocks into a single Interchain transaction on a cadence. This timing is configurable based upon average fees for each respective chain. For detailed information about Dragonchain’s architecture, and Context Based Verification, please refer to the Dragonchain Architecture Document.

Economic Scaling

An interesting feature of Dragonchain’s network consensus is its economics and scarcity model. Since Dragon Net nodes (L2-L4) are independent staking nodes, deployment to cloud platforms would allow any of these nodes to scale to take on a large percentage of the verification work. This is great for scalability, but not good for the economy, because there is no scarcity, and pricing would develop a downward spiral and result in fewer verification nodes. For this reason, Dragonchain uses TIME as scarcity.
TIME is calculated as the number of Dragons held, multiplied by the number of days held. TIME influences the user’s access to features within the Dragonchain ecosystem. It takes into account both the Dragon balance and length of time each Dragon is held. TIME is staked by users against every verification node and dictates how much of the transaction fees are awarded to each participating node for every block.
TIME also dictates the transaction fee itself for the business node. TIME is staked against a business node to set a deterministic transaction fee level (see transaction fee table below in Cost section). This is very interesting in a discussion about scaling because it guarantees independence for business implementation. No matter how much traffic appears on the entire network, a business is guaranteed to not see an increased transaction fee rate.

Scaled Deployment

Dragonchain uses Docker and Kubernetes to allow the use of best practices traditional system scaling. Dragonchain offers managed nodes with an easy to use web based console interface. The user may also deploy a Dragonchain node within their own datacenter or favorite cloud platform. Users have deployed Dragonchain nodes on-prem on Amazon AWS, Google Cloud, MS Azure, and other hosting platforms around the world. Any executable code, anything you can write, can be written into a smart contract. This flexibility is what allows us to say that developers with no blockchain experience can use any code language to access the benefits of blockchain. Customers have used NodeJS, Python, Java, and even BASH shell script to write smart contracts on Dragonchain.
With Docker containers, we achieve better separation of concerns, faster deployment, higher reliability, and lower response times.
We chose Kubernetes for its self-healing features, ability to run multiple services on one server, and its large and thriving development community. It is resilient, scalable, and automated. OpenFaaS allows us to package smart contracts as Docker images for easy deployment.
Contract deployment time is now bounded only by the size of the Docker image being deployed but remains fast even for reasonably large images. We also take advantage of Docker’s flexibility and its ability to support any language that can run on x86 architecture. Any image, public or private, can be run as a smart contract using Dragonchain.

Flexibility in Scaling

Dragonchain’s architecture considers interoperability and integration as key features. From inception, we had a goal to increase adoption via integration with real business use cases and traditional systems.
We envision the ability for Reddit, in the future, to be able to integrate alternate content storage platforms or other financial services along with the token.
  • LBRY - To allow users to deploy content natively to LBRY
  • MakerDAO to allow users to lend small amounts backed by their Reddit community points.
  • STORJ/SIA to allow decentralized on chain storage of portions of content. These integrations or any other are relatively easy to integrate on Dragonchain with an Interchain implementation.

Cost

Cost estimates (on-chain and off-chain) For the purpose of this proposal, we assume that all transactions are on chain (posts, replies, and votes).
On the Dragonchain network, transaction costs are deterministic/predictable. By staking TIME on the business node (as described above) Reddit can reduce transaction costs to as low as $0.0000025 per transaction.
Dragonchain Fees Table

Getting Started

How to run it
Building on Dragonchain is simple and requires no blockchain experience. Spin up a business node (L1) in our managed environment (AWS), run it in your own cloud environment, or on-prem in your own datacenter. Clear documentation will walk you through the steps of spinning up your first Dragonchain Level 1 Business node.
Getting started is easy...
  1. Download Dragonchain’s dctl
  2. Input three commands into a terminal
  3. Build an image
  4. Run it
More information can be found in our Get started documents.

Architecture
Dragonchain is an open source hybrid platform. Through Dragon Net, each chain combines the power of a public blockchain (like Ethereum) with the privacy of a private blockchain.
Dragonchain organizes its network into five separate levels. A Level 1, or business node, is a totally private blockchain only accessible through the use of public/private keypairs. All business logic, including smart contracts, can be executed on this node directly and added to the chain.
After creating a block, the Level 1 business node broadcasts a version stripped of sensitive private data to Dragon Net. Three Level 2 Validating nodes validate the transaction based on guidelines determined from the business. A Level 3 Diversity node checks that the level 2 nodes are from a diverse array of locations. A Level 4 Notary node, hosted by a KYC partner, then signs the validation record received from the Level 3 node. The transaction hash is ledgered to the Level 5 public chain to take advantage of the hash power of massive public networks.
Dragon Net can be thought of as a “blockchain of blockchains”, where every level is a complete private blockchain. Because an L1 can send to multiple nodes on a single level, proof of existence is distributed among many places in the network. Eventually, proof of existence reaches level 5 and is published on a public network.

API Documentation

APIs (on chain & off)

SDK Source

Nobody’s Perfect

Known issues or tradeoffs
  • Dragonchain is open source and even though the platform is easy enough for developers to code in any language they are comfortable with, we do not have so large a developer community as Ethereum. We would like to see the Ethereum developer community (and any other communities) become familiar with our SDK’s, our solutions, and our platform, to unlock the full potential of our Ethereum Interchain. Long ago we decided to prioritize both Bitcoin and Ethereum Interchains. We envision an ecosystem that encompasses different projects to give developers the ability to take full advantage of all the opportunities blockchain offers to create decentralized solutions not only for Reddit but for all of our current platforms and systems. We believe that together we will take the adoption of blockchain further. We currently have additional Interchain with Ethereum Classic. We look forward to Interchain with other blockchains in the future. We invite all blockchains projects who believe in decentralization and security to Interchain with Dragonchain.
  • While we only have 700 nodes compared to 8,000 Ethereum and 10,000 Bitcoin nodes. We harness those 18,000 nodes to scale to extremely high levels of security. See Dragonchain metrics.
  • Some may consider the centralization of Dragonchain’s business nodes as an issue at first glance, however, the model is by design to protect business data. We do not consider this a drawback as these nodes can make any, none, or all data public. Depending upon the implementation, every subreddit could have control of its own business node, for potential business and enterprise offerings, bringing new alternative revenue streams to Reddit.

Costs and resources

Summary of cost & resource information for both on-chain & off-chain components used in the PoC, as well as cost & resource estimates for further scaling. If your PoC is not on mainnet, make note of any mainnet caveats (such as congestion issues).
Every transaction on the PoC system had a transaction fee of $0.0001 (one-hundredth of a cent USD). At 256MM transactions, the demo cost $25,600. With current operational fees, the same demonstration would cost $640 USD.
For the demonstration, to achieve throughput to mimic a worldwide payments network, we modeled several clients in AWS and 4-5 business nodes to handle the traffic. The business nodes were tuned to handle higher throughput by adjusting memory and machine footprint on AWS. This flexibility is valuable to implementing a system such as envisioned by Reddit. Given that Reddit’s daily traffic (posts, replies, and votes) is less than half that of our demo, we would expect that the entire Reddit system could be handled on 2-5 business nodes using right-sized containers on AWS or similar environments.
Verification was accomplished on the operational Dragon Net network with over 700 independently owned verification nodes running around the world at no cost to the business other than paid transaction fees.

Requirements

Scaling

This PoC should scale to the numbers below with minimal costs (both on & off-chain). There should also be a clear path to supporting hundreds of millions of users.
Over a 5 day period, your scaling PoC should be able to handle:
*100,000 point claims (minting & distributing points) *25,000 subscriptions *75,000 one-off points burning *100,000 transfers
During Dragonchain’s 24 hour demo, the above required numbers were reached within the first few minutes.
Reddit’s total activity is 9000% more than Ethereum’s total transaction level. Even if you do not include votes, it is still 700% more than Ethereum’s current volume. Dragonchain has demonstrated that it can handle 250 million transactions a day, and it’s architecture allows for multiple systems to work at that level simultaneously. In our PoC, we demonstrate double the full capacity of Reddit, and every transaction was proven all the way to Bitcoin and Ethereum.
Reddit Scaling on Ethereum

Decentralization

Solutions should not depend on any single third-party provider. We prefer solutions that do not depend on specific entities such as Reddit or another provider, and solutions with no single point of control or failure in off-chain components but recognize there are numerous trade-offs to consider
Dragonchain’s architecture calls for a hybrid approach. Private business nodes hold the sensitive data while the validation and verification of transactions for the business are decentralized within seconds and secured to public blockchains within 10 minutes to 2 hours. Nodes could potentially be controlled by owners of individual subreddits for more organic decentralization.
  • Billing is currently centralized - there is a path to federation and decentralization of a scaled billing solution.
  • Operational multi-cloud
  • Operational on-premises capabilities
  • Operational deployment to any datacenter
  • Over 700 independent Community Verification Nodes with proof of ownership
  • Operational Interchain (Interoperable to Bitcoin, Ethereum, and Ethereum Classic, open to more)

Usability Scaling solutions should have a simple end user experience.

Users shouldn't have to maintain any extra state/proofs, regularly monitor activity, keep track of extra keys, or sign anything other than their normal transactions
Dragonchain and its customers have demonstrated extraordinary usability as a feature in many applications, where users do not need to know that the system is backed by a live blockchain. Lyceum is one of these examples, where the progress of academy courses is being tracked, and successful completion of courses is rewarded with certificates on chain. Our @Save_The_Tweet bot is popular on Twitter. When used with one of the following hashtags - #please, #blockchain, #ThankYou, or #eternalize the tweet is saved through Eternal to multiple blockchains. A proof report is available for future reference. Other examples in use are DEN, our decentralized social media platform, and our console, where users can track their node rewards, view their TIME, and operate a business node.
Examples:

Transactions complete in a reasonable amount of time (seconds or minutes, not hours or days)
All transactions are immediately usable on chain by the system. A transaction begins the path to decentralization at the conclusion of a 5-second block when it gets distributed across 5 separate community run nodes. Full decentralization occurs within 10 minutes to 2 hours depending on which interchain (Bitcoin, Ethereum, or Ethereum Classic) the transaction hits first. Within approximately 2 hours, the combined hash power of all interchained blockchains secures the transaction.

Free to use for end users (no gas fees, or fixed/minimal fees that Reddit can pay on their behalf)
With transaction pricing as low as $0.0000025 per transaction, it may be considered reasonable for Reddit to cover transaction fees for users.
All of Reddit's Transactions on Blockchain (month)
Community points can be earned by users and distributed directly to their Reddit account in batch (as per Reddit minting plan), and allow users to withdraw rewards to their Ethereum wallet whenever they wish. Withdrawal fees can be paid by either user or Reddit. This model has been operating inside the Dragonchain system since 2018, and many security and financial compliance features can be optionally added. We feel that this capability greatly enhances user experience because it is seamless to a regular user without cryptocurrency experience, yet flexible to a tech savvy user. With regard to currency or token transactions, these would occur on the Reddit network, verified to BTC and ETH. These transactions would incur the $0.0000025 transaction fee. To estimate this fee we use the monthly active Reddit users statista with a 60% adoption rate and an estimated 10 transactions per month average resulting in an approximate $720 cost across the system. Reddit could feasibly incur all associated internal network charges (mining/minting, transfer, burn) as these are very low and controllable fees.
Reddit Internal Token Transaction Fees

Reddit Ethereum Token Transaction Fees
When we consider further the Ethereum fees that might be incurred, we have a few choices for a solution.
  1. Offload all Ethereum transaction fees (user withdrawals) to interested users as they wish to withdraw tokens for external use or sale.
  2. Cover Ethereum transaction fees by aggregating them on a timed schedule. Users would request withdrawal (from Reddit or individual subreddits), and they would be transacted on the Ethereum network every hour (or some other schedule).
  3. In a combination of the above, customers could cover aggregated fees.
  4. Integrate with alternate Ethereum roll up solutions or other proposals to aggregate minting and distribution transactions onto Ethereum.

Bonus Points

Users should be able to view their balances & transactions via a blockchain explorer-style interface
From interfaces for users who have no knowledge of blockchain technology to users who are well versed in blockchain terms such as those present in a typical block explorer, a system powered by Dragonchain has flexibility on how to provide balances and transaction data to users. Transactions can be made viewable in an Eternal Proof Report, which displays raw data along with TIME staking information and traceability all the way to Bitcoin, Ethereum, and every other Interchained network. The report shows fields such as transaction ID, timestamp, block ID, multiple verifications, and Interchain proof. See example here.
Node payouts within the Dragonchain console are listed in chronological order and can be further seen in either Dragons or USD. See example here.
In our social media platform, Dragon Den, users can see, in real-time, their NRG and MTR balances. See example here.
A new influencer app powered by Dragonchain, Raiinmaker, breaks down data into a user friendly interface that shows coin portfolio, redeemed rewards, and social scores per campaign. See example here.

Exiting is fast & simple
Withdrawing funds on Dragonchain’s console requires three clicks, however, withdrawal scenarios with more enhanced security features per Reddit’s discretion are obtainable.

Interoperability Compatibility with third party apps (wallets/contracts/etc) is necessary.
Proven interoperability at scale that surpasses the required specifications. Our entire platform consists of interoperable blockchains connected to each other and traditional systems. APIs are well documented. Third party permissions are possible with a simple smart contract without the end user being aware. No need to learn any specialized proprietary language. Any code base (not subsets) is usable within a Docker container. Interoperable with any blockchain or traditional APIs. We’ve witnessed relatively complex systems built by engineers with no blockchain or cryptocurrency experience. We’ve also demonstrated the creation of smart contracts within minutes built with BASH shell and Node.js. Please see our source code and API documentation.

Scaling solutions should be extensible and allow third parties to build on top of it Open source and extensible
APIs should be well documented and stable

Documentation should be clear and complete
For full documentation, explore our docs, SDK’s, Github repo’s, architecture documents, original Disney documentation, and other links or resources provided in this proposal.

Third-party permissionless integrations should be possible & straightforward Smart contracts are Docker based, can be written in any language, use full language (not subsets), and can therefore be integrated with any system including traditional system APIs. Simple is better. Learning an uncommon or proprietary language should not be necessary.
Advanced knowledge of mathematics, cryptography, or L2 scaling should not be required. Compatibility with common utilities & toolchains is expected.
Dragonchain business nodes and smart contracts leverage Docker to allow the use of literally any language or executable code. No proprietary language is necessary. We’ve witnessed relatively complex systems built by engineers with no blockchain or cryptocurrency experience. We’ve also demonstrated the creation of smart contracts within minutes built with BASH shell and Node.js.

Bonus

Bonus Points: Show us how it works. Do you have an idea for a cool new use case for Community Points? Build it!

TIME

Community points could be awarded to Reddit users based upon TIME too, whereas the longer someone is part of a subreddit, the more community points someone naturally gained, even if not actively commenting or sharing new posts. A daily login could be required for these community points to be credited. This grants awards to readers too and incentivizes readers to create an account on Reddit if they browse the website often. This concept could also be leveraged to provide some level of reputation based upon duration and consistency of contribution to a community subreddit.

Dragon Den

Dragonchain has already built a social media platform that harnesses community involvement. Dragon Den is a decentralized community built on the Dragonchain blockchain platform. Dragon Den is Dragonchain’s answer to fake news, trolling, and censorship. It incentivizes the creation and evaluation of quality content within communities. It could be described as being a shareholder of a subreddit or Reddit in its entirety. The more your subreddit is thriving, the more rewarding it will be. Den is currently in a public beta and in active development, though the real token economy is not live yet. There are different tokens for various purposes. Two tokens are Lair Ownership Rights (LOR) and Lair Ownership Tokens (LOT). LOT is a non-fungible token for ownership of a specific Lair. LOT will only be created and converted from LOR.
Energy (NRG) and Matter (MTR) work jointly. Your MTR determines how much NRG you receive in a 24-hour period. Providing quality content, or evaluating content will earn MTR.

Security. Users have full ownership & control of their points.
All community points awarded based upon any type of activity or gift, are secured and provable to all Interchain networks (currently BTC, ETH, ETC). Users are free to spend and withdraw their points as they please, depending on the features Reddit wants to bring into production.

Balances and transactions cannot be forged, manipulated, or blocked by Reddit or anyone else
Users can withdraw their balance to their ERC20 wallet, directly through Reddit. Reddit can cover the fees on their behalf, or the user covers this with a portion of their balance.

Users should own their points and be able to get on-chain ERC20 tokens without permission from anyone else
Through our console users can withdraw their ERC20 rewards. This can be achieved on Reddit too. Here is a walkthrough of our console, though this does not show the quick withdrawal functionality, a user can withdraw at any time. https://www.youtube.com/watch?v=aNlTMxnfVHw

Points should be recoverable to on-chain ERC20 tokens even if all third-parties involved go offline
If necessary, signed transactions from the Reddit system (e.g. Reddit + Subreddit) can be sent to the Ethereum smart contract for minting.

A public, third-party review attesting to the soundness of the design should be available
To our knowledge, at least two large corporations, including a top 3 accounting firm, have conducted positive reviews. These reviews have never been made public, as Dragonchain did not pay or contract for these studies to be released.

Bonus points
Public, third-party implementation review available or in progress
See above

Compatibility with HSMs & hardware wallets
For the purpose of this proposal, all tokenization would be on the Ethereum network using standard token contracts and as such, would be able to leverage all hardware wallet and Ethereum ecosystem services.

Other Considerations

Minting/distributing tokens is not performed by Reddit directly
This operation can be automated by smart contract on Ethereum. Subreddits can if desired have a role to play.

One off point burning, as well as recurring, non-interactive point burning (for subreddit memberships) should be possible and scalable
This is possible and scalable with interaction between Dragonchain Reddit system and Ethereum token contract(s).

Fully open-source solutions are strongly preferred
Dragonchain is fully open source (see section on Disney release after conclusion).

Conclusion

Whether it is today, or in the future, we would like to work together to bring secure flexibility to the highest standards. It is our hope to be considered by Ethereum, Reddit, and other integrative solutions so we may further discuss the possibilities of implementation. In our public demonstration, 256 million transactions were handled in our operational network on chain in 24 hours, for the low cost of $25K, which if run today would cost $625. Dragonchain’s interoperable foundation provides the atmosphere necessary to implement a frictionless community points system. Thank you for your consideration of our proposal. We look forward to working with the community to make something great!

Disney Releases Blockchain Platform as Open Source

The team at Disney created the Disney Private Blockchain Platform. The system was a hybrid interoperable blockchain platform for ledgering and smart contract development geared toward solving problems with blockchain adoption and usability. All objective evaluation would consider the team’s output a success. We released a list of use cases that we explored in some capacity at Disney, and our input on blockchain standardization as part of our participation in the W3C Blockchain Community Group.
https://lists.w3.org/Archives/Public/public-blockchain/2016May/0052.html

Open Source

In 2016, Roets proposed to release the platform as open source to spread the technology outside of Disney, as others within the W3C group were interested in the solutions that had been created inside of Disney.
Following a long process, step by step, the team met requirements for release. Among the requirements, the team had to:
  • Obtain VP support and approval for the release
  • Verify ownership of the software to be released
  • Verify that no proprietary content would be released
  • Convince the organization that there was a value to the open source community
  • Convince the organization that there was a value to Disney
  • Offer the plan for ongoing maintenance of the project outside of Disney
  • Itemize competing projects
  • Verify no conflict of interest
  • Preferred license
  • Change the project name to not use the name Disney, any Disney character, or any other associated IP - proposed Dragonchain - approved
  • Obtain legal approval
  • Approval from corporate, parks, and other business units
  • Approval from multiple Disney patent groups Copyright holder defined by Disney (Disney Connected and Advanced Technologies)
  • Trademark searches conducted for the selected name Dragonchain
  • Obtain IT security approval
  • Manual review of OSS components conducted
  • OWASP Dependency and Vulnerability Check Conducted
  • Obtain technical (software) approval
  • Offer management, process, and financial plans for the maintenance of the project.
  • Meet list of items to be addressed before release
  • Remove all Disney project references and scripts
  • Create a public distribution list for email communications
  • Remove Roets’ direct and internal contact information
  • Create public Slack channel and move from Disney slack channels
  • Create proper labels for issue tracking
  • Rename internal private Github repository
  • Add informative description to Github page
  • Expand README.md with more specific information
  • Add information beyond current “Blockchains are Magic”
  • Add getting started sections and info on cloning/forking the project
  • Add installation details
  • Add uninstall process
  • Add unit, functional, and integration test information
  • Detail how to contribute and get involved
  • Describe the git workflow that the project will use
  • Move to public, non-Disney git repository (Github or Bitbucket)
  • Obtain Disney Open Source Committee approval for release
On top of meeting the above criteria, as part of the process, the maintainer of the project had to receive the codebase on their own personal email and create accounts for maintenance (e.g. Github) with non-Disney accounts. Given the fact that the project spanned multiple business units, Roets was individually responsible for its ongoing maintenance. Because of this, he proposed in the open source application to create a non-profit organization to hold the IP and maintain the project. This was approved by Disney.
The Disney Open Source Committee approved the application known as OSSRELEASE-10, and the code was released on October 2, 2016. Disney decided to not issue a press release.
Original OSSRELASE-10 document

Dragonchain Foundation

The Dragonchain Foundation was created on January 17, 2017. https://den.social/l/Dragonchain/24130078352e485d96d2125082151cf0/dragonchain-and-disney/
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I'm making a video targeting right-wingers - Please critique and give feedback ASAP before I commit to recording? "Axiomatic Warfare and the Fatal Flaws of Modern Fascism"

[Video Essay Script] - Links will be used in video as images and segments. https://docs.google.com/document/d/12OX9TTfLhgNEfdDaMWfsHYyAMzTx9G7bSwu_0Ke1Ksc/edit?usp=sharing

Introduction to Modern Fascism

“Repeat a lie often enough and it becomes the truth”- Nazi Propagandists, Joseph Goebbels.

Axioms are our base assumptions about the world. They act as filters for new information coming into our consciousness.
In classic philosophy, an axiom is a statement that is so evident or well-established, that it is accepted without controversy or question. As used in modern logic, an axiom is a premise or starting point for reasoning.
We use these axiomatic assumptions to build our internal models of the world around us. They allow us to compare new information we receive from the outside with our internal narratives, which helps us to decide whether to reject or accept that new information. They are, for want of a better world, your "common sense" beliefs.
So how do you go about changing a relatively normal person's core beliefs and base assumptions to the point of rejecting their fellow citizens as traitors, committing acts of murderous terrorist or vigilante violence like Fascist white supremacists running down protesters in acts of terror, ISIS beheadings or mass genocide?

Shock Treatment and Slow Repetition

When I was a child I was subjected to regular mental and physical abuse from my dad. I would also see my mother repeatedly beaten up and then flee to a women's refuge where I would stay with her.
Each time my mom left, whenever I visited my dad at weekends, he would constantly try to pressure and manipulate me into convincing my mom to get back together with him.
This never worked of course. But what it did do, is make me highly sensitive to manipulation techniques.
I was fascinated by people like the magician Derren Brown and the economist Naomi Klein - who both reveal the tricks of the trade used in the advertising and marketing industries to convince people.
One way of changing people into killing machines or obedient sheep is through a big shock to the system, like how electroshock therapy allows for a clean slate to rebuild peoples intern mental models.
Psychedelics are another way, having a similar effect in the brain. Encouraged by the alt right and alt-light influencers like Jordan Peterson and Rebel Wisdom as they try to “Red Pill” people (an expression taken from the film The Matrix as a metaphor for revealing revealing the truth about the world).
They use this shock and disorientation as a way to prepare a “blank-slate” in order to rebuild peoples internal axiomatic models with different core beliefs.
Remaking people by shocking them into obedience and gas-lighting them about their existing internal models, making them seem irrational, silly or outdated. Reducing them to a mental state of a child and then rebuilding them with a new ideology and worldview, known as “shock therapy”.
As Naomi Klein explains in The Shock Doctrine: The Rise of Disaster Capitalism, these techniques work on larger scales with use of trauma and shock to influence political outcomes has been used since at least Milton Friedman coined the term “Economic Shock Treatment”. He advised that politicians push through painful and unpopular policies all at once during a time of crisis, before people could regain their footing.
The technique is used in economic markets on the large scale, and also against individuals on a small scale with individuals too. Economics and politics is just human interaction on a larger scale, after all.
Regular repetition and gentle suggestions of ideas can also instil new axiomatic models and core beliefs into people's minds. As Derren Brown demonstrates how powerful subtly suggestions can be alone, without the need for hypnosis, shocks or drugs.
But used in combination, shock and repetition can shift people until they have moved their positions, perceptions and beliefs about the world, to a place they could never have imagined.
But luckily once you deconstruct the deception and understand how the trick works, the illusion falls apart.

Defining and Deconstructing Modern Fascism

Firstly, we must define Modern Fascism. Modern Fascism ticks every box of the traditional definitions in Umberto Eco’s essay Ur-Fascism, and not only does it fulfil every criteria, it reveals other motivational forces and has evolved to include new aspects, and has changed into something worse, while it’s main weakness remain the same - the fact that it is primarily motivated by weakness.
As General Franco said in a 1938 interview with Henri Massis: "Fascism presents, wherever it manifests itself, characteristics which are varied to the extent that countries and national temperaments vary. It is essentially a defensive reaction of the organism, a manifestation of the desire to live, of the desire not to die, which at certain times seizes a whole people. So each people reacts in its own way, according to its conception of life… What can it have in common with Hitlerism, which was, above all, a reaction against the state of things created by the defeat, and by the abdication and the despair that followed it?"
This quote perfectly illustrates the transient nature of the ideology, but also the core motivations of Fascism. It is an ideology based on the assumption of weakness which yearns for restoration of a past greatness or to get revenge and recognition. But the way that it manifests itself is different in each place it takes hold.
Therefore the aim of this isn’t to make the case that any particular party or country has embraced out-right fascism (plenty of other people have made that case already), the aim is to reveal the underlying motivations, highlight threats and weaknesses and analyse the less obvious negative effects of Modern Fascism.

History Doesn’t Repeat, But It Rhymes

A false equivalence that is often used is that Liberal Imperialism is just the same as Fascism. And while it is true that imperialists use fascist dictators to extract cheap labour and resources and also dominate smaller counties in a similar way to how fascist empires aspire to rule, the key difference is that the populations of those countries are not gripped by the same fear based delusions.
And therefore more Liberal democracies are better equipped to hold their imperial position of power long term because they are better able to assess risks and react accordingly, rather than over-react based on paranoia and competing egos under excessive pressure.
This false equivalence was also used in 1930’s Germany, because far-left Communists had been co opted and infiltrated by Fascists. They would repeat the mantra that “the Social Democrats were the real racists”.
Contrary to the assumptions of most people, Fascism, as an ideology and political system of government is very distinct to white supremacy. It does of course include white supremecists, but In fact includes many other groups who have been co-opted by Fascist propaganda, or who implicitly support and enable their agenda.
Examples of modern opposition which has been repeatedly infiltrated or just simply made up by Fascists include innumerable conspiracy theories, police groups like Blue Lives Matter, militant Black nationalists, the Boogaloo movement who call for a race war, the “Proud Boys” and even sometimes supposed Anarchists, far-left Communists and Left Accelerationists.

Motivations of Fascism

Fascism distilled down to its core reason for existing is the suppression of opposition who represent workers rights and economic justice. So they patently DON’T look after their own people. They con them into submission of the state by generating jingoistic fear of “the other” - whoever is convenient on that day to blame for their problems.
Fascism is is an economic shock doctrine upon the inhabitants of the country. We don't spread fascist propaganda in tip-pot dictators because we care about the indiginous people there. We install Fascist dictators in order to remove workers rights and open up access to their natural resources.
Artificial moral panics can be engineered and real disasters used to allow corrupt oligarchs and financial predators to consolidate power further by buying up small innovative businesses who don’t have the excess capital to survive the turmoil on their own without external support. Or as a way to eradicate public services by sabotaging them and building mistrust.
They are used to erode faith in public services and institutions by rich people who simply want to pay less tax and don’t see why they should subsidise other human beings who haven’t had the same luck as them. So a major motivation of fascism is to suppress the opposition left-wing party who represent workers rights and egalitarian freedoms.
Populists claim to be against free trade and to some extent they are, but whatever they do will fail because they are interfering with the markets, so they will retreat to the power of market domination. They use their threats of trade barriers as more just more shock treatment for markets, rather than protecting actual jobs or industries.
This is a trick that has been played by Neoliberals too. But while Neoliberals use fascism as a tool for opening markets to Imperialism, they differ from Libertarians, not only because they embrace guns and weed, but they are starting from different positions to achieve the same goal;
Neoliberals seek to remove already existing public services and workers rights that lift bargaining power. But Libertarians want to STOP the government from ever providing those services and investments into the poor or enshrining workers rights.

Modern Fascist Ideology has TWO Core Reasons to Exist; Fear and Freed.

I have been researching and analysing how economic systems differ, using a SWOT analysis (Strengths, Weaknesses, Opportunities and Threads). For each economic system I tried to be as neutral, fair and balanced as possible - which included Fascism.
I might seem strange that someone who is anti-Fascist would want to explore the strenghts and opportunities of Fascist ideologies, but in doing so it reveals the real weaknesses and threats which are too important for us to ignore.
So what exactly IS Fascism? Is it just an economic doctrine or a personal philosophy about the world? The answer is both.
The ideology has TWO core reasons to exist, and TWO distinct audiences types - with one based primarily on fear and the other greed, with each having a malignant and symbiotic relationship with each other.
Fear - Authoritarian/Conservative Fascists
Greed - Libertarian Fascists
There are very few people who actually buy into full Fascist ideology, most believe a watered down version of which resembles Conservatism or right-wing populism or accelerationism, and most of them genuinely believe they aren’t fascist, even though they are being constantly fed subtle suggestions fascist ideology or that align with their plans.
But the most ironic thing is that these groups are mostly being used by the second group of rich Libertarians globalist elites pulling a confidence trick on the host nation. Often posing “anti-establishment” conspiracists who actually uphold the establishment through misinformation. See: Russia Today and Youtube Bitcoin and Gold shills who subtly suggest fascist talking points.
With those rich Libertarians at the top more than happy for those below them, who they deem less worthy, living in even more delusional ideologies with fake enemies to fear, often resembling traditional Christian but values wrapped in modern conspiracies with added elements of “satanic panic”.
Modern Fascism has clearly inspired the modern day equivalents of Brownshirts and Blackshirts, self-styled vigilantes like QAnon, The Proud Boys and “The Boogaloo” - white nationalist violent extremists who want to accelerate towards a full-on race war.
It has also infiltrated numerous alternative groups, such as hyper-evangelical “end times” cults, alternative health scenes, internet conspiracy scenes like flat earth and occult magic.

Lockdown Conspiracies

A commonly missing hallmark of fascism that is present in history during the rise of fascism is a controlled opposition and explicit suppression of opposition. This distorts a healthy society and has unforeseen consequences and blowback.
Fantasies and political thought bubbles are self delusional custom realities resembling an episode of Black Mirror. They act as coping and escape mechanisms. Especially during the Covid 19 lock-down, these tendencies have gone into overdrive with massive events entering the real world featuring David Ike leading protesters alongside fascists as people ignore rising Fascism, climate change destruction and Covid deaths tolls.
Using disasters like Covid or irrational scare tactics such as the "Satanic Panic" style Fascist propaganda from QAnon, can shock people using their fear and disgust response, while making them distrust the news - allowing the government to evade valid criticism from experts while suggesting to people that government public services are inherently evil or Communist.
This type of propaganda is a Libertarians wet dream - making a population not only give up on tax funded public services, but actively fear them. An example is Trump trying to discredit and defund the US Postal Service and other public institutions and regulatory bodies.
Anti Semitism has been used throughout history by those in power to provoke an “us vs. them” mentality, leading to today's establishment still sanctioning and allowing Qanon on major media platforms, provoking and agitating terrorist attackers from the far-left and the far-right.
Those in power in fascist regimes allow and encourage mistrust in the mainstream media, while the long-tail niche political and interest groups keep people separated from each other, who each live in their own custom realities while the real elites continue to dominate and increase their power.
With each bubble framing realities based of identity, race, class, nationality, or even subculture special interests like alternative medicine and “gamer bro” culture, so that when they interact in real life or online, they are speaking past each other because they don’t even agree on the basic principles of how they view society.

The Fatal Flaws of Living in a Fantasy

While the main flaws and weaknesses of Fascism remain the same, they are in-fact exacerbated by this new hybrid model. It’s main weakness is the very fact that it is motivated by weaknesses, fear and greed - rather than true strength, self-confidence or heroic benevolent power, as their adherents like to believe.
A misconception of fascists themselves that it is based on strength, when it is actually based on weakness - even when the driving force is greed rather than fear. Libertarian fascists want to extract labour and materials at cheaper prices, while inflating their own asset values.
In other words; international financiers with little allegiance to any country. Ironically the very type of people who Conservative fascists claim to be opposed to.
Fascism claims to make society more successful, but it actually accelerates the destruction of the culture, country or people, rather than preserving and conserving it, because it betrays a fundamental weakness of insecurity. Competitors and rivals can easily see through the charade of and take advantage.
If anything does the exact opposite. Russian and China are clearly goading Western nations into becoming more divided and totalitarian, as they themselves benefit from becoming more Liberal and open and reap the competitive advantages that brings. See Kraut’s excellent video about Trump on China as an example.
Keynesian investment in the country and people, giving workers more rights, opportunities and a more bargaining power is what makes a country successful and innovative, rather than the faux Keynesian policy of giving kickbacks to corrupt officials for government contracts and widening inequality by supporting the already rich, rather than the ordinary people.

Who Benefits in This Memetic War?

Who is going to war with who? Who is winning? A modern adage is that tankies are just fascists because of their support of authoritarian proto-fascist leaders and regimes who often claim to be Communist.
But from my experience talking to actual fascists, they crave a more multi-polar world where other strong leaders rise up as competition and form alliances with dictators.
So to me, it looks like Fascists are the real Tankies; wishing our enemies be stronger and wanting to accelerate towards race war or civil war that weakens the society.
Not only did Donald Trump have knowledge of Russia allowing ISIS bounties on US troops and withhold that from the public while courting Putin, I have personally heard white supremacists backing extremists Islamists in Discord servers.
Trump jumped to the defense of the people who put a 17 year old with a gun against civil rights protesters and assumed the intent before saying that the outcome should be decided by the legal system.
They share common values and beliefs like Anti Semitism, accelerationist end-times fantasies, patriarchal traditional values and a fear of outside progressive cultures. In fact modern extremists white supremecist groups share recruitment and terrorist strategies and tactics with militant islamists.
You could argue that it was inflicted by Russian or Imperialist propagandists onto the German people in order to take control of larger areas of Europe after the destabilisation of war.
Hitler and Stalin came to a non agression truce called The Molotov–Ribbentrop Pact, which as was a secret non-aggression pact between Nazi Germany and the Soviet Union that enabled those two powers to partition Poland between them.
The pact, signed in Moscow on 23 August 1939 by German Foreign Minister Joachim von Ribbentrop and Soviet Foreign Minister Vyacheslav Molotov was officially known as the Treaty of Non-Aggression between Germany and the Union of Soviet Socialist Republics.
They divided Poland under the banner of fighting “Polish Fascism” nearly a century ago with both sides ultimately lying to their own people about spreading freedom while being authoritarian to their core and being able to blame “the other” as being the cause of all their problems.
But these days fascism seems to be a rogue meme that no longer serves any particular group. It is pathologically damaging to any society that it happens to grip.
Even the aforementioned Libertarians and accelerationists who think they are benefiting are only temporarily gaining by market price volatility. They ultimately lose through the blowback effect of the whirlpool they create.

Psychopathy, Alienation Nihilism and Insecurity

It is well established that Fascist dictators are driven by psychopathic characters and tendencies. They either don’t care about the truth, or disregard it if it’s not convenient to their narrative.
In totalitarian despotic societies facts are reversed. As George Orwell proclaimed throughout his writings; “War is peace. Freedom is slavery. Ignorance is strength.”.
Similar to how authoritarian Starlinist Communists harnessed people’s alienation and tricked them into thinking that it’s possible for the state to fully decommodify everything without having markets, money to account for things, domination or hierarchy or try to convince people that a revolution is just around the corner.
But of course, a council representative is still the head of an organisation, for all intents and purposes, because they wield executive power over others, even if the name has changed. Markets are emergent properties when groups of humans want or need a certain commodity when it becomes available.
But while both Communist and Fascist ideologies are based on lies that harness peoples alienation, fear and envy, Fascism is also especially to the weak. It is attractive to those who want to be strong again (or were never to begin with), or those who want to have a strong leader to help them.
Fascism betrays to others the inherent weakness. Like the insecure kid in school who lashes out - others around can see that it is because of their own insecurity which makes them appear even weaker. Fascism is a psychopathy driven by insecurity.
When people become so absorbed in an ideology there is a phenomena of people to self identify as an actual ideology? This produces a phenomena called Identity Protective Cognition, where people's self worth becomes attached to a belief system or ideology. So that when new information contradicts their worldview it is seen as an attack on the person themselves.
Therefore irrational, emotional quick fix thinking is the default when there is too much pressure and they feel attacked. They no longer use their slow effortful reflective thinking. (See Daniel Kahneman - Thinking, Fast and Slow)
This approach has parallels in evolutionary biology, in which a central issue is the ability to adapt to changing environments. Competency - over-competitiveness in management causes chaos which STOPS hierarchies of competence. (Insert video clips of Sapolsky on Chaos vs Reductionism etc. timestamps linked).
Fascists try to reduce variability in culture and outcomes - causes weakness of less adaptability - because as Sapolsky explains, the variability is not just noise in that type of system CAS (Complex Adaptive Systems) - the variability IS the system. It is fractal and scale free. The noise and variability is an intrinsic part of the system.
But the system doesn’t function properly when the agreed-upon parameters that individuals believe to be true aren’t universal enough to have any form of group coherence.
Birds and swarms of animals can produce amazing complex phenomena, which are greater than the sum of their individual parts. There is a “network effect” once a certain threshold and certain conditions and rules are met.
These rules can be very simple, like repulsion or attraction, or staying a certain distance apart while traveling in a similar direction, but collectively they create patterns that emerge with complexity and I dear say, a certain amount of beauty.
So what happens when millions of people are being brainwashed and misled by cults that are leaving them with a reduced ability to make decisions?
Giving them shit-for-brains just so that some rich people at the top can pay a few percentage less tax? That is the sign of a deeply sick system that cannot continue to function effectively. It is sick on so many levels.

Emergence, Complexity and Human Evolution - A Social-Biological Analysis

The problem with viewing the world through only one lens of analysis (or bucket of knowledge) is that you can fall into unnecessarily reductive thinking. (Sapolsky clips)
I describe myself as a philosophical anarchist. Which does NOT mean I want total chaos and disorder - it means I want the optimal solution to emerge - including the influences and experiences from the bottom-up.
I also think that a bottom-up (or anarchist) lens of analysis is necessary for society to run cohesively in an optimal state. If it is repressed it distorts the overall picture of reality for everyone - similar to a CEO that doesn’t listen to employees and workers on the ground.
I interpret as constantly holding authority to account - to justify its existence and reason for dominating others. I also believe it is every citizen's responsibility to hold authority to account. This would be necessary under ANY economic system or society.
Anarchists also believe in stigmenric, rhizomatic action to make the world better, organically, not from a top-down authority, which fascism seeks to instill on society.
Human beings are collectively parts of a bigger chaotic but stable system known as a CAS (Complex Adaptive System). CAS’s are chaotic systems that can reach periodic steady states of equilibrium.
As Professor Sapolsky explains, humans uniquely exist with a mixture of both communal and individualistic tendencies; known in the scientific world as Tournament vs. pair bonding.
All the evidence suggests that this tendency has greatly improved our success as a species. But those tendencies distorted too far one way or another lead to pathologies and the worst collective misdeeds and wars.
Because as Professor Sapolsky also explains in his brilliant lecture series (which I have condensed the pertinent parts of into a 4 part YouTube video) about CAS; the signals coming from the randomness is being suppressed or repressed, it interferes with the functioning of the system.
Pressure in the system makes the patterns more complex but at a certain point of increasing pressure in the complex system, it stops being linear and the doubling of patterns and periodicity totally stops. Order completely begins to break down because of the butterfly effect.
Fascist regimes fettishise order and rigidity but in a complex adaptive system, the noise IS the phenomena, not a byproduct to be discarded, ignored or repressed.
The majority of people on the right genuinely want to help society by bringing order, using top-down draconian measures if necessary. Whereas the left generally wants to help society by proactively building from the bottom up.
I think both of these approaches are necessary to be balanced properly for a healthy functioning society to emerge.
It seems our tendency to harness both traits and to focus intently on one or the other is our greatest collective strength, while also being our greatest weakness.
And similarly, on an individual level I believe our greatest strengths and weakness are the fact that our brains work efficiently by categorising information to filter out the unimportant bits that slow us down.
As the book by Daniel Kahneman - Thinking, Fast and Slow, brilliantly explains, slow deliberate, consideration thinking takes energy and time, so our brains developed filters which come out as biases. This is an inherent weakness of the human brain.
Now imagine the butterfly effect on the life of just one person who is influenced by the brainworms of QAnon cults or conspiracies which distorts their internal models of the world which they use to filter information about the world
The sad and shocking stories on forums like QanonCasualties show the devastating effects on their close friends, family and work life - amplified by their ever increasingly disconnected lives. (insert Flat earther clip - zoom in on idiot rolling head)
Now scale that up to the level of a whole of a society, a country, or the world? This is a collective madness to cope with and avoid the reality facing us as a species.
Only collective action with agreed basic facts to work from will do to avoid the total descent into actual chaos and destruction.

TLDR; Conclusion and Final Thoughts

In this essay I will have put forward the case for the following four key arguments being true and I have present supporting evidence to explain the logical reasoning for why our current definitions need updating and the threat levels reassed, from a non-hysterical but critical perspective. The overall claims I made are:
  1. Modern Fascism has taken over right-wing populism and bears all the hallmarks of early 20th Century Fascist ideologies.
  2. The ideology has two main reasons to exist, and two distinct audiences which both have a symbiotic, pathological relationship with each other.
  3. The main flaws and weaknesses of fascist ideology remain the same as ever - that fascism is motivated by irrational fears, greed and self deception.
  4. Modern Fascism has major unforeseen damaging consequences for individuals, governments, organisational dynamics, and society at large.
This reality is something I think a lot of fascists, ultra-nationalists and people who have been influenced by the propaganda know deep down on some level already - that they are avoiding the realities of pandemics and ecological harms of ignoring science and reality as it is.
They ignore it because fantasies are simpler to understand. And a narrative based on fear of the other is a simpler way to to process a complex world.
It is also attractive to the part of us that is drawn to conflict and drama - that hunger for something genuinely interesting to happen.
But I would argue from my experience that the beautiful complexity of life in all it’s shades of grey is much more interesting, fun and genuinely fulfilling to understand and engage in, even if it might be harder to deal with and even harder to explain.
I believe doing so is also vital for the very survival of our species - we can no longer afford to live in a fantasy, we need to collectively take responsibility for the world as it exists in reality.
Thank you to my two Patrons:
Carmen Jongepier
E.V. Roske
Original Script on Patreon
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Reverse Chance Me: Indian-American Male

Demographics: male, upper middle class, Asian Indian, heterosexual and cisgender, Long Island, New York, high school class of 2021
Intended Major(s): Mathematics
ACT/SAT/SAT II/PSAT: 35 (35E, 36M, 34R, 36S), 1570 (800 math, 770 english, 23/24 essay), 800 math2, 800 chem, 800 physics, 1500 (760 math, 740 english; hopefully i get national merit since I made the cut off)
UW/W GPA and Rank: 4.0UW, 103.96% weighted so far (out of 100%, APs weighted 1.08 and Honors 1.06; I'm not sure what it is out of 5 but everything's been an A or higher so far)
Coursework:
10th: AP World History (4, 99%), AP Computer Science Principles (4, 99%), AP Calculus BC (5, 97%); all other grades except Chemistry (96%) at least 97%
11th: AP Lang (5, 97%), Multivariable Calculus and Linear Algebra (through school, weighted as an AP, 98%; I get college credit from a state university for taking this), AP Physics 1 (5, 98%), AP United States History (5, 99%), AP Computer Science A (5, 100%), AP Statistics (self-studied, 5); all other grades 97% or higher
the above courses were taken through school, but I enrolled as a non-matriculated undergraduate student through the same state university that's giving me college credit for high school multi to take the following courses in Fall 2019 and Spring 2020 respectively:
"Logic, Language, and Proofs" (basically introduced me to the language of mathematics and abstract proof construction, etc.) (A+), Introduction to Real Analysis (third-year undergraduate course, probably) (A+)
12th: (incoming senior) AP Lit, Differential Equations (through school, weighted as an AP; I get college credit from a state university for taking this), AP Physics C (I don't know which yet but probably E/M), AP US Gov, AP Micro, AP Spanish Lang
the above courses are going to be taken through school, but I enrolled as a non-matriculated undergraduate student through the same state university that's giving me college credit for high school diffeq to take the following courses in Summer 2020, Fall 2020, and Spring 2021 respectively:
Applied Complex Analysis (well, I actually just finished this course, so I got an A), Advanced Linear Algebra, Analysis in Several Dimensions
like 12 APs in total by the end of senior year; I have taken the most rigorous courses available + courses at college
Awards:
AIME Qualifier (missed the USAMO cutoff by one AIME question's worth of index points, oops), HMMT/PUMaC awards
President's Volunteer Service Award, Gold (by the end of senior year, I should have lifetime ~650-675 volunteer hours): 3-time winner, 10th, 11th, and (expected) 12th
AP Scholar (I don't remember which though I have it on my application, but based on the scores I have, you can figure it out if you need to), Commended PSAT Scholar
UNSCO Qualifier, USAPhO Qualifier, USACO Silver
Regeneron Semifinalist, Scholastic Silver Writing Award (this was like 2-3 years ago, I don't remember much about it)
Essays:
they're actually coming on really good so far, not done writing though
Letters of Recommendations: my multi/diffeq teacher (really epic), my physics 1/c teacher (pretty good), my counselor (really good); additionally, I'm considering getting one from my principal (he first set me up to take the college math courses because he's an adjunct professor at the university I took courses at, so it should be cool), and a Princeton dude (see below for more explanation; he also used to mentor me before I started doing research)
Extracurriculars/Leadership Roles:
Science Olympiad (have won state medals before), Math Team (treasuresecretary 12th, top scorer in county-wide mathematics tournaments), Coding/CS Club (treasurer 11th, vice president 12th), National Honor Society, DECA (have qualified for the national-level competition, ICDC), did Model UN (but stopped after 10th, so probably won't put this on)
treasurer of our school's science research program from 2018 (personally offered this position by the director of the program) to when I graduate from high school in 2021
information technologist for a science education nonprofit
formerly unpaid teacher assistant (now paid 'intern'; my position got renamed because I've started doing more than just TAing) at a weekend mathematics enrichment program I used to attend when I was younger; I just set up and now own/manage the program's Discord as well as helped implement a grading system for the students on Google Classroom during the transition from real-life classes to online, Zoom classes due to COVID-19
CTO of a startup digital advertising business I co-founded with my friend (I personally made just under $15,000 so far, but the business's net worth is about $40,000)
in July 2018, I attended a summer program that related to computer science, electrical engineering, and informatics; we learned several skills such as programming Python (including NumPy, Matplotlib, and Pandas) in the context of physical engineering concepts and the Raspberry Pi; I engineering a program comparable to the widespread arcade game “Wheel of Fortune”
hospital volunteer (transporter, a large source of my volunteer hours)
Bitcoin/general cryptocurrency trademiner, I've set up several ASIC miners and studied their stock trends to optimize the amount of money I make from them, although I put a hold on this activity when crypto started dying again
10-year piano player (stopped in 9th grade though, but I went to state-level festivals and got perfect scores on my performances), 5-year viola player (planning to qualify for the state festival this year), JV Tennis (memes), 7-year soccer player (stopped after 9th grade, though)
also I'm probably not gonna put this on my application, but out of enjoyment, my friend and I conducted a satire analysis on our in-class chemistry performance through research, usage of spreadsheet/database applications, and Python’s machine learning modules; essentially, we collaborated on our mutual objective for his project in that we sought to “predict” when our grades would drastically fall, and a psychological explanation as to why we, somewhat academically-oriented students, tend to make the most drastic shortcomings when it comes to in-class performance ( used long short-term memory in the structures of recurrent neural networks which served as a model for Keras, a Python deep learning API, to make a grade prediction based on learning the ups and downs of our previous grades)
not sure if this counts for anything, but in May of 2012, in a Nassau County-based competition that I took against high schoolers double my age at the time, I won first place for the highest amount of problems correct so that's pretty cool I guess
finally, I've done over-the-summer online research under the guidance of a postdoctoral researcher in mathematics I got the contact of during a visit to Princeton University (did his doctoral thesis under the mentoring of Terence Tao, a world-renowned Fields Medal recipient)
Other life circumstances:
recovering narcotics addict (I had an injury while playing soccer in the spring of 9th grade and got hooked for a year after I didn't need them anymore), violent/alcohol-ridden home situation; I've had some issues with mental health in 9th and early 10th grade but I think I'm doing better now yay

I really wanna make it into some kind of Ivy/T20 kinda school, but I'm open to any suggestions as to where I stand in college admissions. Also, because I took all those college math courses, I got permission from the undergraduate director of mathematics to transfer those into credits for a bachelor's degree at that state school, so I can graduate two years early (2023 instead of 2025) if I get accepted and enroll there as a full-time student.
I'd really appreciate any help! Thanks!
submitted by mesmore to chanceme [link] [comments]

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Machine Learning Topics - Step by Step approach Tutorial: How to Predict Bitcoin Price with Machine Learning Machine Learning Intro to Course Bitcoin Price Prediction Using Machine Learning And Python Bitcoin Price Prediction In 10 Minutes Using Machine Learning

We're going to get really deep into Bitcoin in the next three classes. But this is to give some foundational bits of money and ledgers and central banking and technology. And then, of course, I always like to finish the class talking a little bit about why we're doing what we're doing between now and then. Even though the readings are required ... Bitcoin price and all cryptos can be predicted with 0.56 AUC plus, both longer term and short term. from sklearn.linear_model import Ridge Made me a millionaire in less than 6 months. Generous donation to scikit-learn project upcoming. Bitcoin so ineffective, non-competitive, and new compared to stock market (which also can be beaten with maths). Unsupervised machine learning. If you are looking for a course where you learn to develop and original trading idea for bitcoin (Applicable to Litcoin and Ethereum), this is your course. Disclaimer. This course is for educational purpose and does not constitute trading or investment advice. All content, teaching material and codes are presented ... Bitcoin/blockchain and Cryptocurrency technologies course and online training ... Like at the beginning of the course I was not at all aware of AI, ML, and all but after completion of this course,I was filled with a bounty of knowledge. Specifically, if I say about the class conductance and the way so it was awesome like to study online with such highly qualified teachers was an amazing ... Bitcoin and blockchain, the universal ledger where bitcoin transactions are recorded, are leading the cryptocurrency revolution. This course covers the mathematical, computational, and economic foundations of blockchain, and exposes students to the societal and legal implications of a decentralized monetary system based on consensus. Students learn what bitcoins are, why it is possible to make ...

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Machine Learning Topics - Step by Step approach

Crypto-ML is pleased to announce the release of an enhanced Bitcoin Auto-ML machine-learning model. One of the key advantages to machine-learning based tradi... Can you predict the Bitcoin Price with Machine Learning? It seems like it's possible! Using an LSTM algorithm, I showcase how you can use machine learning to predict prices of cryptocurrencies. Bitcoin Price Prediction Using Machine Learning And Python Please Subscribe ! ⭐Please Subscribe !⭐ ⭐Support the channel and/or get the code by becoming a sup... This video is part of an online course, Intro to Machine Learning. Check out the course here: https://www.udacity.com/course/ud120. This course was designed ... We Start The Beta Test for Machine Learning For Bitcoin to predict the future of Movement Long or short

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