NeuralLead is not a product or a service, but is mainly a community made up of enthusiasts, developers, and researchers in the scientific field. It was founded in 2019 by SimonJRiddix, a company made up of researchers and developers who work in the field of neuroscience. The goal of NeuralLead is to advance and disseminate neuroscience research and work to safeguard sentient life forms, possible and existing.

Community

• NeuralLead has no economic return objectives and does not aim to maximize capital.
• Every registered user automatically becomes part of the community, enjoying all available benefits.

No, SimonJRiddix's developers and researchers require funds to operate in this vast and fascinating field; furthermore, the management of hardware and software requires expenses, so generating revenue is necessary. Every software, including NeuralLead core and NeuralLead Maker, is 100% free. Only dedicated and specific services that may or may not be activated from the cloud, such as renting remote hardware, require payment.

The founder of SimonJRiddix spent several years researching ethical, social, and environmental aspects before deciding to start the NeuralLead project and determining how it should be distributed. He decided to limit the distribution of certain parts of the program to make decompilation of the distributed software less efficient. SimonJRiddix is always willing to change his mind about publishing the source code in full, but only after careful analysis of the actual use of NeuralLead technology by society.

Open source

• NeuralLead Coin
• AiOS
• Serena API
• Serena Reasoning Builder

Closed source (Now)

• NeuralLead Core
• NeuralLead Maker

There are several ways to earn money with NeuralLead.

• Referrals: advertise NeuralLead and earn a percentage for each paying subscriber. Our confirmation is required to register for this service.
• Rent My Machine: keep your computer on 24/7 and get paid by those who need to borrow your computing power.

Where to start to rent machine?

The first thing to do is sign up to the neurallead.com cloud and go to the Machines page to download the program which must remain on 24 hours a day 7/7 days. If the computer disconnects for more than 10 minutes you are penalized and the machine disconnected it will no longer be able to accept new processing for 2 hours

How do you know whether the hardware is suitable? First of all with Teraflops (the unit of measurement of the performance of hardware such as a CPU or GPU, they identify the amount of calculations that the hardware is able to carry out in seconds, the higher the TeraFlop value and the more efficient the hardware is, the gains will be greater and faster. Neurallead uses TeraFlops Float 32). Secondly, sharing and delegation. A user can have multiple hardware to generate Teraflops of data, multiple machines. Infinite machines, processors or video cards can be connected to the same account, the more devices connected the greater the income. So equip yourself with powerful video cards and start earning

Earnings are before compensation and are issued in NLEAD. Below you will find an explanatory table with all the earnings based on the amount of data produced. The maintenance and power costs of the hardware used are the responsibility of the user and must be deducted from the compensation indicated in the table

All we can do is wish you good work, and welcome dear Neuralleadians

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• DataMining: Another method of earning is DataMining, unlike Rent My Machine, with DataMining the earnings are constant. The world of AI needs data, a lot of data to properly train a neural network.

  - How does DataMining work?

  The neurallead cloud has data that needs to be validated before being used. Your GPU connected to NeuralLead validates the data along with many other GPUs. If the data processed by your GPU is valid, you are rewarded up to 1209.6 NLEAD per day.

  - How do I earn with DataMining?

  Every day 1209.6 NLEAD are distributed based on the percentage of your data validated and counter-validated by the server.
  Let's take an example: If your GPU validates 5000 data in a day and on the same day 40000 data were validated by all users, your earnings percentage will be 12.5%, which is 151.2 NLEAD.

  - Can I connect with multiple GPUs and PCs simultaneously?

  Sure! As many as you want.

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• I'm a Maker: create DataSets, Plugins and Reasoning for Serena to be offered for free or for sale on our cloud; you will earn a percentage for each user who purchases your creations.

DataSets are essential elements for the world of machine learning & AI; without DataSets, it is not possible to train a neural network, and without training, the neural network is not capable of doing "anything."

DataSets are provided to the neural network during training and can be graphical (images or videos), auditory, textual, sensor data like temperature, or executable programs...

NeuralLead Maker gives you the opportunity to create your own DataSets in ultra-short times, thanks to its integrated or downloaded plugins. You can also publish your DataSets in the NeuralLead cloud in three forms:

• Private, no one can see them except those who have access to your neural lead profile (Email & Password)
• Public for free, you can upload your data to the cloud, and anyone with access to the platform can download them for free

• Public for a fee, this way you can publish all your data and make them available to the community for a predetermined amount set by you, with an amount equal to or greater than $2 or 202.12 NLEAD.

  NeuralLead will retain 30% of the amount you set for every download of your DataSet.

YOU CANNOT UPLOAD PORNOGRAPHIC MATERIAL IN THE FORM OF ENCODED OR RAW IMAGES AND VIDEOS.

YOU CAN UPLOAD PORNOGRAPHIC MATERIAL IN ALL OTHER FORMS THAT ARE NOT ENCODED OR RAW IMAGES AND VIDEOS.

So, you can upload pornography as text or audio.

You can upload malware in any form, provided that at the beginning of the DataSet title text, it is written in uppercase MALWARE in the English language.

The rights to your DataSets uploaded to the platform belong entirely to you. Every responsibility, including legal responsibility, belongs entirely to the person who uploaded the DataSet and its author(s).

The least related to the platform are:

• Freelancing services: these are external services not connected in any way to NeuralLead or SimonJRiddix and allow you to get in touch with clients who require occasional services for small or large projects that require one or more developers.

Freelancing services can be highly competitive, so before pursuing this path, we recommend increasing your skills in the AI & ML sector, and especially with NeuralLead.

The methods of earning with the currency are different, and we will list those recommended by us, which are more stable and have minimal or no losses.

WARNING SCAM: there are many people (and groups) outside the community who exploit your need to earn, promising easy and quick returns or playing on your fears. When these situations occur and you encounter such behavior, stop, be wary, and educate yourself. Consult a financial expert, do internet research, or in more extreme cases explain the situation to Ai and ask explicitly if you are being scammed in this scenario. Also avoid downloading unknown applications or those provided by strangers, always check the website from which you are downloading and the sender's information. Furthermore, if someone claims to be a member of neurallead or simonjriddix and you receive communication from an unknown source, stop, seek information on this site or alternatively contact us here on neurallead (support area), asking Serena through social media or email. We always contact via email, including your identification details provided by you, such as first and last name... If you receive an email without these details or with incorrect information, stop and check.

Methods of earning recommended by Us

• PoS Hot Staking: Invest your neurallead coins, leaving your wallet open with the staking function enabled. Every x days you will be rewarded, based on the coins available in your wallet.
  Both small, medium, and large investors can participate. The losses are nil.
• PoS Cold Staking: Invest your neurallead coins in the same way as Hot Staking, but with the only difference being that someone else (a delegate) will keep the wallet open for you, taking a 7% commission on your earnings.
  Both small, medium, and large investors can participate. The losses are nil.
• AirDrop: Stay updated and follow our socials, and you might receive NLEAD coins.
  Anyone can invest. The losses are nil.
• DataMining: Connect your GPU to the NeuralLead Cloud and be rewarded in NeuralLead Coin for each data mined.
  Anyone with compatible hardware can invest. Losses depend on the maintenance cost of your hardware and software.
• Trading: Buy and sell neurallead Coin and trade them on the exchange market, speculating in the stock market to create a profit.
  Anyone with any initial capital that covers the transaction costs of the exchanges can invest. WARNING: This method has a good level of risk of losing funds, which increases exponentially if the person speculating is not educated and knowledgeable in the field. If you do not work and are unfamiliar with Finance, absolutely avoid this method as a source of income because without knowledge in this field, what you are doing is very similar to gambling. Instead, use exchanges to convert coins to your needed currency, but not for stock market speculation.

NeuralLead aims to simplify the creation and training of neural networks as much as possible. Thanks to this, we constantly update our tools to make them as user-friendly as possible, while simultaneously enriching them to provide the most advanced and complex features for experts.

NeuralLead Core & Maker

• Documentation
• Tutorials
• Videos
• Interactive games
• Download from NeuralLead Cloud

Serena

• Documentation
• Tutorials
• Videos

Serena Reasoning Builder

• Documentation
• Tutorials
• Videos
• Download from NeuralLead Cloud

Each learning method is different and varies from person to person. We recommend taking a look at all learning methods and choosing the ones that are most comfortable for you.

Neurallead Maker is the visual editor for creating and training custom neural networks without writing a line of code.

Download from NeuralLead Cloud

We could talk about how processor performance continuously increases by 21% each month, or how RAM usage is lower compared to other solutions, but that's all documented in NeuralLead's documentation. Instead, let's talk about how NeuralLead is optimized, because unlike other frameworks, NeuralLead focuses on and concentrates on the devices it runs on.

What does that mean?

Generally, when software is downloaded, it's compiled once in a generic way so that it can be run on multiple devices without fully utilizing the architecture it runs on. As a result, the performance of generic software is underutilized on an architecture and can have a drastic drop in performance when run on another architecture. NeuralLead does not follow this logic.

How does NeuralLead fully utilize the architecture?

When you create a neural network, an Articial Intelligence, or an Machine Learning model, NeuralLead Maker is constantly connected to our cloud systems, exchanging information about the hardware you are using to create or train the neural network.

Every time your neural network is created or trained, NeuralLead Maker asks our cloud systems to recompile all the necessary software to adapt it to the hardware you're using, so that we can choose the optimal configuration from billions of possible options to fully utilize your hardware, completely automatically and without you needing to know the technical details of your hardware and operating system.

Can you give me a technical example?

Sure, let's imagine that a user has an old Intel Core processor, which has 2 internal cores.

This means that if you used multithreading, you would execute 2 neurons at a time (neurons x cores), but the cloud chooses to recompile NeuralLead's base software, ignoring multithreading to use AVX/SSE2 instructions, so that the simulation can execute 4 neurons simultaneously instead of 2.

This process applies to every architecture, hardware, and operating system, whether it's an AMD/Intel processor, an NVidia/ATI graphics card, a Raspberry Pi, or a supercomputer cluster distributed with multiple interconnected hardware. Furthermore, the process also extends to the operating system, whether it's Linux, Windows, Mac OS X... without you needing to know the details of your hardware.

So do I need to keep NeuralLead connected to the cloud service all the time?

No, this process is only executed when creating and training the neural network, so when using NeuralLead Maker. Once you have created and trained your neural network, you only need to choose on which platforms it will run, and NeuralLead Maker will do a final cloud compilation, and no further connection to our cloud systems is necessary.

Does inference require a cloud connection?

No, as mentioned earlier, cloud compilation is only necessary during the creation and training of your neural network. So once you have distributed your neural network, our cloud compilation service will not be used in any way.

But how much does it cost me?

Nothing, enjoy it for free, in fact, get creative and let NeuralLead Maker recommend hardware combinations to get the most out of it.

Other advantages?

With Neurallead, it's possible to run second-generation neural models (feedforward with ReLu, Sigmoid, SeLu activation functions or RNN, LSTM...) and third-generation models ( Spike Neural Network : Izhikevich 4/9 parameters, Leaky Integrated Fire, Hodgkin-Huxley ) separately or together, meaning in the same neural network to get the best of both worlds.

Additionally, it's possible to create different neural networks and simulate them in a single brain. In fact, the human brain is a collection of neural networks with different connections between areas, forming a single brain capable of different intelligences.

Another advantage is to execute your neural network on different distributed computers to increase performance. Therefore, you can create your neural network with NeuralLead Maker on Windows and simultaneously train it on a Linux computer equipped with video cards.

Interesting! Any other advantages?

Usually, other neural network frameworks and libraries use arithmetic operations on matrices and vectors, creating a level of abstraction of the functioning of neurons and groups of neurons that leads to an advantage in terms of performance, while NeuralLead does not.

In fact, NeuralLead uses dynamics of operations between neurons and synapses much more similar to the biological functioning of natural neural networks. Furthermore, this difference also allows greater flexibility during the predisposition and connection between neurons, as with NeuralLead, you can connect neurons and groups of neurons in any way you want, without any limitations.

We try to be as inspired as possible by nature, obtaining unique training practices. In fact, NeuralLead does not only focus on neurons and synapses but is inspired by many other cells that are in our brain, such as glial cells, including astrocytes, oligodendrocytes, radial glia, Schwann cells, which allow, for example, the creation or elimination of synapses and neurons during training, allowing a much cleaner and more efficient neural network.

Inspiration from nature is high since NeuralLead allows the simulation of neurotransmitters, chemical substances in the brain that allow altered message transmission between neurons.
Do you remember when you were happy, in love, or angry? Emotions largely depend on the amount of neurotransmitter transmission in the brain.

Imagine the possibilities you can give to your creations! In fact, drugs and many mental health medications are chemical substances that alter the traditional functioning of neurotransmitters. If you work in scientific research, with NeuralLead, in addition to simulating neurotransmitters, you can also create virtual drugs useful for the functioning of your neural networks or for scientific and medical research in the study of the brain, reducing the use of animal subjects in the laboratory.

If you are a software and hardware developer or a researcher in the field of biology, you will understand the potential of NeuralLead!

Serena is our intelligent communication system; it would not be correct to define it merely as an LLM (Large Language Model).

Serena sees, hears, listens, speaks, and is a valuable support for anyone.

How do I communicate with Serena?

• Internet Browser through our NeuralLead Cloud.
• With any application that can connect through the Serena API
• For more advanced tasks: together with Reasoning Builder, without writing a line of code

Serena's APIs are free through NeuralLead Cloud. Digital payments are required when exceeding high quotas, which are hard to reach for many users.

Currently, the use of Serena is available only with an internet connection through our Cloud.

If you communicate directly with Serena, you'll find few differences compared to any other LLM; it is a valid aid for all generic tasks.
Serena has a capability that no other Ai on the market (as of August 2024) possesses, namely the ability to Reason!
Just like humans, it can stop and direct thought in a schematic and organized way, with the goal of achieving a specific objective. This functionality of Serena is called Serena Reasoning.

The reasoning ability in Serena can be adapted, built, downloaded, shared, or self-induced.
Serena Reasoning Builder is the graphical tool that allows you to construct or modify Serena's reasoning to adapt it to your goals, whether in your business, your private life, or your hobbies.
Building or adapting reasoning is simple: understand the basics of reasoning by reading the documentation (or video tutorial), download the program, and without writing a line of code, you have adapted Serena's reasoning capability.

Serena can also follow its own self-induced reasoning flows; currently, this functionality is disabled until the completion of testing and evaluation of reports.

Some practical examples

• The baker who needs to manage supplier orders, handle the ingredients to be ordered, calculate the costs and necessary ingredients for the next shop purchase.
• The journalist who needs to verify the sources of received information and assess the information.
• Those working in Finance who can automate some stock market mechanisms, such as market evaluation or certain parameters before undertaking an operation, which Serena may or may not take independently.
• The Freelancer, who spends time every day talking with clients and evaluating projects, instead of focusing all their time on their own work.

Browse plugins

Serena can be connected to over 1 million applications and websites

Common methods of connection

• API Services: web or local, you can connect it to Amazon, Facebook, Twitter, WhatsApp, Excel...
• You can export the reasoning into a library (.dll) to incorporate, for example, into TradingView or your own sources
• NuGet Store: a huge number of downloadable features that allow you to extend Serena's reasoning or connect it to external applications like Amazon's nuget, or to a local/remote MySQL database
• If you are a software developer and love coding: You can use the REST APIs or incorporate the dll through C#, or in other languages like C++ or Python through the Mono Project

Serena, if you wish, can use information about your business or personal information, such as appointments, to enhance its reasoning.

Indeed, thanks to NeuralLead Cloud, you can use tools for generating or reading Word or text documents, spreadsheets, databases, and PDFs.

These data are reserved for private use, meaning that anything you upload cannot be seen by other users, but can only be accessed by you through credentials or by the Serena you have reconfigured.
The Reasoning Builder, for example, can create a private database to store all the orders from your pizzeria, so Serena can advise you on how much flour to buy next time.

Serena does not need to be trained on new information; it uses it directly!

The application for creating reasonings for Serena is completely free.

The only costs are related to the cloud service and not to the Serena Reasoning Builder application itself. For example, if you upload more than 100 GB of database, there could be a cost.

We have been working in research and development for many years and understand how important financial and equipment investments are.

NeuralLead coin was created to support all research and development entities, both directly and indirectly related to the fields of natural and artificial neuroscience.

There are many activities and individuals who need funds to start or complete development and research, and the neurallead coin meets this need.

Every 18 months, 3 candidates are selected, nominated by us or through self-application, who can concretely support the medical and computer science sectors of neuroscience.

At the end of the 18 months, the funds available in the R&D wallet (with address nJHgvg87ffgjhb878tgh89uyfg) are distributed, in part or in full, to the 3 selected projects, after a careful analysis of the necessary costs that the project requires.

Anyone can apply, following the instructions through the dedicated page on the NeuralLead Cloud platform

• If you need to complete research in the field of Alzheimer's and need two more Real-Time PCR machines? Apply.
• If you have a new Ai LLM model that can process 2 million tokens using only 2k synapses and need funding to complete the project? Apply.

Modern WhitePaper PDF

NeuralLead coin is the first currency in the world to incorporate AI, or more specifically neural networks, within the operational mechanisms of the blockchain.

Indeed, all transactions and the creation of blocks are verified and protected by the neural network developed with NeuralLead Core technology, which resides in the deepest part of the NeuralLead Coin blockchain.

Thanks to NeuralLeadQHash, it is possible to generate cryptographic hashes in a secure, fast, and intelligent manner.
The aim is to improve hardware (NLPUs, GPUs & NPUs) and software to make the algorithm increasingly efficient and environmentally sustainable.

Github

In addition to giving space to research, we also give space to development.

Parallel to the support we provide for research, NeuralLead continues to engage in the field of neuroscience, keeping NeuralLead Maker and all applications that support the NeuralLead focus active and improved. In addition to launching new everyday products as described in the Road Map and maintaining active development of the currency.

Everything we have released and will release will also be thanks to the funds in the Development & Marketing wallets.

We have very interesting projects for you too, so stay updated through our socials and sign up on the Cloud platform to receive all updates

RoadMap

This is the organization of the wallets and the division of rewards

• 6% Developers
• 8% R&D (Research & Development)
• 6% DataMining
• 2% Marketing 2.0
• Dynamic % for Dynamic wallet

The dynamic portfolio dynamically redistributes revenues to the other portfolios just mentioned, prioritizing research and development.

WALLET FUNCTIONALITY

• Funds from Developers wallet goes to the SimonJRiddix company & neurallead to develop software & hardware for NeuralLead & NeuralLead coin, such as Android Wallet, iOS wallet, bug fixes in blockchain, NeuralLead hash algo, etc.
• R&D The main goal of the coin, as low as the percentage may seem, is well-planned, in fact, this address has the highest collaborative support. Indeed, if necessary, it can receive funds from the Developers and Marketing wallets, but cannot send funds to the other wallets mentioned here. All this fund goes to Research & Development, we support R&D in the neurobiology field, for this every 18 months we choose up to 3 projects (workers in medical labs, companies, or individuals) to discover and improve the neurobiology field, natural or artificial. In this way, we help medicine to improve and at the same time, we also improve Artificial Intelligence & Artificial Consciousness. NeuralLead can take some from these funds, for new cool projects.
• DataMining All these funds go to DataMining users to pay for the DataMining work. 1% of 6% goes to pay for NeuralLead cloud DataMining servers.
• Marketing 2.0 This Money will be invested in Marketing, exchange listing, advertising, insurance, fidelity with new members....
• AirDrop Coins will be sent occasionally to new and old members to support the growth of the coin. Money received from this address can be resent if there is a subsequent transaction with a value of at least half of the value received from the transaction from the AirDrop address.
• CashBack Address Wallet To maintain uninterrupted operations in NeuralLead Coin’s PoS system, the CashBack Address Wallet is introduced to address potential blockchain stalls that occur when active staking wallets drop below the 1200-block maturity threshold. This wallet remains active and minimally funded, mining blocks continuously during periods of low staking activity. A portion of each PoS mining reward (4%) is allocated to the CashBack Address Wallet to keep it operational. Each block mined by the CashBack Address Wallet redistributes its rewards into five, allocated sequentially to other active staking wallets, prioritizing based on subscription order. Initially managed by NeuralLead’s cloud servers, this reward distribution will be fully decentralized in future, ensuring stability and resilience for NeuralLead Coin’s blockchain.

We have very interesting projects for you too, so stay updated through our socials and sign up on the Cloud platform to receive all updates

The simple method with zero risk of capital loss is Staking.

You just need to download the wallet onto your computer or laptop, deposit a defined amount of neurallead coins, and you will see your wallet continuously grow while simultaneously supporting research and development.

Types of Investors

• Little: 300 NLEAD coins minimum to enable staking
• Medium: 1100 NLEAD coins minimum to enable staking
• Big: 3100 NLEAD coins minimum to enable staking

Return Percentages

• Little: 7%
• Medium: 28%
• Big: 84%

The reward follows the coin's halving.

If coins are removed from the staking wallet, the reward degrades the type of investor, for example from Big to Medium.

If the coins during staking reach the minimum amount for the next class, the new rewards of the next class are automatically activated, for example from Medium to Big.

The coins earned from PoS mining can be moved after 7200 maturity blocks (average 1 month).

After the investor's profit percentage, the remainder is divided with a fixed quota of 21% to the community wallets, while the remaining value automatically goes to AirDrop & Marketing.

Giving an example of Big Investor. With a reward of 60 NLEAD coins, 21% (12.6 coins) go to the NeuralLead community wallets, 4% to CashBack Wallet while the remaining 75%(45 coins) are divided with 62% (27.9 coins) going to the owner of Big Investor and 38% (17.1 coins) going to the "Dynamic" wallet address.
In the case of Cold Staking for Big Investor, the process is identical to Hot Staking except that 7% (1.953 coins) of the 62% goes to the delegate, while the remainder of the 62% (25.947 coins) goes to the ‘Big Investor’.