Indepth Research

Provide in-depth research reports and independent analysis, leveraging data, technology, and economic insights to deliver a comprehensive examination of the blockchain ecosystem, project potential, and market trends.

Underlying Algorithms and Social Robustness: A Christmas Reflection on the Evolution of Principles and Their Game Theory Logic

In this Christmas reflection, Ray Dalio explores the role of principles as foundational algorithms for individual and societal decision-making. He argues that principles shape our utility functions and define what we value most, even in extreme scenarios. Dalio examines the compatibility of modern behavioral norms with religious teachings, emphasizing that while supernatural elements may lack empirical support, the core ethical principles across religions—such as reciprocity, empathy, and social cooperation—are remarkably consistent and serve as public goods that reduce transaction costs and enhance collective welfare. He defines "good" as behavior that maximizes social utility (positive externalities) and "evil" as actions that harm the system (negative externalities). Good character, in this view, is an asset that promotes collective well-being. However, Dalio warns that society is currently on a "downward trajectory," where consensus on shared principles has eroded, replaced by self-interest maximization. This decline manifests in cultural decay, rising inequality, and a lack of moral exemplars. Despite technological progress, he stresses that technology alone cannot resolve conflicts; it merely amplifies existing values. The solution lies in rebuilding a shared rulebook centered on mutual benefit and systemic optimization, leveraging our advanced capabilities to address global challenges.

marsbit12/29 12:21

Underlying Algorithms and Social Robustness: A Christmas Reflection on the Evolution of Principles and Their Game Theory Logic

marsbit12/29 12:21

Underlying Algorithms and Social Robustness: A Christmas Reflection on the Evolution of Principles and Their Game Theory Logic

Bridgewater founder Ray Dalio reflects on the importance of principles as core intangible assets that serve as underlying algorithms for decision-making. He argues that principles shape individual utility functions and define what people are willing to live and die for. Dalio examines the compatibility of modern behavioral norms with religious teachings, emphasizing that while supernatural elements may lack empirical support, the core ethical principles across religions—such as reciprocity, empathy, and social cooperation—are remarkably consistent and serve as public goods that reduce societal transaction costs. He defines “good” as behavior that maximizes total social utility (positive externalities) and “evil” as actions that harm collective well-being. Good character, in economic terms, is an asset that commits to maximizing group welfare. However, Dalio warns that society is on a “downward trajectory,” where consensus on shared principles has eroded. Self-interest maximization has replaced moral frameworks, leading to a loss of social capital and increased systemic risks like inequality, violence, and institutional distrust. He concludes that although technology offers powerful tools for progress, it is a double-edged sword. The key to solving systemic crises lies in rebuilding a shared rulebook grounded in reciprocal altruism and collective optimization—not in technical advancement alone.

深潮12/29 12:14

Underlying Algorithms and Social Robustness: A Christmas Reflection on the Evolution of Principles and Their Game Theory Logic

深潮12/29 12:14

After HashKey's Listing: Behind the Glory, How to Balance the Two Bowls of "Coin" and "Stock"?

On December 17, 2025, HashKey Group became the first licensed digital asset exchange in Hong Kong to go public. While many see this as a milestone suggesting a future akin to Coinbase, the reality is more complex. Listing marks a new phase where HashKey must navigate challenges beyond regulatory approval, including market performance and dual valuation mechanisms. Unlike Coinbase, whose stock is heavily influenced by trading volumes and market cycles, HashKey operates as a comprehensive platform offering trading, custody, asset management, and compliance services. Its revenue model is slower and less directly tied to market volatility, making Coinbase’s valuation logic inapplicable. A core challenge is balancing its publicly traded stock price with its native ecosystem token, HSK. Although HashKey states that HSK is solely a utility token for platform fees, the two assets operate under different market logics: stock price reflects traditional corporate performance and governance, while token price is driven by narrative, sentiment, and external factors. As a public company, HashKey must adhere to strict disclosure rules under securities law, yet its Web3 operations involve 24/7 markets where information spreads rapidly. This raises questions about timely disclosure, insider information, potential conflicts of interest, and market manipulation risks. The key to balancing stock and token isn’t synchronizing their prices, but establishing consistent, transparent governance and disclosure frameworks for both. HashKey must demonstrate it can manage dual expectations without compromising regulatory compliance or investor trust. Its listing represents a new corporate form merging Web3 innovation with public market accountability. The industry will watch whether HashKey can sustainably manage these dual pressures and set a precedent for future Web3 enterprises.

marsbit12/29 10:09

After HashKey's Listing: Behind the Glory, How to Balance the Two Bowls of "Coin" and "Stock"?

marsbit12/29 10:09

Panga Capital: Three Crypto Narratives — Clarifying Semantics to Uncover Opportunities

Crypto should be viewed not as a single industry but as a new asset class and foundational technology—similar to electricity or the internet—that will reshape existing industries and create entirely new ones. It enables the transfer of value at near-zero marginal cost, much like the internet did for information. The term "Crypto" often conflates three distinct concepts: 1. **CryptoMoney**: The "hard money / store of value" narrative, exemplified by Bitcoin, which still has significant growth potential relative to gold's market cap. 2. **CryptoTech**: Infrastructure like Layer-1 blockchains. While innovation continues, many developers find existing tech "good enough," making extreme returns here less likely. 3. **CryptoApplications**: User-facing B2C/B2B apps and new business models that leverage crypto for superior or cheaper solutions. This category includes emerging use cases like stablecoins, prediction markets, and AI-agent economies operating on-chain. The convergence of AI and Crypto is particularly promising, enabling agent-to-human economies where value creation and consumption occur on-chain. Regulatory clarity outside the U.S. may further accelerate development. Although all three areas use the term "Crypto," the greatest wealth creation and 1000x opportunities are expected in CryptoApplications. The industry is poised to reinvent entire sectors, moving beyond the internet’s restructuring of information to restructuring value itself.

marsbit12/29 09:59

Panga Capital: Three Crypto Narratives — Clarifying Semantics to Uncover Opportunities

marsbit12/29 09:59

The Full Story of USDe's Depegging on October 11: A $19 Billion Lesson in Crypto Financial Engineering

On October 11, 2025, USDe, a major yield-bearing stablecoin (YBS), depegged on Binance, triggering a cascade of liquidations and resulting in a record-breaking $19 billion liquidation event in crypto history. While mainstream media termed it a "crypto crash," the incident was fundamentally a massive exposure of tail risks in complex financial engineering. USDe, created by Ethena, is a synthetic dollar protocol that maintains delta-neutral positions by hedging spot assets with perpetual futures contracts, capturing returns from funding rates, staking yields, and basis trades. At its peak, USDe reached a $14 billion market cap, offering APYs as high as 27%, and was touted as an "Internet Bond." However, a significant portion of its growth was driven by leveraged lending on external platforms. Binance’s launch of a 12% APY incentive program encouraged users to employ recursive lending with up to 5x leverage, using Binance’s own USDe/USDT pair as the sole price oracle. This created $8.4 billion in highly leveraged exposure outside Ethena’s core delta-neutral system. The collapse began when Trump announced a 100% tariff on Chinese goods, causing a sharp market downturn. As crypto assets fell, perpetual funding rates turned negative. Large USDe holders sold on Binance, driving its price down. Once it fell below $0.82, it triggered mass liquidations of leveraged positions. In just 23 minutes, USDe plummeted to $0.65 on Binance due to cascading liquidations and liquidity failure. In contrast, on-chain DEXs like Uniswap saw only a brief 2% depeg, and DeFi lending protocols like Aave experienced minimal liquidations due to robust oracle mechanisms. Ethena’s core protocol remained solvent and operational throughout, indicating the failure was specific to Binance’s market structure. The event underscores critical lessons: the dangers of excessive leverage, reliance on single-point price oracles, and the misperception of complex yield products as risk-free savings. It highlights that stability in crypto depends on robust mechanisms, deep liquidity, and sustained confidence—not just financial engineering.

marsbit12/29 09:07

The Full Story of USDe's Depegging on October 11: A $19 Billion Lesson in Crypto Financial Engineering

marsbit12/29 09:07

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