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Remember when crypto was just about pizza?
In 2010, Laszlo Hanyecz paid 10,000 Bitcoin for two Papa John's pizzas, a transaction now worth over $1 billion. Gut punch aside, crypto enthusiasts celebrate this first real-world integration every 22 May as "Bitcoin Pizza Day."
Back then, the entire crypto ecosystem could fit into a few obscure forums where libertarian idealists and coding cowboys traded digital tokens like baseball cards, convinced they were building the future from their basements. In hindsight, they were.
Fast forward to today, and that scrappy subculture has evolved into something unrecognisable from its meme-driven origins. Nike is dropping NFT sneakers. Major banks hold crypto assets. Entire countries are experimenting with digital currencies. The rebellious energy that once fueled late-night Discord raids and "diamond hands" memes has crystallised into legitimate businesses, governance protocols, and entirely new economic models.
But here's what's fascinating: crypto didn't just grow up by abandoning its roots, it’s matured by doubling down on them. The community-first mentality that built Bitcoin is now reshaping how we think about ownership, identity, and value creation in the digital age.
This isn't a story about crypto going mainstream by becoming boring. It's about a culture that learned to channel its revolutionary spirit into building the infrastructure for tomorrow's economy, while somehow keeping its irreverent soul intact.

From meme coins to maturity: the evolution of crypto culture
Remember the early days of crypto culture, where things were gloriously chaotic? A community united by shared jokes about "HODLing" (born from a drunken misspelling of "hold"), treating every market crash as a buying opportunity, and genuinely believing that traditional finance was destined for the dustbin of history. The culture was equal parts utopian manifesto and internet meme factory.
And it wasn't just rebellious posturing, it was the emergence of genuinely new social norms.
Crypto communities developed their own language (think "WAGMI," "ape in," "moon"), their own heroes (Satoshi's mysterious disappearance became legendary), and their own values centred around decentralisation, permissionless innovation, and radical transparency. Forums like BitcoinTalk and subreddits became digital town squares where code was law and reputation was earned through contribution, not credentials.
But cultures mature through adversity, and crypto has weathered some brutal winters. The 2018 crash wiped out over 80% of the market's value. The 2022 collapse saw major players like FTX implode spectacularly.
Each crisis forced the community to evolve, weeding out pure speculation while strengthening the foundations of legitimate innovation. The survivors weren't just the hodlers; they were the builders who kept shipping code through bear markets.
What emerged from these trials and tribulations was a culture that kept its revolutionary energy but channelled it more strategically.
The meme coins didn't disappear, they just became one flavour in a much richer ecosystem. Fast forward to today, where crypto culture balances its anti-establishment DNA with the practical work of building alternatives to the systems it once merely criticised.
Why the crypto ecosystem is no longer just a subculture
Somewhere between the pizza transactions and the present day, crypto stopped being a niche hobby and became infrastructure. Real estate transactions are settling on blockchain networks. Identity verification happens through decentralised protocols. Entire financial systems run on code that anyone can audit, and no single entity controls.
The rise of Decentralised Autonomous Organisations (DAOs) exemplifies this maturation.
What started as an experimental governance model has evolved into a practical tool for coordinating everything from investment funds to open-source software development. DAOs like Uniswap and Compound manage billions in assets through community governance, hushing the haters and proving that decentralised decision-making can work at scale.
Meanwhile, DeFi has created a parallel financial infrastructure that operates 24/7, serves global users without permission, and offers yields that traditional banks can't match. Creator economies have exploded as artists, musicians, and content creators tokenise their work and build direct relationships with their audiences. These aren't experiments anymore, they're functioning businesses generating real revenue and solving real problems.
Perhaps most tellingly, regulatory frameworks are finally catching up. When governments start creating clear rules for an industry, that's usually a sign it's moved beyond the experimental phase.
The role of Web3 in shaping new digital identities
Let’s shine a light on Web3 - no longer just a “technical upgrade,” but now a fundamental shift in how people relate to their digital lives. For the first time in internet history, users can truly own their online identities, content, and social connections. While, admittedly, it’s still in its early stages, it's still creating new economic opportunities for millions of people.
Gamers are leading the charge in another direction, earning real income through play-to-earn games and trading in-game assets as NFTs. What seems like fun and games is actually a new form of digital labour, with some players in developing countries earning more from virtual economies than traditional jobs provide.
However you feel about Web3, you cannot deny that the cultural shift here is profound: digital activities that were once purely recreational are becoming legitimate career paths.
Investing beyond the hype: what smart money looks like now
Thankfully, the days of throwing money at anything with "coin" in the name are largely over. Today's sophisticated crypto investors approach the space with the same rigour they'd apply to any emerging technology sector, which is to say, a lot more rigour than the early "number go up" mentality.
Modern crypto investing focuses heavily on tokenomics: the economic design of how tokens are created, distributed, and used within their ecosystems. Smart investors analyse token supply schedules, utility functions, governance mechanisms, and community incentive structures. They're looking for projects that create genuine value, not just speculative buzz.
Due diligence now includes evaluating team credentials, technology innovation, product-market fit, and regulatory compliance. The most successful crypto investors today often have backgrounds in traditional venture capital or technology, bringing institutional-grade analysis to a previously amateur-dominated space.
They're backing teams building long-term infrastructure, not chasing the latest meme coin pump.
This maturation has also created new investment categories. There's now a clear distinction between speculative trading, strategic token investments, and equity stakes in crypto companies. Even institutional players like pension funds and endowments are entering the space through regulated products, bringing both capital and credibility.
The cultural shift is striking: crypto conferences now feature more suit-wearing fund managers than hoodie-wearing day traders. But the underlying belief in decentralised systems remains strong - it's just being expressed through more sophisticated financial instruments.
Community, governance, and cultural legitimacy
Consider this: crypto's greatest innovation might not be technical, it might be social.
The ecosystem has pioneered new models of community organisation that traditional institutions are now studying and adopting.
- Discord servers with hundreds of thousands of members coordinate global initiatives.
- GitHub repositories with contributors from every continent build open-source infrastructure.
- Governance tokens give stakeholders direct voting power on protocol decisions.
This community-first approach has proven remarkably resilient. When centralised exchanges fail or regulations threaten specific projects, the decentralised nature of crypto communities allows them to adapt and continue building. The culture's emphasis on transparency, open-source development, and collective ownership creates natural resistance to single points of failure.
Cultural legitimacy has arrived through an unexpected channel: brand adoption. When Nike launches NFT collections, Budweiser buys Ethereum domain names, and H&M experiments with blockchain supply chains, it signals that crypto has moved from counterculture to culture.
These aren't tech companies hedging their bets: they're traditional brands recognising that their customers expect digital ownership options.
So, what's next for crypto culture?
The next wave is already building. Real-world assets (from rental properties to intellectual property) will trade as tokens around the clock. Gen Z, raised on digital scarcity and creator economies, will make crypto-first living the norm.
Challenges remain: regulation, interoperability, and sustainability. But crypto culture thrives on adversity, turning every crisis into an upgrade opportunity.
The culture that started with a Papa John’s purchase has fundamentally rewired how we think about money, ownership, and coordination. This isn't just growing up, it's growing into the foundation of tomorrow's economy.
And somewhere, Laszlo Hanyecz is probably still enjoying pizza, though he's probably paying with dollars these days.

Euro Tether (EURT) is a euro-pegged stablecoin created by Tether Operations Limited, designed to maintain a 1:1 value with the euro. Think of it as the European cousin of the more famous USDT (Tether USD) - it's a digital token that aims to hold steady at one euro per token, making it useful for businesses, or just people who want to use crypto without worrying about wild price swings.
Built primarily on the Ethereum blockchain, EURT was developed to give European users and businesses a stable digital asset that mirrors the euro's value. However, there's an important twist to this story: Tether announced in November 2024 that EURT would be discontinued, with a redemption deadline of 27 November 2025, due to regulatory challenges in Europe and the implementation of the EU's MiCA regulations.
Who created EURT and why?
EURT comes from Tether Operations Limited, the same company behind USDT, which is currently the world's largest stablecoin by market cap, and a major player in the stablecoin space since 2014.
The reasoning behind creating EURT was straightforward: while USDT served dollar-based users well, there was a clear need for a euro-denominated stablecoin. European businesses, traders, and crypto users wanted a way to:
- Hold digital assets without exposure to crypto volatility
- Make fast, borderless payments in euros
- Access decentralised finance (DeFi) applications with euro-based assets
- Trade cryptocurrencies while maintaining euro exposure
Think of it like having a digital euro that could move as quickly as an email, without needing traditional banking infrastructure for every transaction.
How does EURT work?
EURT operates on a relatively simple principle that's common among centralised stablecoins. Here's how the process works:
Minting new EURT: When someone wants to create new EURT tokens, they deposit euros with Tether. In return, Tether mints (creates) an equivalent amount of EURT tokens. It's like exchanging physical euros for digital IOUs that can be used in the crypto world.
Burning EURT: When users want to redeem their EURT for actual euros, they send their tokens back to Tether. The company then "burns" (destroys) those tokens and returns the equivalent euros to the user's bank account.
Maintaining the Peg: Tether claims to hold euro reserves equal to the number of EURT tokens in circulation. This 1:1 backing is what's supposed to keep each EURT worth exactly one euro. If demand increases, more tokens are minted. If demand decreases, tokens are burned.
EURT primarily operates on Ethereum, but it has also been available on other blockchains like Solana and Binance Smart Chain, depending on user demand and technical considerations.
What was EURT used for?
Before its discontinuation announcement, EURT served several practical purposes in the crypto ecosystem:
Trading and avoiding volatility
Traders used EURT as a stable store of value when they wanted to exit volatile crypto positions without converting back to traditional banking systems. It’s like having a safe harbour during crypto storms.
Cross-border payments
EURT enabled fast, relatively cheap international transfers in euros. Instead of using traditional wire transfers, which can take days and incur significant fees, users can send EURT tokens across borders in minutes.
DeFi applications
EURT found a familiar home on DeFi platforms, used for lending, borrowing, and yield farming activities. Users could earn interest on their euro holdings or use EURT as collateral for loans.
Business operations
Some European businesses accepted EURT for payments or used it for treasury management, especially those already comfortable with crypto operations.
Why is EURT being discontinued?
This is where the story takes an interesting turn. On 27 November 2024, Tether announced that EURT would be phased out, with all tokens needing to be redeemed by 27 November 2025.
The primary reason? Europe's Markets in Crypto-Assets (MiCA) regulation, which came into effect in 2024. MiCA requires stablecoin issuers operating in the EU to meet strict compliance standards, including:
- Detailed regulatory reporting
- Specific reserve requirements
- Ongoing supervision by EU authorities
- Substantial compliance infrastructure
For Tether, the cost-benefit analysis didn't add up. EURT had a relatively small market capitalisation of around $27 million at the time of discontinuation, tiny compared to USDT's market cap of over $100 billion. The regulatory compliance costs and operational complexity of meeting MiCA requirements weren't justified by EURT's limited adoption.
It's essentially a business decision: the juice wasn't worth the squeeze for a product that hadn't gained significant market traction.
What's replacing EURT?
Tether isn't completely abandoning the European market. The company has partnered with Quantoz Payments to develop EURQ, a new euro-pegged stablecoin designed from the ground up to comply with MiCA regulations.
EURQ is being built with regulatory compliance as a core feature rather than an afterthought. This means it should be able to operate legally within the European Union's new regulatory framework without the compliance headaches that led to EURT's discontinuation.
However, EURQ is still in development, and there's no confirmed launch date yet. European users looking for euro-denominated stablecoins will need to explore other options in the meantime.
How does EURT compare to other stablecoins?
Understanding EURT's place in the stablecoin landscape helps explain both its purpose and its limitations:
EURT vs USDT (Tether USD)
USDT is EURT's dollar-denominated sibling and is massively more popular. While they work similarly, USDT benefits from the dollar's dominance in global trade and crypto markets. EURT never achieved anywhere near USDT's adoption levels.
EURT vs USDC (USD Coin)
USDC, issued by Circle, is generally considered more transparent and regulated than Tether's offerings. Circle regularly publishes detailed attestations of its reserves. EURT lacked this level of transparency and regulatory clarity.
EURT vs DAI
DAI is a decentralised stablecoin that's not controlled by a single company. While EURT required trusting Tether's reserves and management, DAI is backed by crypto collateral and governed by a decentralised community. However, DAI is primarily dollar-pegged.
EURT vs VNX VEUR
VNX VEUR is another euro-pegged stablecoin that's designed to be MiCA-compliant from the start. Unlike EURT, it was built with European regulations in mind and continues to operate in the EU market.
How to sell or convert EURT (if you still hold it)
If you currently hold EURT tokens, you have until 27 November 2025 to redeem them. A word of warning: try not to wait until the last minute as liquidity for EURT may decrease as the deadline approaches, potentially making it harder to convert at favourable rates.
You can sell or convert EURT on most major platforms.
The bottom line on EURT
Euro Tether represented an interesting experiment in euro-denominated stablecoins, but it ultimately couldn't overcome the challenges of regulatory compliance and limited adoption. However, not all is lost: its discontinuation highlights the growing importance of regulatory clarity in the crypto space, especially in Europe.
For users who relied on EURT, the transition period provides time to move to alternative solutions. The development of EURQ and other MiCA-compliant euro stablecoins suggests that demand for euro-denominated digital assets remains strong - it's just a matter of building products that can thrive in the new regulatory environment.

From Bitcoin’s meteoric rise to the nonstop influx of new blockchain projects, digital currencies have captured the imagination (and wallets) of millions of people around the world. Crypto isn't just disrupting finance - it's rewriting the rules of money.
Unlike stocks or bonds that sleep when markets close, crypto never does. It’s borderless, always on, and untethered to any one country or institution, making it a magnet for those chasing new ways to diversify and bet on the future.
But it’s not all moonshots and memes. Volatility is real. Prices can rocket, or crash, within hours. And with rules still catching up, the landscape remains wild and unpredictable.
Here’s a guide to entering the market in 2025 - everything you need to know (and why it’s important). It’s not all high risk, high reward, so if you’re jumping in, make sure you know what’s going on.
What is cryptocurrency and how does it work?
Think of cryptocurrency as digital money that exists only online. Unlike the dollars in your bank account, which are controlled by banks and governments, cryptocurrencies run on networks of computers around the world.
The blockchain foundation
At its core, digital currency relies on something called blockchain technology. Imagine a ledger book that's copied across thousands of computers worldwide. Every time someone makes a transaction, it gets recorded in this ledger, and all the computers have to agree it's valid.
This system creates trust without needing a central authority like a bank: it's essentially having thousands of witnesses verify every transaction.
Types of cryptocurrency
There are plenty of different types of crypto on the market, each serving different purposes - from payment-focused currencies to utility tokens to memecoins.
Bitcoin (BTC) is the original and most well-known crypto, designed primarily as a decentralised digital alternative to traditional money. It's often referred to as "digital gold" due to its limited supply and store-of-value appeal.
Ethereum (ETH) introduced smart contracts (self-executing agreements), which opened the door to decentralised applications (dapps). This innovation gave rise to other development-focused platforms, like Solana (SOL) or Avalanche (AVAX), which power other smart contract ecosystems.
Then there are stablecoins, such as Tether (USDT) and USD Coin (USDC), which are pegged to fiat currencies like the U.S. dollar. These aim to reduce volatility and are often used for trading, lending, or cross-border transfers.
Utility tokens, like Chainlink (LINK) or Uniswap (UNI), serve specific functions within a platform, such as paying for services or governance participation.
Meanwhile, security tokens represent ownership in real-world assets, like shares in a company or real estate. Examples include tZERO (TZROP), which offers tokenised equity in the tZERO platform, or INX (INX), a regulated token representing equity in the INX digital trading platform. These tokens are typically issued under securities regulations and grant holders rights like dividends or profit-sharing.
Lastly, memecoins (e.g., Dogecoin (DOGE) or Pepe (PEPE)) often start as jokes or community experiments but can gain traction through viral attention.
This is by no means a complete list, but it offers a sizable overview and a great place to start.
Crypto vs stocks
When you buy a stock, you’re purchasing a share of ownership in a company. That ownership may entitle you to dividends (a portion of the company’s profits), voting rights, and access to company reports. These stocks are regulated by financial authorities, like the SEC in the U.S., and the value of a stock typically reflects the company’s performance, market conditions, and investor sentiment.
By contrast, when you buy crypto, you’re acquiring a digital asset - not a stake in a company. Most cryptocurrencies don’t grant ownership rights, dividends, or governance over a legal entity (unless structured as security tokens). Their value is driven by a combination of factors, including:
- Supply and demand: Many coins have a limited supply (like Bitcoin), which can affect price.
- Utility: Tokens may serve a specific function within a blockchain ecosystem, such as paying for network fees, accessing services, or participating in governance.
- Market sentiment and adoption: Speculation, media attention, and global events often play a large role in price fluctuations.
Crypto markets are also 24/7 and borderless, unlike stock markets, which operate during fixed hours and are tied to specific jurisdictions.
Is cryptocurrency a good investment?
This question doesn't have a simple answer: the answer depends on your individual financial situation and risk tolerance. Let’s take a look at some of the potential benefits and risks.
Potential benefits
- Growth potential: Some cryptocurrencies have delivered extraordinary returns over the years
- Decentralisation: Not controlled by any single government or institution
- Accessibility: Markets operate 24/7, and you can start with small amounts
- Portfolio diversification: May behave differently from traditional assets
Significant risks
- Extreme volatility: Prices can dramatically drop in hours/days
- Regulatory uncertainty: Government actions can dramatically impact prices
- Security risks: Hacking, scams, and lost passwords can result in total loss
- Complexity: The technology can be difficult to understand
- Limited track record: Most cryptocurrencies haven't been around long enough to establish long-term patterns
If you're considering crypto as part of your broader financial strategy, it's worth consulting with a qualified advisor who understands digital assets.
Different ways to invest in cryptocurrency
The good news is that you don't have to buy a full Bitcoin to get exposure to the crypto market. Here are several approaches, each with different risk levels and complexity.
Buy crypto directly
This is the most straightforward approach - purchasing actual crypto through a regulated platform. Note that you can buy a fraction of a cryptocurrency, spending what you want instead of committing to buying a whole coin at market value (i.e. you can buy $100 worth of BTC as opposed to $100,000 for a full one).
What you need to buy crypto through Tap:
- Download the app
- Create and verify your account
- Load funds (bank transfer, debit cards accepted)
- Buy your chosen cryptocurrency
You can safely store your crypto in unique wallets created for you within the app. Utilising top security measures and fully regulated, Tap offers peace of mind alongside crypto endeavours.
Crypto ETFs and ETPs
Exchange-traded funds (ETFs) let you invest in crypto through your regular brokerage account, just like buying stocks.
Examples include:
- Bitcoin ETFs (like IBIT, FBTC)
- Ethereum ETFs
- Broad crypto market ETFs
Benefits:
- No need to manage wallets or private keys
- Familiar investment process
- Potential tax advantages
- Professional management
Drawbacks:
- Management fees
- No direct ownership of crypto
- May not perfectly track crypto prices
Crypto-related stocks
You can gain indirect exposure through companies heavily involved in the crypto space.
Examples include:
- Strategy (MSTR): Company that holds significant Bitcoin reserves
- Riot Platforms (RIOT): Bitcoin mining company
These stocks often move with crypto prices but aren't direct replacements for owning crypto.
Blockchain investment funds
Some mutual funds and ETFs focus on companies developing blockchain technology, providing broader exposure to the ecosystem beyond just cryptocurrencies.
Advanced options (futures and options)
Experienced investors might consider crypto futures or options, but these are complex instruments with significant risks and aren't suitable for beginners.
How to choose the right investment strategy
Your approach to crypto should align with your overall financial goals and risk tolerance.
Consider your goals
- Growth seeking: Looking for potentially high returns over time
- Speculation: Short-term trading (highest risk)
- Diversification: Adding a small crypto allocation to a traditional portfolio
- Learning: Starting small to understand the technology
Time horizon matters
Crypto markets can be extremely volatile in the short term. If you might need the money within a few years, the high volatility could be problematic. As with any investment, never risk more than you’re willing to lose.
Risk tolerance check
Some financial commentators say that because crypto can be so volatile, it's often kept as a small part of a larger investment portfolio, usually less than 10%. The right amount for you depends on your goals and how much risk you're comfortable taking.
Diversification within crypto
If you decide to invest in crypto, consider spreading your investment across different types rather than putting everything into one coin.
How to start investing in cryptocurrency: step-by-step
If you've decided to explore crypto investing, here's a systematic approach:
Step 1: Choose your platform
Research different exchanges and brokers. Look for:
- Strong security track record
- Good customer support
- Reasonable fees
- User-friendly interface
- Proper regulatory compliance
For the sake of this guide, we will continue by using Tap as an example.
Step 2: Set up security
- Create and verify your account
- Enable two-factor authentication (2FA)
- Use a strong, unique password
- Consider using a dedicated email for crypto accounts
Step 3: Do your research
Before buying any crypto, understand:
- What problem it aims to solve
- How it works
- Who's behind the project
- Its track record and community
Step 4: Make your first purchase
Some people start by purchasing small amounts as a way to learn about the ecosystem without overcommitting financially. On the note of beginners, well-established cryptocurrencies like Bitcoin or Ethereum tend to receive more attention because of their track record and broader adoption.
Step 5: Monitor and learn
Track your investment's performance, but avoid making decisions based on daily price movements. Use this time to continue learning about the technology and market.
Top mistakes to avoid when investing in crypto
FOMO investing
Fear of missing out can lead to buying at peak prices. Avoid making investment decisions based on hype or social media buzz.
Skipping research
Each crypto is different. Don't assume they're all the same or that past performance predicts future results.
Ignoring security
Using weak passwords, falling for phishing scams, or keeping large amounts on unsecured exchanges can lead to total loss. Be vigilant, check that the platform is regulated.
Misunderstanding costs
Crypto transactions often involve multiple fees - trading fees, network fees, and spread costs. These can add up quickly. Be sure to check the final transaction costs before confirming the trade so that you never get blindsided by hidden fees.
Tax neglect
Cryptocurrency is taxable in most jurisdictions. Be sure to know what the current rules are in your area, or consult a tax advisor who is clued up on cryptocurrencies. Keeping good records from the start is much easier than trying to reconstruct them later.
Is it safe to invest in cryptocurrency?
Safety in cryptocurrency investing involves multiple layers of consideration.
Platform security
Choose exchanges and brokers with strong security track records. Look for:
- Insurance on customer deposits
- Cold storage of customer funds
- Regular security audits
- Transparent communication about security practices
Personal security practices
- Never share your private keys or seed phrases
- Be wary of phishing attempts
- Use reputable wallets and software
- Keep software updated
Regulatory environment
The crypto regulatory landscape is still developing. Changes in government policy can significantly impact prices and accessibility. Stay informed and be aware.
Scam awareness
Be wary of anything that sounds too good to be true. Common cryptocurrency scams include:
- Fake exchanges or wallets
- Ponzi schemes promising guaranteed returns
- Social media manipulation
- Fake celebrity endorsements
Should I invest in crypto for retirement?
Some retirement account providers now offer crypto options, but this comes with additional considerations.
- Higher fees are common for crypto retirement accounts
- Limited cryptocurrency options compared to direct investing
- The extreme volatility may be inappropriate for retirement funds
- Regulatory changes could affect availability
So, should I invest in crypto?
Crypto markets can be volatile and unpredictable. While some early adopters have seen significant gains, many others have faced substantial losses. This isn’t a guaranteed path to wealth - it’s a volatile, evolving market that demands clarity and caution.
Before you dive in, make sure you:
- Understand the tech and the risks behind it
- Know your own limits (financially and emotionally)
- Start small - only with what you can afford to lose
- Diversify, don’t go all-in on any one asset
- Stay current: regulations shift fast, and ignorance isn’t bliss
This isn’t for everyone. Crypto’s wild swings and legal grey zones mean it’s best approached like any high-risk bet: informed, cautious, and never with more than you’re willing to lose.

Numeraire est un projet crypto novateur derrière le tout premier hedge fund piloté par l’IA et alimenté par la collaboration de data scientists à l’échelle mondiale. Fondé en octobre 2015 par le technologue sud-africain Richard Craib, Numerai représente une nouvelle approche des marchés financiers, où des milliers de spécialistes en data science s’affrontent pour concevoir les meilleurs modèles de prédiction boursière.
Il s’agirait du premier token crypto émis par un hedge fund, ce qui en fait un acteur à part entière, à la croisée de la finance traditionnelle et de l’innovation blockchain. La plateforme a rapidement attiré l’attention grâce à sa capacité à combiner intelligence artificielle, technologie blockchain et intelligence collective au service de la construction de stratégies d’investissement.
TL;DR
- Hedge fund piloté par l’IA : Numeraire (NMR) est un token sur Ethereum qui alimente Numerai, un hedge fund basé à San Francisco, utilisant l’intelligence artificielle pour prendre des décisions sans intervention humaine.
- Tournoi de data science : Numerai organise l’un des concours de science des données les plus exigeants au monde, récompensant les meilleurs modèles prédictifs avec des tokens NMR (plus de 200 000 $ versés chaque mois).
- Prédictions participatives : Les participants soumettent leurs modèles prédictifs à partir de données chiffrées, les plus performants étant récompensés.
- Système de staking : Les utilisateurs doivent posséder des NMR pour accéder aux fonctionnalités, participer au staking, et interagir avec l’écosystème.
Numeraire, c’est quoi ?
Numeraire est une plateforme unique où science des données et finance se rencontrent grâce à la blockchain. Plutôt que de s’appuyer sur des analystes financiers classiques, Numerai organise des compétitions en continu, où des data scientists du monde entier conçoivent des modèles de prédiction.
Le principe : Numerai fournit des données financières chiffrées et anonymisées. Les participants utilisent l’intelligence artificielle pour créer des modèles capables de prédire le comportement du marché boursier. Les modèles les plus performants sont intégrés dans les décisions de trading réelles du hedge fund, et leurs créateurs sont récompensés en tokens NMR.
Cette approche combine l’intelligence collective à l’échelle mondiale avec la transparence et les incitations propres à la blockchain. Résultat : une plateforme potentiellement plus résiliente et moins sujette aux biais émotionnels que les fonds gérés de manière traditionnelle.
Numerai attire certains des meilleurs profils du secteur de la data science, motivés à la fois par les récompenses et par le défi intellectuel que représente la construction de modèles capables de surpasser les marchés.
Qui a créé Numeraire ?
Numeraire a été fondé par Richard Craib, technologue sud-africain, en octobre 2015. Il a étudié les mathématiques et l’économie à l’Université du Cap, avant d’intégrer UC Berkeley en échange universitaire.
Avant Numerai, il a travaillé dans les marchés actions mondiaux, notamment chez Prudential (M&G), ce qui lui a donné une double expertise en finance et en modélisation mathématique. Cette vision croisée lui a permis d’imaginer un hedge fund collaboratif, piloté par la data et structuré autour de la blockchain.
Basé à San Francisco, Craib décrit Numerai comme “un nouveau type de hedge fund construit par un réseau de data scientists”.
Comment fonctionne Numeraire ?
Le tournoi
Le cœur du projet, c’est le tournoi hebdomadaire de science des données. Chaque semaine, Numerai publie de nouvelles données financières cryptées. Celles-ci couvrent des milliers d’actifs, mais sans jamais révéler les entreprises concernées — un choix volontaire pour éviter les conflits d’intérêt et garantir l’anonymat.
Les participants téléchargent les données, entraînent leurs modèles d’IA, puis soumettent leurs prédictions. Ces dernières sont ensuite évaluées par Numerai, en fonction des résultats réels du marché.
Staking et récompenses
Pour participer activement, les data scientists doivent miser des tokens NMR sur leurs propres prédictions. Si les modèles sont performants, ils reçoivent des récompenses en NMR. En revanche, un mauvais résultat peut entraîner une perte partielle des tokens misés.
Ce mécanisme permet d’aligner les incitations et d’éviter les prédictions aléatoires. Plus un modèle est performant, plus son créateur gagne en influence dans l’écosystème.
Agrégation des modèles
Numerai ne mise pas tout sur un seul gagnant. Les modèles les plus efficaces sont agrégés pour créer un “meta-modèle” global, utilisé par le hedge fund dans ses décisions de trading. Cette approche par ensemble renforce la robustesse globale des prévisions.
Le rôle du token NMR
NMR est le token central de l’écosystème Numerai. Il sert à :
- Participer aux tournois : les data scientists doivent miser des NMR pour soumettre leurs prédictions.
- Aligner les incitations : les modèles performants sont récompensés, ceux qui échouent perdent leur mise.
- Participer à la gouvernance : les détenteurs de NMR peuvent voter sur les évolutions du protocole.
- Accéder aux fonctions de la plateforme : paiements internes, staking, intégration aux modèles.
- Distribuer les récompenses : plus de 200 000 $ sont distribués chaque mois via ce système.
NMR fonctionne sur Ethereum sous forme de token ERC-20, ce qui le rend compatible avec la plupart des portefeuilles et protocoles DeFi.
Où acheter et gérer des NMR ?
Les tokens NMR peuvent être achetés et stockés facilement via l’app Tap, qui offre une interface simple pour gérer vos actifs crypto, y compris NMR.

Tap est une plateforme fintech qui fusionne la finance traditionnelle avec la cryptomonnaie. Lancée en 2019, elle offre une large gamme d'outils et de fonctionnalités financières. Le tokenXTP débloque des services premium et des récompenses, améliorant davantage l'expérience Tap.
Tap (XTP) est une plateforme de technologie financière pionnière établie en 2019, révolutionnant la finance en fusionnant la banque traditionnelle avec la gestion des cryptomonnaies. Elle facilite les transferts d'argent instantanés et gratuits au sein de son réseau, incitant sa communauté et simplifiant le partage des factures et des dépenses. Tap vise à démocratiser la finance et à donner aux individus les moyens d'utiliser des outils financiers complets, offrant des interfaces intuitives, des fonctionnalités puissantes et des mesures de sécurité robustes.
Qu'est-ce que Tap (XTP) ?
Gérer de l'argent sur différentes plateformes et devises peut être une tâche intimidante dans le monde numérique d'aujourd'hui. Tap (XTP) émerge comme une solution fintech révolutionnaire, comblant le fossé entre la finance traditionnelle et les cryptomonnaies. Établie en 2019, cette application innovante s'est donné pour mission de démocratiser la finance et de donner aux utilisateurs les moyens d'utiliser des outils financiers complets.
Ce qui distingue Tap, c'est sa capacité à fournir un écosystème tout-en-un où vous pouvez envoyer et recevoir de l'argent ou des cryptomonnaies instantanément et sans frais au sein de son réseau Tap2Tap, payer des factures et investir dans une gamme de cryptomonnaies. Tap offre également une rampe d'accès facile pour convertir la monnaie fiduciaire en actifs numériques et des services de sortie pour encaisser à faibles frais. Plus besoin de jongler avec plusieurs applications ou de s'inquiéter des frais internationaux lors de voyages à l'étranger.
Le token XTP, la cryptomonnaie native ERC-20 de Tap, est la clé qui débloque tout le potentiel de cette plateforme. Utilisez XTP pour accéder à des fonctionnalités premium comme jusqu'à 8% de cashback sur les dépenses, gagner des récompenses et obtenir l'accès à des services exclusifs au sein de l'écosystème Tap. Avec sa Mastercard intégrée, vous pouvez dépenser sans effort vos fonds et gagner du Cashback chez des millions de commerçants dans le monde.
Propulsé par des mesures de sécurité robustes, la conformité réglementaire et une interface conviviale, Tap offre un parcours financier sûr et transparent, adapté au consommateur moderne.
Présentation de la fonctionnalité de Tap
Tap est une plateforme financière complète qui combine harmonieusement les comptes monétaires traditionnels et la gestion des cryptomonnaies, offrant aux utilisateurs une plateforme centralisée pour toutes leurs transactions monétaires. Son cœur est une application mobile qui sert d'interface principale pour accéder aux services de Tap.
Avant d'y accéder, les utilisateurs doivent passer par un processus de vérification qui implique de fournir des informations personnelles pour se conformer aux réglementations Know Your Customer (KYC) et Anti-Money Laundering (AML). Une fois vérifiée, l'application conviviale leur permet d'acheter, de vendre et de stocker en toute sécurité une gamme diversifiée de cryptomonnaies - actuellement près de 50 options différentes.
L'application simplifie le processus d'acquisition de cryptomonnaies en acceptant diverses méthodes de paiement, y compris les cartes de débit et les virements bancaires. Les utilisateurs peuvent également transférer des cryptomonnaies de leurs portefeuilles externes vers leur compte Tap ou vendre leurs avoirs et transférer de la monnaie fiduciaire directement sur leurs comptes bancaires. Alternativement, les utilisateurs peuvent aussi envoyer des cryptomonnaies vers d'autres portefeuilles ou échanges. Le système de portefeuille de Tap est conçu avec des mesures de sécurité robustes et des capacités de chiffrement, assurant la sauvegarde des actifs des utilisateurs.
Pour dépenser facilement les cryptomonnaies, les utilisateurs peuvent commander une Mastercard Tap - disponible sous forme physique et virtuelle - directement via l'application. Pour utiliser la carte pour des achats, ils peuvent la précharger directement depuis leur portefeuille Tap. La carte permet également des retraits d'espèces aux distributeurs automatiques dans le monde entier et offre un généreux Cashback allant jusqu'à 8%, selon le niveau de l'utilisateur. De plus, la carte offre d'excellents taux de conversion FX, permettant à ses utilisateurs de dépenser a l'international sans souci.
Qu'est-ce qui rend Tap unique ?
Oubliez la jonglerie entre plusieurs applications et comptes. Tap fusionne harmonieusement les comptes monétaires traditionnels avec les cryptomonnaies de pointe, le tout sur une plateforme intuitive. Convertissez instantanément vos actifs numériques en espèces pour une utilisation quotidienne ou développez votre portefeuille avec une large gamme de cryptomonnaies prises en charge. C'est le meilleur des deux mondes.
Ce qui distingue vraiment Tap, c'est sa capacité à convertir instantanément les cryptomonnaies en monnaie fiduciaire grâce à sa fonction de rampe d'accès et de sortie. Plus besoin d'attendre ou de gérer des processus compliqués. Cette fonctionnalité est pratique pour les utilisateurs souhaitant intégrer les cryptomonnaies dans leurs transactions quotidiennes, car elle élimine le délai habituel associé aux conversions crypto-fiat.
Le large éventail de cryptomonnaies prises en charge par Tap offre aux utilisateurs la flexibilité de stocker, gérer et échanger un portefeuille diversifié, le tout à partir d'une seule plateforme. Ce large support en fait une application incontournable pour les passionnés de cryptomonnaies.
Qu'est-ce que l'écosystème Tap ?
L'écosystème Tap incarne une suite complète de services financiers et de fonctionnalités visant à offrir une interface fluide pour la gestion des avoirs en monnaie fiduciaire et en cryptomonnaies.
Voici une liste des différentes fonctionnalités qu'il offre :
Portefeuille multi-devises :
Tap propose un portefeuille numérique sécurisé et crypté qui prend en charge plus de 50 cryptomonnaies différentes. Ce portefeuille permet aux utilisateurs de stocker, gérer et basculer facilement entre diverses crypto et monnaies fiduciaires, répondant à la fois aux besoins d'investissement et de transactions quotidiennes.
Échange de cryptomonnaies :
Les utilisateurs peuvent échanger une large et diverse gamme de cryptomonnaies. Contrairement à d'autres plateformes avec des paires limitées, Tap permet aux utilisateurs d'échanger n'importe quel actif contre un autre sans contraintes. Ce processus sans tracas garantit flexibilité et facilité d'utilisation. De plus, la plateforme de trading privilégie la rapidité et l'efficacité, offrant une expérience fiable et conviviale à tous les utilisateurs.
La carte Tap :
Un composant essentiel de l'écosystème Tap est sa Mastercard prépayée, permettant aux utilisateurs de dépenser et retirer de l'argent dans le monde entier.
Le Cashback :
Une caractéristique marquante des offres de Tap est son programme de Cashback, offrant des récompenses à tous les utilisateurs qui utilisent leur carte. En effectuant une mise à niveau, les utilisateurs peuvent débloquer encore plus d'avantages, gagnant jusqu'à 8% de Cashback sur leurs achats avec la carte Tap.
Transferts d'argent instantanés :
Tap permet des transferts d'argent rapides et gratuits dans le monde entier via son réseau Tap2Tap, permettant aux utilisateurs d'envoyer des cryptos à d'autres utilisateurs Tap au sein de l'application sans frais supplémentaires.
Support de monnaie fiduciaire :
En plus de ses services crypto, Tap prend également en charge diverses monnaies fiduciaires, permettant aux utilisateurs de gérer la monnaie traditionnelle aux côtés de leurs actifs numériques.
Outils d'investissement et de trading :
Tap fournit aux utilisateurs une gamme d'outils et de fonctionnalités, y compris un routeur de trading intelligent, une newsletter de marché et un suivi des prix en temps réel.
Routeur de trading intelligent :
Le routeur intelligent de pointe localise le meilleur lieu d'exécution en scannant plusieurs bourses et fournisseurs de liquidité en temps réel, pour trouver le meilleur prix disponible qu'il peut localiser pour leurs achats.
Qu'est-ce que le token XTP ?
Le token XTP sert plusieurs objectifs au sein de la plateforme Tap. Principalement, il facilite le trading en réduisant les frais de transaction et en permettant aux utilisateurs d'accéder à divers plans premium, chacun offrant une large gamme d'avantages. Les utilisateurs peuvent également échanger XTP contre de nombreuses cryptomonnaies répertoriées sur la plateforme, grâce à la disponibilité de multiples paires de trading XTP. Cette flexibilité permet aux utilisateurs de diversifier facilement leurs portefeuilles d'actifs numériques.
En utilisant le token XTP, les utilisateurs peuvent passer à des plans premium qui offrent des avantages tels que jusqu'à 8% de Cashback, des frais de trading réduits, des frais FX diminués, des limites de dépenses de carte plus élevées, des newsletters de marché exclusives et un support premium au sein de l'application. De plus, Tap facilite les transferts rapides et gratuits de token XTP entre les comptes Tap, offrant une solution fluide pour les transferts d'actifs mondiaux. Cette fonctionnalité est particulièrement précieuse pour les personnes recherchant des méthodes efficaces et rentables pour transférer des fonds à travers les frontières.
L'application bien réglementée et sécurisée de Tap assure une expérience de trading fluide, répondant aux besoins uniques de chaque utilisateur. De plus, la plateforme fournit un portefeuille sécurisé pour le stockage sûr des token XTP, offrant tranquillité d'esprit et gestion rationalisée des actifs pour les utilisateurs.

You may have heard of bear and bull markets; both referring to economic conditions within a market. Think about how a bull attacks, lifting you up with its horns.
A bull market or bullish market describes a condition within a financial market where the prices are rising or are expected to rise. The term "bull market" is most often used to refer to a financial market but refers as well to any asset that is tradable such as bonds, real estate, commodities, and currencies. Bull markets indicate investor confidence, optimism, and expectations that strong results will continue for an extended period of time.
There are two ways to What is a Bull Market?
A bull market refers to a financial market condition in which the prices of securities or assets are rising or expected to rise over an extended period. In a bull market, investors are optimistic about the future prospects of the market and are willing to buy securities, pushing prices higher.
Bull markets are often associated with economic growth, strong corporate earnings, and low unemployment rates. In these conditions, investors are confident that businesses will continue to perform well and that the overall economy will continue to expand, leading to higher stock prices.
Recognizing a Bull Market
To recognize a bull market, investors need to look for a sustained period of rising prices across the market or a specific asset class. This period can last anywhere from a few months to several years.
Another way to recognize a bull market is through technical analysis. Technical analysts look at charts and other market indicators to identify patterns that signal a market trend. In a bull market, technical analysts may look for higher highs and higher lows in price movements over time.
Impact of a Bull Market
A bull market can have a significant impact on the economy, businesses, and investors. When the stock market is performing well, businesses may have easier access to capital and credit, which can lead to increased investment and growth.
A bull market can also lead to increased consumer confidence, as investors feel more optimistic about the economy and their financial futures. This can lead to higher consumer spending, which can, in turn, fuel economic growth.
On the other hand, a prolonged bull market can lead to a market bubble, where prices become overinflated and unsustainable. This can lead to a market correction, where prices drop significantly, and investors may suffer losses.
In conclusion
Bull markets can have a significant impact on the economy, businesses, and investors. Recognizing a bull market and understanding its impact can help investors make more informed investment decisions. However, it's essential to remain vigilant and avoid investing solely based on market trends, as market bubbles can lead to significant losses.
approach a bull market: selling stock for high profits or holding in hopes of rising prices in the future. Alternatively, you can also buy more assets, but most would not recommend buying on a high.
What’s a Rich Text element?
What’s a Rich Text element?The rich text element allows you to create and format headings, paragraphs, blockquotes, images, and video all in one place instead of having to add and format them individually. Just double-click and easily create content.
The rich text element allows you to create and format headings, paragraphs, blockquotes, images, and video all in one place instead of having to add and format them individually. Just double-click and easily create content.Static and dynamic content editing
Static and dynamic content editingA rich text element can be used with static or dynamic content. For static content, just drop it into any page and begin editing. For dynamic content, add a rich text field to any collection and then connect a rich text element to that field in the settings panel. Voila!
A rich text element can be used with static or dynamic content. For static content, just drop it into any page and begin editing. For dynamic content, add a rich text field to any collection and then connect a rich text element to that field in the settings panel. Voila!How to customize formatting for each rich text
How to customize formatting for each rich textHeadings, paragraphs, blockquotes, figures, images, and figure captions can all be styled after a class is added to the rich text element using the "When inside of" nested selector system.
Headings, paragraphs, blockquotes, figures, images, and figure captions can all be styled after a class is added to the rich text element using the "When inside of" nested selector system.What’s a Rich Text element?
What’s a Rich Text element?The rich text element allows you to create and format headings, paragraphs, blockquotes, images, and video all in one place instead of having to add and format them individually. Just double-click and easily create content.
The rich text element allows you to create and format headings, paragraphs, blockquotes, images, and video all in one place instead of having to add and format them individually. Just double-click and easily create content.Static and dynamic content editing
Static and dynamic content editingA rich text element can be used with static or dynamic content. For static content, just drop it into any page and begin editing. For dynamic content, add a rich text field to any collection and then connect a rich text element to that field in the settings panel. Voila!
A rich text element can be used with static or dynamic content. For static content, just drop it into any page and begin editing. For dynamic content, add a rich text field to any collection and then connect a rich text element to that field in the settings panel. Voila!How to customize formatting for each rich text
How to customize formatting for each rich textHeadings, paragraphs, blockquotes, figures, images, and figure captions can all be styled after a class is added to the rich text element using the "When inside of" nested selector system.
Headings, paragraphs, blockquotes, figures, images, and figure captions can all be styled after a class is added to the rich text element using the "When inside of" nested selector system.What’s a Rich Text element?
What’s a Rich Text element?The rich text element allows you to create and format headings, paragraphs, blockquotes, images, and video all in one place instead of having to add and format them individually. Just double-click and easily create content.
The rich text element allows you to create and format headings, paragraphs, blockquotes, images, and video all in one place instead of having to add and format them individually. Just double-click and easily create content.Static and dynamic content editing
Static and dynamic content editingA rich text element can be used with static or dynamic content. For static content, just drop it into any page and begin editing. For dynamic content, add a rich text field to any collection and then connect a rich text element to that field in the settings panel. Voila!
A rich text element can be used with static or dynamic content. For static content, just drop it into any page and begin editing. For dynamic content, add a rich text field to any collection and then connect a rich text element to that field in the settings panel. Voila!How to customize formatting for each rich text
How to customize formatting for each rich textHeadings, paragraphs, blockquotes, figures, images, and figure captions can all be styled after a class is added to the rich text element using the "When inside of" nested selector system.
Headings, paragraphs, blockquotes, figures, images, and figure captions can all be styled after a class is added to the rich text element using the "When inside of" nested selector system.
Say goodbye to low-balance stress! Auto Top-Up keeps your Tap card always ready, automatically topping up with fiat or crypto. Set it once, and you're good to go!
Read moreWhat’s a Rich Text element?
What’s a Rich Text element?The rich text element allows you to create and format headings, paragraphs, blockquotes, images, and video all in one place instead of having to add and format them individually. Just double-click and easily create content.
The rich text element allows you to create and format headings, paragraphs, blockquotes, images, and video all in one place instead of having to add and format them individually. Just double-click and easily create content.Static and dynamic content editing
Static and dynamic content editingA rich text element can be used with static or dynamic content. For static content, just drop it into any page and begin editing. For dynamic content, add a rich text field to any collection and then connect a rich text element to that field in the settings panel. Voila!
A rich text element can be used with static or dynamic content. For static content, just drop it into any page and begin editing. For dynamic content, add a rich text field to any collection and then connect a rich text element to that field in the settings panel. Voila!How to customize formatting for each rich text
How to customize formatting for each rich textHeadings, paragraphs, blockquotes, figures, images, and figure captions can all be styled after a class is added to the rich text element using the "When inside of" nested selector system.
Headings, paragraphs, blockquotes, figures, images, and figure captions can all be styled after a class is added to the rich text element using the "When inside of" nested selector system.BOOSTEZ VOS FINANCES
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