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Visa trials tokenized deposits with HSBC using CBDC for interbank settlement
November 02, 2023
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As part of Hong Kong’s central bank digital currency (CBDC) trials, Visa worked with HSBC and HSBC-owned Hang Seng bank on tokenized deposit trials. While B2B payments used tokenized commercial bank money, the hypothetical eHKD CBDC was used for the interbank settlement of the deposit tokens.

The two use cases in the experiment were for high value property payments and for the settlement of credit card transactions between the acquiring bank and the merchant.

Particularly in the real estate example, blockchain enables atomic settlement where the payment and the asset both happen simultaneously. This reduces settlement risk. Otherwise, someone can pay for the real estate, but the transfer of the property title might not occur simultaneously. Additionally, in Hong Kong there are transaction limits for using the faster payment system (FPS). The typical consumer limit is around HK$10,000 but regular business users can get far higher limits of HK$1 million to HK$1.5 million.

How tokenized deposits work

With stablecoins, the tokens are typically minted and then used in numerous transactions. Eventually they might be burned and converted back to conventional money. In contrast, with interbank tokenized deposit payments, theoretically, every transaction involves two parts – the minting and burning of tokens plus the interbank settlement. That interbank settlement can happen once a day, which creates some risk if a bank is not so stable. Or it’s possible to do the interbank leg in real time. 

The real time aspect is what the eHKD trial tested. It involved burning tokenized deposits on the sending bank’s blockchain and minting the money on the recipient bank’s ledger. At the same time, the interbank amount is settled by a real time CBDC transfer.

What makes a good digital currency?

Meanwhile, Visa’s Stuart Smith, who heads product development for tokenized deposits and CBDC, outlined what makes a good digital currency. Talking during today’s Hong Kong Fintech Week, he said the two stand-out use cases for digital currencies are cross border payments and delivery versus payment (DvP). With DvP, financial transactions are settled by exchanging the asset and the money simultaneously. This avoids any settlement risk where one transaction party could end up out of pocket.

“For digital assets to achieve adoption, there are a few things they need. This could be CBDC or a tokenized deposit,” 

 

“The first is you need trust from the user that the technology is secure. The second is that the digital currency needs to be interoperable. It needs to be extensible beyond just the one ledger. And then third, there has to be a very clear user value proposition. Why would a user actually adopt this versus their traditional means of payment? ~said Smith.

This latter point is sometimes lost. Most domestic faster payment systems support fast and efficient transactions. The two stand out benefits of using digital currency are programmability and DvP or atomic settlement. Sometimes another benefit is 24/7 payments, but faster payment systems often provide that as well.

Meanwhile, HSBC was involved in another tokenized deposit trial with Ant Group.

Link

 

 

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I have been saying for YEARS that taxes have been 💯 % VOLUNTARY since WWII. DYOR, they started as VOLUNTARY DONATIONS for the war effort. They need this to look legit, if the people realized that the government has been lying to them for all these years, it would be instant chaos and a new civil war and revolution.

With President DonaldTrump Installing Scott Bessent as IRS Commissioner & Dan Scavino calling to Abolish the IRS on the same day, here's 1 minute, 17 seconds of clips of Trump & Crew hinting the IRS will be abolished....

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🧬 New research explores DNA as an electromagnetic fractal cavity resonator—suggesting it may act like a fractal antenna capable of universal sensing.

🔑Key idea:

🔹DNA’s fractal geometry could allow it to interact with electromagnetic fields across multiple scales.

🔹This means it might function not just as a biochemical data store, but also as a signal receiver/transmitter within biological systems.

🔹Potential implications for bio-communication, energy transfer, and even novel sensing technologies.

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👉Dinarian Note: This could be their attempt at fixing their crashes during altseasons. Time will tell right?⌛It can't hurt to be prepared! I still use this for 99% of my trades, it's like the "Tripadvisor" of crypto, finding the cheapest and fastest routes around. 🔗https://rebrand.ly/wk2aq8r

========================

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👉 What this means for the future of Crypto:

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“This Will Change Civilization” – Remote Viewer Dick Allgire

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The classic strategy for profit taking on alts is usually when the Altseason index makes its first run into the 80–90 range, not when it’s much lower.

Currently, the altseason index is only 33, which means we’re still in the early phase, not the overheated profit-taking zone.

In previous cycles, the index didn’t just hit that level once; it often hit 80–90 multiple times—sometimes two or three peaks—giving traders several opportunities to take profits.

It’s definitely not a “one and done” event. The market can pull back or consolidate between these spikes, so patient tracking of the index is key for optimal exits.

📈 In short: major profit-taking historically aligns with the first few surges of the altseason index into that 80–90+ range, not before. So, we’re still watching for those signals before calling a alt-season top!😉

🔗https://coinmarketcap.com/charts/altcoin-season-index/

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Rhea Finance 🤝 Pyth Network

We're thrilled to announce Pyth Network as an official partner of RHEA Finance, providing real-time price feeds across our entire product suite.

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Understanding the Crypto Alt Season

The next altcoin season is poised to ignite the crypto market, promising to turn savvy investors' portfolios into goldmines. As Bitcoin's dominance wanes, a new era of blockchain innovation is dawning—are you ready to ride the wave?

Market behavior often exhibits distinct patterns and cycles. One such phenomenon that has captured the attention of traders and investors alike is the "Alt Season"—a period when alternative cryptocurrencies, or "altcoins," outperform Bitcoin and experience significant price surges.

The concept of market cycles and seasonality is not unique to crypto; it's a well-established principle in traditional financial markets. However, in volatile crypto space, these cycles can be more pronounced and occur with greater frequency.  

In this article, we’ll try to cover these and other topics: 

  1. The nature and characteristics of Alt Seasons
  2. The importance of recognizing market cycles in cryptocurrency trading
  3. Alt Season indicators and how to interpret them
  4. Predictions and speculatins about the next potential Alt Season

What Is Crypto Alt Season?

Crypto Alt Season, short for "Alternative Cryptocurrency Season," refers to a period in the cryptocurrency market when alternative cryptocurrencies (altcoins) significantly outperform Bitcoin in terms of price appreciation. During an Alt Season:

  1. Many altcoins experience rapid price increases.
  2. The market share of altcoins grows relative to Bitcoin.
  3. Trading volume for altcoins typically increases.
  4. Investor attention shifts from Bitcoin to various altcoin projects.

An Alt Season can last anywhere from a few weeks to several months. It's often characterized by increased risk appetite among investors, who are willing to allocate more capital to smaller, potentially higher-risk crypto projects in search of higher returns.

Is Crypto Season the Same As Crypto Alt Season?

While related, Crypto Season and Crypto Alt Season are not exactly the same:

  1. Crypto Season:
    • Refers to a broader bullish period in the entire cryptocurrency market.
    • Typically includes price appreciation for both Bitcoin and altcoins.
    • Can be longer in duration, sometimes lasting for many months or even a year or more.
    • Often starts with a Bitcoin rally, followed by increased interest in the broader crypto market.
  2. Crypto Alt Season:
    • Specifically focuses on the outperformance of altcoins compared to Bitcoin.
    • Can occur within a broader Crypto Season but is more narrowly defined.
    • Generally shorter in duration than a full Crypto Season.
    • May happen towards the latter part of a broader Crypto Season, as investors seek higher returns in smaller cap coins.

Key Differences:

  • Scope: Crypto Season encompasses the entire market, while Alt Season focuses on altcoins.
  • Duration: Crypto Seasons are generally longer than Alt Seasons.
  • Market Dynamics: In a Crypto Season, Bitcoin often leads the rally, while in an Alt Season, altcoins outperform Bitcoin.

It's important to note that these terms are not officially defined and can be subject to different interpretations within the cryptocurrency community. However, understanding the distinction can help investors and traders better analyze market trends and potential opportunities in different segments of the crypto market.

What Is Alt Season Indicator?

The Alt Season Indicator is a tool used by cryptocurrency traders and investors to gauge whether the market is entering or currently in an "Alt Season" — a period when altcoins are outperforming Bitcoin. While there isn't a single, universally accepted Alt Season Indicator, several metrics and tools are commonly used to assess the likelihood of an Alt Season. Here are some key aspects of Alt Season Indicators:

Bitcoin Dominance

One of the most widely used indicators is Bitcoin Dominance, which measures Bitcoin's market capitalization as a percentage of the total cryptocurrency market cap.

  • Calculation: (Bitcoin Market Cap / Total Crypto Market Cap) * 100
  • Interpretation: A declining Bitcoin Dominance often signals a potential Alt Season, as it indicates that capital is flowing from Bitcoin into altcoins.
  • Threshold: Some traders consider Bitcoin Dominance below 50% as a potential indicator of an Alt Season.

Altcoin Market Cap Ratio

This indicator compares the total market capitalization of altcoins to Bitcoin's market cap.

  • Calculation: Total Altcoin Market Cap / Bitcoin Market Cap
  • Interpretation: An increasing ratio suggests growing strength in the altcoin market relative to Bitcoin.

Top 10 Altcoins Performance

This indicator tracks the performance of the top 10 altcoins by market cap (excluding Bitcoin) compared to Bitcoin over a specific period.

  • Calculation: Average percentage gain of top 10 altcoins vs. Bitcoin's percentage gain
  • Interpretation: When a majority of top altcoins consistently outperform Bitcoin, it may indicate an Alt Season.

Alt Season Index

Some crypto data platforms offer a proprietary Alt Season Index, which combines various metrics to provide a single score indicating the likelihood of an Alt Season.

  • Scale: Often presented as a percentage or a 0-100 score
  • Interpretation: Higher scores (e.g., above 75%) suggest a higher probability of an ongoing Alt Season

Trading Volume Ratios

This indicator compares the trading volumes of altcoins to Bitcoin's trading volume.

  • Calculation: Total Altcoin Trading Volume / Bitcoin Trading Volume
  • Interpretation: An increase in this ratio may indicate growing interest in altcoins, potentially signaling an Alt Season.

Important Considerations:

  1. No single indicator is foolproof. Traders often use a combination of indicators for a more comprehensive analysis.
  2. Market conditions can change rapidly, and past patterns don't guarantee future results.
  3. Different traders may use different thresholds or interpretations of these indicators.
  4. The crypto market's evolving nature means that indicators may need to be adjusted over time to remain relevant.

Understanding and effectively using Alt Season Indicators can help traders and investors make more informed decisions about allocating their resources between Bitcoin and altcoins. However, it's crucial to combine these indicators with broader market analysis and risk management strategies.

Alt Seasons: Historical Perspective, Current Situation, and Future Predictions

Previous Altcoin Seasons

In crypto, two periods stand out as particularly significant for altcoins. These "alt seasons" saw unprecedented growth and interest in cryptocurrencies beyond Bitcoin, reshaping the landscape of digital assets.

The 2017-2018 Alt Season

Duration: December 2017 to January 2018

Context:

  • Bitcoin (BTC) experienced its most remarkable bull run to date, reaching nearly $20,000 in December 2017.
  • This surge in Bitcoin's price and public interest created a ripple effect throughout the crypto market.

Key Developments:

  1. Proliferation of New Coins: The success of Bitcoin catalyzed the launch of numerous new cryptocurrencies.
  2. Investor Frenzy: Buoyed by Bitcoin's success, investors eagerly sought the "next Bitcoin," pouring capital into various altcoins.
  3. ICO Boom: This period saw a surge in Initial Coin Offerings (ICOs), with many projects raising millions in a matter of hours or days.
  4. Market Expansion: The total cryptocurrency market cap reached unprecedented levels, briefly surpassing $800 billion in January 2018.

Notable Altcoins: Ethereum (ETH), Ripple (XRP), and Litecoin (LTC) saw significant price increases during this period.

The 2020-2021 Alt Season

Duration: December 2020 to April 2021

Context:

  • Bitcoin broke its previous all-time high, surpassing $60,000 in March 2021.
  • The COVID-19 pandemic had accelerated digital adoption and increased interest in alternative investments.

Key Developments:

  1. DeFi Explosion: Decentralized Finance (DeFi) projects gained massive traction, with many tokens seeing exponential growth.
  2. NFT Boom: Non-Fungible Tokens (NFTs) entered the mainstream, driving interest in blockchain-based digital assets.
  3. Institutional Adoption: Major companies and institutional investors began adding cryptocurrencies to their balance sheets.
  4. Technological Advancements: Many altcoins introduced innovative features, scaling solutions, and use cases.

Notable Altcoins: Ethereum (ETH) reached new highs, while projects like Binance Coin (BNB), Cardano (ADA), and Polkadot (DOT) saw remarkable growth.

Comparative Analysis: Both alt seasons shared some common characteristics:

  • They were preceded by significant Bitcoin price rallies.
  • New projects and tokens gained rapid popularity and valuation.
  • Retail investor participation increased dramatically.
  • The overall cryptocurrency market capitalization reached new heights.

However, the 2020-2021 alt season was marked by greater institutional involvement and a broader range of technological innovations, particularly in DeFi and NFTs.

Is It Alt Season?

Based on the indicators discussed above, it's not currently an altcoin season. The Altcoin Season Index at 41 and Bitcoin's market dominance at 61.3% both suggest that Bitcoin is still the dominant force in the crypto market at this time.

When Is Alt Season?

Based on the information we could gather from various experts, we can analyze the predictions for the next altcoin season as follows:

  • Based on the latest analysis from experts and on-chain data, here’s what we know about the next altcoin season:

     

    Current Status (August 2025):

     

    • The altcoin season index—a metric that signals how many altcoins outperform Bitcoin—currently sits around 37. For a “full-blown” alt season, it typically needs to rise above 75.

    • Bitcoin dominance is approximately 61-62%. Historically, dropping below 60% often coincides with a rapid rotation into altcoins and the start of alt season.

     

    Key Indicators to Watch:

     

    • Altcoin Season Index (ASI): Above 75 signals a true altcoin season.

    • Bitcoin Dominance: A move below 60% usually marks the transition; sub-50% dominance is associated with peak alt season inflows.

    • Market Activity: Increasing volumes in major altcoins and Layer 1s, meme coin rallies, and spikes in DeFi activity are early warning signs.

    • Ethereum Outperformance: When ETH surges relative to BTC, this historically precedes broader altcoin rallies.

     

    Expert Predictions for 2025:

     

    • Analysts point to a pivotal window for alt season starting as early as August 2025 and extending through the fall, with many expecting true acceleration of altcoin gains if Bitcoin’s price consolidates and capital rotates further into alts.

    • There is strong consensus that macroeconomic catalysts, such as potential U.S. interest rate cuts and ongoing Bitcoin ETF momentum, could fuel a major altcoin rally in late 2025 if positive conditions persist.

    Summary Table: Key Factors & Targets

    SignalAlt Season TriggerStatus (Aug 2025)
    Altcoin Season Index (ASI)>75 ~37
    Bitcoin dominance<60% ~61–62% (near trigger)
    Altcoin trading volumeSustained surge across many alts Rising, but not explosive
    Ethereum outperformanceETH/ BTC breakout, >$3,700 Near, ETH ~$3,500
    Market narrativesAI, DeFi, meme coins, new L1 inflows Strengthening
     

    Bottom Line:
    Most analysts agree the groundwork for altcoin season in 2025 is building. We are currently in a transition phase: if Bitcoin dominance continues to fall and the Altcoin Season Index rises above 75, a full-fledged alt season could ignite during the second half of 2025. Monitor these key indicators to stay ahead as market momentum shifts from Bitcoin into a broader range of altltcoins.

Key Factors to Consider

  • Technology: Look for coins with innovative solutions to existing blockchain challenges.
  • Adoption: Consider projects with growing partnerships and real-world use cases.
  • Market Position: Established coins with room for growth may offer a balance of stability and potential returns.
  • Tokenomics: Understanding supply dynamics can help predict potential price movements.

It's crucial to conduct thorough research before investing. The cryptocurrency market is highly volatile, and past performance doesn't guarantee future results. Always invest responsibly and within your risk tolerance.

How to Win in Next Alt Season?

Capitalizing on the next altcoin season requires a strategic approach. Here's how to maximize potential gains:

  • Research and Diversification: Thoroughly research potential investments, analyzing both fundamentals and technical aspects to identify promising altcoins. Diversify your holdings across different projects to mitigate risk and maximize potential returns. Don't put all your eggs in one basket.
  • Strategic Timing: Utilize technical analysis tools like support/resistance levels and RSI to pinpoint optimal entry and exit points. Monitor market sentiment and price trends to make informed decisions. A clear entry and exit strategy is crucial for managing risk and maximizing profits during volatile periods.
  • Newer Projects: Consider participating in newer altcoin projects. This provides early access to potentially high-growth projects at discounted prices. Research upcoming defi projects with use cases, focusing on innovative projects with strong potential. Investing early can yield substantial returns as the project develops.

Conclusion

In summary, an altcoin season, marked by significant price increases in non-Bitcoin cryptocurrencies, may be on the horizon.  This potential surge could be driven by investors seeking higher returns in smaller-cap cryptocurrencies, technological advancements in altcoin projects, increased blockchain adoption, and the transition of projects from speculative ventures to real-world applications

Remember, while the potential for significant gains exists during an altcoin season, the cryptocurrency market remains highly volatile. Always invest responsibly.

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PYTH: We'll Always Have Coldplay

Welcome back to The Epicenter, where crypto chaos meets corporate cringe.

But surprisingly, crypto has not been the most chaotic corner of the internet as of late.

That honor goes to the startup Astronomer, whose CEO’s cheating scandal broke the web in a glorious meme-fueled media frenzy. The company’s damage control? Hiring Gwyneth Paltrow as a “temporary spokesperson.” Do we think they’re grasping at straws or setting a new standard for PR?

Meanwhile, the markets didn’t blink. BTC is still flexing near its all-time highs. Michael Saylor’s bringing a bitcoin-adjacent money-market product to Wall Street. A pharma company just earmarked $700M to stack BNB, and analysts are calling time of death on the four-year crypto cycle. It’s a steady boom now, kittens.

A few things that are also worth noting: Winklevoss vs. JPMorgan, Visa’s take on stablecoins, and Robinhood’s Euro drama that defies the chillness of eurosummer.

Let’s get into it 👇

⛓️ The On-Chain Pulse: What’s Happening on the Front Lines of Finance

This week’s biggest news in crypto and all things digital assets

🗣️ Word on the Street: What the Experts are Saying

Stuff you should repost (or maybe even cough reword and take credit for)

Meme of the Week

🏦 Kiss my SaaS: What’s Changing the Game for Fintech

Things you should care about if you want to impress your coworkers

Closing Thoughts

From meme-fueled PR stunts to Bitcoin-backed money-market funds, this week reminded us that markets move fast—and headlines move faster. With Wall Street automating itself, fintechs beefing with banks, and even your smartphone becoming a miner, anything is possible. Stay curious, stay cynical, and as always—stay sharp and stay liquid. We’ll see you back here in two weeks.

— The Epicenter, powered by Pyth Network

 

🙏 Donations Accepted 🙏

If you find value in my content, consider showing your support via:

💳 PayPal: 
1) Simply scan the QR code below 📲
2) or visit https://www.paypal.me/thedinarian

🔗 Crypto – Support via Coinbase Wallet to: [email protected]

 

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4 Fintech Companies 💸& Things To Know About 🤔

The fintech revolution is reshaping the way we manage, invest, and move money, breaking down traditional barriers and empowering individuals worldwide. As financial technology continues to evolve at a rapid pace, a select group of innovative companies are leading the charge by offering groundbreaking solutions that redefine banking, payments, and digital assets. Whether you’re a savvy investor, an industry professional, or simply curious about the future of finance, discovering these trailblazing fintech companies is essential to understanding today’s dynamic financial landscape.

 

  1.  Alina Invest - The AI Wealth Manager for GenZ Women

Alina is aimed at women under 25 who identify as beginner investors. They're an SEC-registered investment advisor that charges $120/year for membership. The service "buys and sells for you" and gives up notification updates of recent transactions like a wealth manager would.

👉 Getting people to invest early is crucial to building long-term wealth. One thing that holds them back is a lack of confidence and experience. Being targetted "for beginners" and people who live on TikTok should appeal. I love the sense of "we're buying and selling for you." Funds always do that, but making it an engagement mechanic is very smart. The risk here is that building a wealth business will take decades for the AUM to compound. But the next generations, Wealthfront or Betterment, will look something like Alina.

2. Blue layer - The Carbon project funding platform

Bluelayer allows Carbon project developers to take from feasibility studies to issuing credits, tracking inventory, and managing orders. Developers of reforestation, conservation, direct air capture, and other projects can also directly report to industry registries. 

👉 Carbon investing and tax credits are heavily incentivized but need transparent data. By focusing on the developers, Bluelayer can ensure the data, reporting, and credits lifecycle is all managed at the source. This is smart.

3. Akirolabs - Modern Procurement for enterprise

Akiro is a "strategic" procurement platform aiming to help enterprise customers identify risks, value drivers, and strategic levers before issuing an RFP. It aims to bring in multiple stakeholders for complex purchasing decisions at multinationals. 

👉 Procurement is a great wedge for multinational corporate transformation. Buying anything in an enterprise that uses large-scale ERPs is a nightmare of committees and spreadsheets. Turning an oil tanker-sized organization around is difficult, but the right suppliers can have a meaningful impact in the short term. That only works if you can buy from them. Getting people on the same page with a single platform is a great start.

4. NeoTax - Automated Tax R&D Credits

NeoTax allows companies to connect their engineering tools to calculate available tax advantages automatically. Once calculated, the tax fillings are clearly labeled with supporting evidence for the IRS.

👉 AWS and GCP log files and data are a goldmine. Last week, I covered Bilanc, which uses log files to figure out per-account unit economics. Now, we calculate R&D tax credits. The unlock here is LLM's ability to understand unstructured data. The hard part is understanding the moat, but time will tell.

In an era where technology and finance are increasingly intertwined, these four fintech companies stand out as catalysts for positive change. By driving progress in digital payments, asset management, lending, and decentralized finance, they are not only making financial services more accessible and efficient—they are also paving the way for a more inclusive and empowered global economy. Staying informed about their innovations can help you seize new opportunities and take part in the future of finance.

 

👀Things to know 👀

 

PayPal issued low guidance and warned of a “transition year.” The stock is down 8% in extended trading despite PayPal reporting a 9% growth in revenue and 23% EBITDA. Gross profit is down 4% YoY. PayPal's total revenues were $29Bn for the year

Adyen reported 22% revenue growth and an EBITDA margin of 46% for the full year. Adyen's total revenues were $1.75bn for the full year. The margin was down from 55% the previous year, impacted by hiring ahead of growth.

🤔 PayPal’s Braintree (unbranded) is losing market share in the US, while Adyen is winning it. eCommerce is growing ~9 to 10% YoY, and PayPal’s transaction revenue grew by 6.7%. The higher interest rate environment meant interest on balances dragged up the total revenue figure. Their core business is losing market share. Adyen is outgrowing the market by ~12%.

🤔 The PayPal button (branded) is losing to SHOP Pay and Apple Pay. The branded experience from Apple and Shopify is delightful for users; it’s fast and helps with small details like delivery tracking. That experience translates to higher conversion (and more revenue) for merchants.

🤔 The lack of a single global platform hurts PayPal, but it helps Adyen. In the earnings call, the new CEO admitted their mix of platforms like Venmo, PayPal, and Braintree are holding them back. They aim to combine and simplify, but that’s easier said than done.

🤔 Making a single platform from PayPal, Venmo, and Braintree won’t be easy. There’s a graveyard of payment company CEOs who tried to make “one platform” from things they acquired years ago. It’s crucial if they’re going to grow that they get their innovation edge back. Adyen has one platform in every market.

🤔 PayPal’s UK and European acquiring business is a bright spot. The UK and EU delivered 20% of overall revenue, growing 11% YoY. Square and Toast don’t have market share here, while iZettle, which PayPal acquired in 2018, is a strong market player. Overall though, it’s yet another tech stack and business that’s not part of a single global platform.

The two banks provided accounts to UK front companies secretly owned by an Iranian petrochemicals company. PCC has used these entities to receive funds from Iranian entities in China, concealed with trustee agreements and nominee directors. 

🤔 This is the headline every bank CEO fears. Oof. Shares of both banks have been down since the news broke, but this will no doubt involve crisis calls, committees, appearing in front of the regulator, and, finally, some sort of fine.

🤔 The "risk-based approach" has been arbitraged. A UK company with relatively low annual revenue would look "low risk" at onboarding. One business the FT covered looked like a small company at a residential address to compliance staff. They'd likely apply branch-level controls instead of the enterprise-grade controls you'd see for a large corporation. 

🤔 Hiring more staff won't fix this problem; it's a mindset and technology challenge. In theory, all of the skill and technology that exists to manage risks with large corporate customers (in the transaction banking divisions) are available to the other parts of a bank. In practice, they're not. Most banks lack a single data set and the ability for compliance officers in one team to see data from another part of the org. Getting the basics right with data and tooling is incredibly hard and will involve a multi-year effort. 

🤔 These things are rarely the failure of an individual or department; the issue is systemic. While two banks are named in this headline, the issue is everywhere. Banks need more data and better data to train better AI and machine learning. That all needs to happen in real-time as a compliment to the human staff. Throwing bodies at this won't solve the visibility issue teams have.

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