【practical crypto paper trading and backtesting tool for quantitative researchers】
发布时间：2026-04-04 07:08:55 来源：Smart Insight Analytics 作者：Risk Management
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Welcome to our institutional newsletter,practical crypto paper trading and backtesting tool for quantitative researchers Crypto Long & Short. This week:\n\n-Alexandra Levis\n\nExpert Insights\n\nBy Nilmini Rubin , chief policy officer, Hedera\n\nWhen Silicon Valley Bank collapsed in 2023, USDC briefly lost its dollar peg after billions in reserves were trapped in the bank. The impact spread quickly, stalling markets, repricing assets mid-transaction and triggering a broader confidence shock. While regulators stress-test traditional markets, this event exposed a new risk where failures in traditional finance can directly impact digital assets.\n\nThis episode raised fundamental questions about what happens if risk moves in the other direction, from crypto to the traditional market: who intervenes, who absorbs losses and how is confidence in markets restored?\n\nAs blockchains begin underpinning financial markets, the next phase of digital assets will be defined not only by innovation but by coordinated accountability. That accountability is shaped by how networks are designed.\n\nThe false binary\n\nFor years, blockchain debates revolved around a familiar divide: public vs. private networks.\n\nPermissionless networks maximize openness and censorship resistance, but can struggle with coordinated upgrades, regulatory integration or emergency intervention. Private systems emphasize control and compliance over neutrality and interoperability.\n\nAs institutional adoption accelerates, hybrid models are emerging as the preferred solution.\n\nHybrid architectures combine public verifiability with open participation and predictable governance. This renders them more suitable for regulated use cases and compliance frameworks that require greater transparency and clear roles. Coordinated accountability, rather than simply public or private choices, is blockchain’s next major challenge.\n\nBlockchain architecture is increasingly converging toward hybrid governance models.\n\nWhen governance meets crisis\n\nIn complex systems, responsibilities are usually defined before problems emerge. Participants know who has authority, who absorbs losses and how emergencies are handled.\n\nBlockchain networks should begin with that level of clarity. When stress arrives through sanctions enforcement, protocol failures or market crashes, effective governance proves a difficult test.\n\nThe industry has already seen early signals. During the March 2020 market crash, MakerDAO required emergency intervention after auction failures erased millions in value. The protocol recovered, but we cannot allow these incidents to occur frequently and at scale. In other cases, networks have used coordinated forks to address hacks or illicit activity, but only after the fact.\n\nAs tokenization expands, increasing resilience will require governance systems that anticipate crises and define decision-making before an event occurs to effectively mitigate.\n\nPutting governance to the test\n\nMature financial systems routinely stress-test their governance structures to ensure resilience well before moments of disruption.\n\nHybrid networks must bring that discipline on-chain. Governance stress testing clarifies roles, aligns incentives and strengthens coordination under pressure, helping the industry prepare for scenarios such as stablecoin volatility, regulatory shifts and AI-driven governance dynamics.\n\nGovernance is the real Layer 1\n\nDigital assets are reimagining ownership and participation. The next challenge is applying that same creativity to governance.\n\nThe networks that endure will not be the ones with the most tokens or the fastest throughput. They will be the ones that know how to govern effectively when the system comes under pressure.\n\n- By Francisco Rodrigues\n\nThe crypto industry has continued navigating the regulatory system over the week, making its way into the mortgage market while also seemingly being stopped from offering yields on stablecoin balances. Other major developments further build trust in the industry, even as prices drop.\n\nExpert Perspectives\n\n- By Meredith Fitzpatrick , partner and head of cryptocurrency, Forensic Risk Alliance\n\nThe convergence of traditional finance and cryptocurrency is no longer theoretical sci-fi — it’s here. Regulatory clarity across major jurisdictions is accelerating institutional entry into digital assets, from Europe’s Markets in Crypto-Assets (MiCA) framework to expanding U.S. legislative momentum with the Guiding and Establishing National Innovation for U.S. Stablecoins (GENIUS) Act. For financial institutions, the question is no longer whether to engage with crypto, but how to do so safely.\n\nThe critical misstep many institutions make is treating crypto as an extension of existing products. It is not. Crypto fundamentally changes how anti-money laundering (AML) risk must be assessed, monitored and controlled.\n\nAt its core, blockchain introduces three defining characteristics: immutability, pseudonymity and borderless value transfer. These reshape both financial crime risk and the tools required to manage it.\n\nControl shifts from accounts to keys\n\nIn traditional finance, assets are secured through centralized systems and reversible transactions. In crypto, control rests with private keys. When institutions offer custody, AML risk becomes inseparable from cybersecurity risk. A compromised key is not just a breach — it is an irreversible transfer of value, often beyond recovery. This requires controls such as multi-signature authorization, cold storage, strict access governance and wallet segregation — all of which sit outside traditional AML frameworks but are critical to risk mitigation.\n\nNon-custodial wallets mean dynamic risk assessments\n\nTraditional AML relies heavily on customer identity and static risk profiling. In crypto, this model breaks down. Customers can transact through non-custodial wallets that exist outside institutional onboarding frameworks, and illicit activity often hides in transaction behavior rather than identity.\n\nAs a result, risk assessment must evolve from “who the customer is” to “what the wallet does.” This requires continuous monitoring of on-chain activity, including exposure to high-risk counterparties, mixers and decentralized protocols. Risk becomes dynamic, not periodic.\n\nCrypto financial crime is structurally more complex\n\nCryptocurrency money laundering can involve newer technologies, such as chain-hopping and the use of privacy-enhancing technologies like mixers, that have no direct parallel in traditional finance. Transactions can traverse multiple jurisdictions in minutes, rendering legacy screening systems insufficient. Effective AML now depends on blockchain intelligence: the ability to trace funds, identify direct and indirect exposure to risky parties and interpret transaction patterns across networks.\n\nThese shifts require a corresponding evolution in governance and risk management. Boards and risk committees must redefine risk appetite to reflect crypto-specific exposures. Institutions should introduce specialized teams (e.g., digital asset approval committees and high-risk customer panels) to manage rapidly changing risks.\n\nMost importantly, the Enterprise-Wide Risk Assessment (EWRA) must become dynamic. Static, point-in-time assessments are inadequate in an environment where risk profiles can change with a single transaction.\n\nThe table below illustrates how customer risk assessment must evolve:\n\nFinally, institutions must invest in new capabilities. Fluency in blockchain analytics for transaction monitoring and forensic investigation are no longer niche skills — they are core AML functions. Most organizations will require a hybrid model combining internal expertise with external specialists.\n\nProfessionals in this space must recognize that cryptocurrency compliance is not merely adapting existing frameworks but requires fundamentally different approaches to transaction monitoring, due diligence and incident investigation. Success requires compliance teams to understand traditional regulatory requirements and crypto-specific investigation challenges. Institutions approaching crypto adoption with appropriate forensic rigour — treating it as a fundamental compliance transformation rather than simple product addition — will be best positioned for sustainable success.\n\nChart of the Week\n\nMaple's loans outstanding jumped back above $1 billion last week as the protocol issued $350 million in loans on a single day. With total AuM now exceeding $4.6 billion, there is a divergence between the protocol's strong fundamentals and the associated SYRUP token price action. This growth, in spite of broader market conditions, continues to highlight the resilient demand for institutional-grade lending among crypto-native firms.\n\nLooking for more? Receive the latest crypto news from coindesk.com and market updates from coindesk.com/institutions .\n\nNote: The views expressed in this column are those of the author and do not necessarily reflect those of CoinDesk, Inc., CoinDesk Indices or its owners and affiliates.
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