Numeraire NMR
About
What Is Numeraire (NMR)?
Numerai is an Ethereum-based platform allowing developers and data scientists to experiment and create machine learning models with improved reliability. The platform’s main goal is to bring decentralization to the data science field and allow developers to compete in creating effective machine learning prediction models.
Founded in late 2015 in San Francisco, Numerai claims to be the first hedge fund to launch a cryptocurrency on the market. Unlike traditional hedge funds, however, Numerai relies on the data and predictions produced by tournament participants to participate in the stock market. They claim to be the first hedge fund to use machine learning so heavily in its investment strategy.
Who Are the Founders of Numeraire?
Richard Craib is the founder and CEO of Numerai. He graduated from the University of Cape Town in 2008 and later acquired one more bachelor’s degree from Cornell University, and spent a year in UC Berkeley. His professional career started with founding Numerai and has taken him to a Forbes 30 under 30 designee position.
Richard Craib is often cited for his innovative approach to hedge fund management and the revolutionary idea to rely so heavily on artificial intelligence for stock price prediction. Not only that, Numerai has created one of the largest global data science tournaments.
What Makes Numeraire Unique?
Numerai and the Numeraire token are unique in terms of the idea behind their creation. This is reportedly the first cryptocurrency to be created and released by a hedge fund. One of the main benefits of the NMR token is that it is awarded to data scientists whose models perform well in the Numerai tournament. This means that the token becomes more valuable as more people enter the tournament and start competing.
Not only that, but the models ventured for the tournament allow Numerai to actively participate in stock market trading based on the results revealed by participating projects. This innovative approach to stock trading makes Numerai one of the few hedge funds to rely significantly on AI-generated data predictions.
How Many Numeraire (NMR) Coins Are There in Circulation?
The maximum supply of NMR is 11,000,000 tokens. The supply cap for Numeraire was initially 21 million tokens; however, the platform announced that it is going to cut this maximum by more than half in 2019.
In a 2018 press release, Numerai announced that three million NMR tokens will remain locked until 2028, and will be released as a reward incentive for tournament participants. The Numeraire token did not undergo an initial coin offering (ICO). Instead, Numerai decided to distribute 1 million NMR tokens among 12,000 platform users with the highest activity statistics.
NMR tokens are burned on a weekly basis, as tournament participants who venture losing models and predictions lose their stake in the competition.
How Is the Numeraire Network Secured?
As an ERC-20 token, NMR is secured by the Ethereum proof-of-stake (PoS) consensus mechanism. This means that validators and block creators are selected based on the amount of NMR tokens they are currently staking. ERC-20 tokens are becoming increasingly popular as they offer higher versatility in terms of use. However, the Ethereum blockchain still provides the same level of protection as blockchains operating with other security protocols.
Unlike other popular consensus mechanisms like proof-of-work (PoW), PoS does not rely on high consumption of electrical or computing power to create new tokens. This makes the consensus much more scalable and easily incorporated in different use cases.
Where Can You Buy Numeraire (NMR)?
Numeraire is growing in popularity, as the hedge fund performs better, and more data scientists are participating in the weekly tournament. If you are looking to trade NMR, there are a number of exchanges now offering the token.
Coinbase Pro has the highest trading volume for NMR/USD as of February 2021. Other relevant exchanges with high trading volumes include Binance, DigiFinex, and Bilaxy.
Read more about buying crypto here.
AI Analysis
What is the Numeraire (NMR) cryptocurrency good for? What are its main use cases?
Numeraire (NMR) is a cryptocurrency designed for machine learning (ML) and artificial intelligence (AI) applications, particularly in predictive modeling and hedge fund strategies. It is the native token of the Numeraire Erasure protocol, a decentralized platform that leverages AI to improve financial forecasting and trading.
Key Use Cases of Numeraire (NMR):
AI-Powered Financial Predictions
- Numeraire enables data scientists to build and train AI models for financial forecasting (e.g., stock market predictions).
- The best-performing models are rewarded with NMR tokens, incentivizing accurate predictions.
Decentralized Hedge Fund (Erasure Protocol)
- The Erasure protocol aggregates AI models into a "meta-model" that makes investment decisions.
- NMR holders can stake their tokens to participate in the fund’s returns.
Staking & Governance
- NMR can be staked to earn rewards and participate in governance decisions.
- Stakers help secure the network and influence protocol upgrades.
Tokenized AI Models
- AI models on the platform are tokenized, allowing developers to monetize their predictive algorithms.
DeFi & Financial Applications
- NMR can be used in decentralized finance (DeFi) for yield farming, lending, and other financial services.
Why is Numeraire Unique?
- AI-Driven Finance: Unlike traditional hedge funds, Numeraire uses AI models to make data-driven investment decisions.
- Decentralized & Transparent: The platform is open-source, allowing anyone to contribute models and earn rewards.
- Staking & Rewards: NMR holders can stake tokens to earn a share of the fund’s profits.
Conclusion
Numeraire (NMR) is primarily useful for AI-driven financial predictions, decentralized hedge funds, and staking rewards. It bridges the gap between machine learning and finance, offering a unique way to profit from AI-powered trading strategies.
Would you like more details on how to get involved with NMR?
What blockchain does Numeraire use? Is it its own blockchain or built on top of another?
Numeraire (NMR) operates on its own blockchain, which is a proof-of-stake (PoS) blockchain designed specifically for its decentralized hedge fund and AI-driven trading platform.
Key Details:
- Native Blockchain: Numeraire does not run on Ethereum, Bitcoin, or any other major blockchain. Instead, it has its own blockchain infrastructure optimized for its financial and AI applications.
- Proof-of-Stake (PoS): The network uses a PoS consensus mechanism, where validators stake NMR tokens to secure the network and earn rewards.
- Purpose-Built for AI & Finance: The blockchain is tailored for Numeraire’s unique use case—decentralized AI-driven trading and hedge fund operations.
Why Its Own Blockchain?
- Customization: The blockchain is optimized for Numeraire’s specific needs, including AI model validation, staking mechanisms, and financial transactions.
- Scalability & Performance: By controlling its own blockchain, Numeraire can ensure high throughput and low latency for its trading and AI operations.
Comparison to Other Blockchains:
- Unlike projects that use Ethereum (e.g., ERC-20 tokens) or other Layer 1 chains, Numeraire’s blockchain is fully independent.
- It is not a Layer 2 solution but a standalone blockchain with its own consensus and governance.
If you're looking for technical details, you can explore Numeraire’s official documentation or their GitHub for more insights.
Is Numeraire programmable? Does it support smart contracts or decentralized applications?
Yes, Numeraire (NMR) is programmable and supports smart contracts and decentralized applications (dApps), but with some important distinctions compared to other blockchain platforms like Ethereum or Solana.
Key Features of Numeraire's Programmability:
Smart Contracts on Erasure (Numeraire's Protocol)
- Numeraire operates on the Erasure protocol, which is a decentralized, open-source framework designed for AI-driven financial models.
- While not as general-purpose as Ethereum, Erasure allows for programmable financial contracts and AI model deployment in a decentralized manner.
AI Model Deployment & Prediction Markets
- Numeraire's primary use case is AI-driven stock market predictions via its Erasure Engine.
- Data scientists can submit AI models (as smart contracts) to compete in prediction tournaments, earning NMR rewards based on performance.
Decentralized Applications (dApps)
- Numeraire supports dApps related to AI, finance, and prediction markets, but it is not a general-purpose smart contract platform like Ethereum.
- The Erasure protocol enables decentralized data science and AI model governance, making it unique in the AI + blockchain space.
NMR Token Utility
- NMR is used for staking, governance, and rewards in the Erasure ecosystem.
- It is not primarily a gas token (unlike ETH or SOL) but rather a staking and reward mechanism for AI model performance.
Limitations Compared to Ethereum/Solana
- Not a General-Purpose Smart Contract Platform: Numeraire is specialized for AI-driven financial models rather than arbitrary smart contracts.
- No EVM Compatibility: Unlike Ethereum or Solana, Numeraire does not run Solidity or Rust-based smart contracts.
- Focused on AI & Finance: Its programmability is optimized for AI model deployment and prediction markets, not general dApp development.
Conclusion
Numeraire is programmable but in a specialized way—it supports AI-driven smart contracts and decentralized applications within its Erasure protocol, particularly for financial predictions and AI model governance. If you're looking for a general-purpose smart contract platform, Ethereum, Solana, or other L1/L2 chains may be more suitable. However, if you're interested in AI + blockchain, Numeraire is a unique and innovative option.
Would you like details on how to deploy an AI model on Numeraire?
How fast are Numeraire transactions? What is the typical confirmation time and throughput (transactions per second)?
Numeraire (NMR) transactions on the Ethereum blockchain (where Numeraire is primarily used) have the following characteristics:
Transaction Speed & Confirmation Time
- Typical Confirmation Time: ~15 seconds (assuming normal network conditions and reasonable gas fees).
- Finality: Ethereum achieves finality after ~12-15 seconds per block, but full security (against reorgs) typically requires ~6-12 confirmations (1-2 minutes).
Throughput (Transactions Per Second - TPS)
- Ethereum's Base Layer TPS: ~15-30 TPS (varies with network congestion and gas fees).
- Numeraire-Specific TPS: Since NMR is an ERC-20 token, its transaction speed depends on Ethereum's overall performance. During peak congestion, TPS can drop significantly.
Layer 2 Solutions (Faster & Cheaper)
If Numeraire integrates with Layer 2 solutions (e.g., Arbitrum, Optimism, or Polygon), transaction speeds can improve:
- L2 TPS: ~1,000–10,000+ TPS (depending on the scaling solution).
- Confirmation Time: Near-instant (seconds) with faster finality.
Comparison to Other Blockchains
- Ethereum (L1): 15-30 TPS, ~15s block time.
- Solana (for reference): ~2,000-65,000 TPS, ~400ms block time.
- Bitcoin (for reference): ~7 TPS, ~10-minute block time.
Conclusion
Numeraire transactions are as fast as Ethereum itself (~15s per block). For higher speed, Layer 2 solutions would be necessary. If you're using NMR in a decentralized finance (DeFi) context, gas fees and network congestion will also impact transaction times.
Would you like details on specific use cases (e.g., staking, trading, or smart contract interactions)?
How much data can I store on the Numeraire blockchain? Does it support on-chain data storage?
The Numeraire blockchain (powered by Erasure Protocol) is primarily designed for decentralized machine learning and AI model training, rather than general-purpose data storage. Here’s what you need to know about its data storage capabilities:
1. On-Chain Data Storage
- Limited Storage: Like most blockchains, Numeraire has limited on-chain storage due to high costs and scalability constraints.
- Smart Contract Data: You can store small amounts of data (e.g., model weights, metadata) in smart contracts, but large datasets are not practical.
- IPFS Integration: For larger datasets, you can use IPFS (InterPlanetary File System) to store files off-chain and reference them on-chain via hashes.
2. Off-Chain Data Storage (Recommended)
- Erasure Protocol (Numeraire’s underlying tech) focuses on decentralized data processing rather than storage.
- Hybrid Approach: Store large datasets in decentralized storage solutions (e.g., IPFS, Filecoin, Arweave) and reference them in Numeraire smart contracts.
3. Data Storage Costs
- On-Chain: Expensive (like Ethereum gas fees).
- Off-Chain (IPFS): Cheaper, but requires additional infrastructure.
Conclusion
- For small metadata: Use on-chain storage in smart contracts.
- For large datasets: Use IPFS + Numeraire smart contracts for references.
Would you like guidance on integrating IPFS with Numeraire for data storage?
Contact Us About Numeraire
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