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DeFi Lending’s Risk-Reward Ratio Sparks Debate Between Researchers and Curators

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DeFi Lending's Risk-Reward Ratio Sparks Debate Between Researchers and Curators

An analysis of Morpho markets finds depositors are undercompensated by 5-10x. Curators counter that empirical loss data tells a different story.

Overcollateralized lending has emerged as one of DeFi’s most durable primitives.

Morpho alone holds roughly $7 billion in TVL, according to DeFiLlama, with distribution via Coinbase, Kraken, and other front ends. Apollo Global Management has committed to acquiring up to 9% of MORPHO’s token supply over four years, and the Ethereum Foundation has deployed nearly $19 million into the protocol’s vaults.

But a quantitative analysis published Sunday by Dirt Roads, a DeFi research publication authored by Luca Prosperi, has sparked a debate over whether the depositors fueling that growth are being systematically undercompensated, or whether the lending primitive is working exactly as it should.

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Bear Case: Depositors Are Selling Puts They Don’t Understand

Prosperi’s analysis adapts the Black-Cox first-passage framework – a refinement of Merton’s 1974 structural credit model – to DeFi collateralized debt positions. In this context, depositing USDC into a Morpho vault backed by ETH collateral is equivalent to holding a risk-free bond and simultaneously selling a put option on that collateral, with the liquidation loan-to-value (LLTV) acting as the strike price.

Calibrated to ETH’s approximately 75% annualized realized volatility, jump intensity of 1.5 events per year with a mean jump size of -8.3%, and an LLTV of 86% against a 70% starting LTV, the model shows that the appropriate credit spread ranges from 250 to 400 basis points above the risk-free rate, in this case the Fed’s Secured Overnight Financing Rate (SOFR).

Observed depositor rates in flagship Morpho USDC markets are roughly 2-4% APY – thin margins above SOFR, which currently stands at 3.65%.

Crypto investor Santiago Roel endorsed the findings, arguing that $11.7 billion in Morpho vaults is retail capital funding crypto-collateralized lending “thinking it’s a savings account.” No institution, he says, would accept near risk-free rates to come on-chain. He pointed to a structural shift from early DeFi — when triple-digit APYs at least compensated for risk — to a present where vaults with completely different risk profiles present the same thin yields, and depositors simply pick the highest number.

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“Last cycle we saw a lot of retail pour savings into algo stablecoins promising ‘risk-free’ yield,” Roel wrote. “This cycle vaults have a lot of demand but they are mispriced for the level of risk.”

Bull Case: It’s a Repo, Not a Put Option

The pushback came swiftly from practitioners with skin in the game and challenged not just the model’s inputs but its foundational analogy.

Steakhouse Financial’s adcv, whose firm curates the primary Morpho vaults that Coinbase routes retail deposits through, argues that on-chain lending is structurally closer to a repurchase agreement than a put option sale.

In a repo, one party temporarily exchanges an asset for cash with a commitment to repurchase and, critically, the lender holds the collateral outright throughout the transaction. On Morpho, collateral is locked in smart contracts and can be seized and liquidated atomically if value declines toward the LLTV threshold. The lender’s exposure is bounded not by the theoretical option payoff on the collateral’s full volatility distribution, but by the narrow residual risk that liquidation mechanics fail to make the lender whole.

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This reframing leads to adcv’s central empirical objection: the loss-given-default (LGD) parameter. Prosperi’s model sets LGD at approximately 5%, derived from Morpho’s formulaic liquidation incentive. But the liquidation penalty is a cost borne by borrowers — not a loss absorbed by lenders. For liquid crypto-native collateral on prime markets, on-chain liquidation has historically resulted in near-zero bad debt for depositors because the overcollateralization buffer, continuous oracle monitoring, and open liquidator competition work as designed.

Steakhouse’s own data supports the claim. During the sharp selloff in late January and early February, when BTC fell 17% and ETH dropped 26% in a single week, Morpho processed approximately $238 million in liquidations. Users of Steakhouse’s vaults absorbed zero bad debt and maintained full withdrawal liquidity throughout.

“If you set the LGD parameter to a few basis points over 0% rather than approximately 5%, the model outputs fall exactly in line with observed rates at around 3-30 basis points,” adcv wrote.

Hasu, a strategy lead at Flashbots, made the same point more bluntly.

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“Great model, but bad data in, bad data out,” he wrote. “If you use the historically observed level of bad debt on Morpho prime markets, even with a big safety buffer, the result changes: Now, depositors should demand an excess return of only 3-30bps, which is in line with rates observed in the wild.”

The Real Risk Is Fundamental, Not Market

MonetSupply, a contributor at Spark, offered a third perspective that aligns broadly with the curators’ position but redirects the risk conversation entirely. The bulk of the risk in on-chain prime repo, he argued, is not from market price-jump risk – the variable that Prosperi’s model centers on – but from fundamental and technical risks embedded in collateral assets and oracle mechanisms.

Most blue-chip collateral in Ethereum DeFi consists of tokenized Bitcoin (WBTC, cbBTC) or liquid staking tokens (wstETH, weETH). These issuers have long track records, but remain subject to custody and key management failures, smart contract vulnerabilities, and business continuity risks. Oracle providers introduce an additional dependency layer. The probability of incidents across these vectors is low, MonetSupply argues, but losses in a failure case can reach 100% of exposure – a fat-tailed distribution that Merton-style market risk models do not capture.

He pointed to the most recent major DeFi loss events – the Resolv exploit and the Drift Protocol vault drain – as evidence. Both were driven by fundamental risk factors, not market volatility. “As a DeFi lender, the primary driver of risk is these fundamental factors rather than jump risk,” he wrote.

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MonetSupply also offered the most rigorous version of the structural premium argument, framing it through the lens of liquidity premia and convenience yield. For traditional finance investors, prime money market funds and T-bills are the benchmark liquid assets, and they would never accept sub-SOFR yields. But for crypto-native actors, the relevant measure of liquidity is not speed-to-bank-account but speed-to-on-chain-execution. A directional crypto fund facing even a one-hour delay between requesting redemption of a money market fund and receiving a wire to their exchange account could miss a 5-10% move in a volatile asset, he argued, wiping out years of excess risk-adjusted return over on-chain repo.

Convenience yield — the implied return on holding inventory close at hand — provides the same logic from a different angle. If on-chain actors derive meaningful benefit from having capital instantly deployable within the crypto ecosystem, even if that benefit is realized infrequently, it can be entirely rational to accept risk-adjusted returns below SOFR on prime repo.

Spark’s own USDT savings vault, MonetSupply noted, maintains over $700 million in available withdrawal capacity against $885 million in total deposits, far exceeding those of typical on-chain lending markets, which already offer a significant liquidity advantage over off-chain cash equivalents.

DeFi’s Structural Advantages

A separate thread in the debate argues that the risk-free rate comparison itself is flawed on even simpler grounds.

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Pseudonymous trader MilliΞ contends that DeFi yield carries structural properties traditional fixed income does not: composability that enables permissionless derivative applications, censorship-resistant access without custodians who can “play silly games with you,” and instant withdrawals versus the 30-day redemption windows typical of money market instruments.

“This may not matter to most of us first-worlders,” they wrote, “but it sure matters to the remainder of the planet.”

Where Both Sides Agree

Nobody disputes that the vast majority of retail depositors flowing into Morpho through exchange front-ends do not understand the credit exposure they are taking, and that vault risk profiles vary dramatically even when headline yields look similar.

Similarly, no one disputes that the track record supporting the curators’ optimistic loss assumptions is short and tested only in broadly favorable conditions; a point underscored by the Resolv exploit that cascaded across fifteen Morpho vaults in March, and the Stream Finance collapse that hit lending markets in November 2025. Steakhouse’s own vaults avoided those losses, but other curators’ depositors were not as fortunate.

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Prosperi’s analysis also flags concerns outside the LGD debate. Leverage looping strategies, such as recursive wstETH/WETH or sUSDe loops at 7-10x effective leverage, behave not as credit products but as leveraged carry trades on mean-reverting basis spreads, where a 5% depeg at 10x leverage triggers liquidation. And the growing push to onboard non-crypto-native collateral breaks every assumption in the framework simultaneously: unobservable volatility, discrete oracle monitoring, multi-week liquidation delays, and jurisdictional enforcement risk.

The Real Test

The core disagreement is over which measure of risk matters: the structural exposure embedded in the position, or the empirical loss history of the platform. Prosperi and Roel argue the former; Hasu, adcv, MonetSupply, and the curator ecosystem argue the latter – while adding that the model is looking at the wrong risk entirely, and that rational actors may have good reasons to accept thin or even negative spreads over SOFR.

Structural models can overstate market risk by assuming passive borrower behavior and ignoring the efficiency of on-chain liquidation mechanics, which have performed as advertised even under severe conditions. But they may understate the fundamental risks that MonetSupply identifies, which lie entirely outside the analysis framework. Meanwhile, empirical models can understate risk by extrapolating from a short, favorable sample.

As institutional allocators expand on-chain credit exposure, the question may ultimately be settled not by models but by the next sustained drawdown, or the next fundamental failure.

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“The mispricing will become visible when the market turns,” Prosperi wrote. The curators are betting it won’t, and vault depositors agree with them, at least for now.

This article was written with the assistance of AI workflows. All our stories are curated, edited and fact-checked by a human.

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Crypto World

Bitcoin Hovers Around $69,000 as Trump’s Iran Deadline Looms

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Spot Bitcoin ETFs recorded their strongest daily inflows since February on Monday despite ongoing geopolitical tensions.

Crypto markets retreated on Tuesday as President Donald Trump’s self-imposed deadline for Iran to reopen the Strait of Hormuz drew closer, dampening risk appetite across global markets.

Bitcoin is trading at $69,200, according to CoinGecko, recovering from an intraday dip below $68,000 but still well off Monday’s brief push above $70,000. Ethereum is changing hands at $2,112, while Solana trades at $82. XRP fell 1.6% to $1.32.

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The total cryptocurrency market capitalization stands at approximately $2.45 trillion, down less than 1% in the past 24 hours.

Among the top 100 tokens by market cap, Rain (RAIN) led gainers with a 9.8% rise, followed by Zcash (ZEC), up 8% to $276. On the downside, Algorand (ALGO) dropped 7%, and Avalanche (AVAX) fell 6.2% to $8.75.

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Iran Deadline Dominates Sentiment

Trump escalated his rhetoric early Tuesday, posting on Truth Social that “a whole civilization will die tonight” if Iran fails to comply with demands to reopen the critical shipping lane that handles roughly one-fifth of global oil and gas flows. Vice President J.D. Vance said the military objectives of the war in Iran have been achieved, but the administration’s ceasefire demands remain unmet.

U.S. equities ended the day mostly unchanged, while West Texas Intermediate crude held above $110 per barrel as fears of continued supply disruption weighed on energy markets.

Traders widely expect the Federal Reserve to hold rates steady at its April meeting, reflecting the view that wartime inflation will keep the central bank sidelined.

ETF Inflows Defy Risk-Off Mood

Despite the geopolitical turmoil, spot Bitcoin ETFs posted $471 million in net inflows on Monday, the largest single-day intake since Feb. 25, according to SoSoValue.

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The figure sits well below January’s peak flow regime, when multiple trading days topped $700 million, but marks a notable acceleration after BTC and ETH ETFs reversed a multi-week outflow streak in late February. March saw $1.32 billion in total net inflows, coinciding with Bitcoin’s first green monthly candle in six months.

Liquidations and Derivatives

Bitcoin alone accounted for roughly $92 million in liquidations over the past 24 hours, according to CoinGlass. Liquidations were almost equally shared between long and short positions amid choppy trading.

The Crypto Fear & Greed Index sits at 11, deep in extreme-fear territory and near the lowest sustained readings since the Terra collapse in mid-2022.

Looking Ahead

The immediate catalyst for market direction is the 8 PM ET Iran deadline. Trump has repeatedly extended similar ultimatums in recent weeks, blunting their market impact, but the scale of rhetoric suggests tonight could break the pattern in either direction.

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Bitcoin has been range-bound between $62,000 and $75,000 since early February. A resolution in the Strait of Hormuz standoff would likely trigger a relief rally across risk assets.

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Cardano Whale Activity Climbs, Yet ADA Price Struggles Below $0.25

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Brian Armstrong's Bold Prediction: AI Agents Will Soon Dominate Global Financial

TLDR

  • The number of Cardano whale wallets holding over 10 million ADA has reached a four-month high.
  • Whale activity increased by 5.2% over the past nine weeks, despite ADA’s price remaining depressed.
  • ADA’s price is 11% higher than its lowest point in February, but has not shown significant upward movement.
  • Cardano’s network processed over 4 billion ADA in transactions, amounting to over $1 billion in on-chain volume.
  • Large holders accumulated 220 million ADA in March, bringing their total holdings to nearly 14 billion tokens.

The number of wallets holding over 10 million ADA tokens has reached a four-month high of 424. According to Santiment, this marks a 5.2% rise over the past nine weeks, even though Cardano’s price remains subdued. Despite the increased whale activity, ADA continues to trade below its previous highs.

Cardano Whale Activity Shows Strong Accumulation

Recent data from Santiment reveals that ADA’s price is 11% higher than its February 5 low this year. However, the rise in whale activity has not led to an immediate price surge. Santiment suggests that if the accumulation persists while the price remains low, it could eventually lead to a bullish divergence.

Analytics platform TapTools reported a 4 billion ADA transaction volume over the last five days, equating to over $1 billion. This shows that the increased activity among whales is paralleled by rising network usage. Despite this, the price of ADA has not yet reacted positively, remaining stuck below key resistance levels.

ADA’s Struggles Continue Amid Increased Whale Holdings

Whale interest in Cardano has been noticeable for weeks, with analysts like Ali Martinez highlighting that large holders accumulated 220 million ADA in late March. These whales now hold nearly 14 billion ADA, making up around 37% of the total supply. However, ADA’s price continues to remain stagnant, trading at $0.24, a 42% decline in the past three months.

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Even with the accumulation trend, ADA’s price remains 92% lower than its all-time high of over $3. Cardano’s recent performance in terms of trading volume also lags behind competitors like Solana and XRP, which processed $2.6 billion and $1.5 billion in transactions, respectively, over the same period. This shows that while whale activity is increasing, ADA’s broader market performance remains underwhelming.

Bearish Trend Persists Despite Growing Whale Interest

Despite the uptick in whale holdings, ADA continues to trade below its 50, 100, and 200-day exponential moving averages. This keeps the broader trend bearish, regardless of the accumulation. On Twitter, user gnarleyquinn raised concerns, suggesting that Cardano’s market dominance, which has dropped from 4.5% in 2021 to around 0.3% today, may lead to a decline in the coming years.

The ongoing price struggles show that Cardano has not decoupled from the broader altcoin market. While whales continue to accumulate, ADA’s future price movements remain uncertain. It remains to be seen whether the increasing accumulation will ultimately lead to a change in price dynamics for Cardano.

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Americans Lost $11B to Crypto Scams in 2025, Says FBI

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FBI, Fraud, United States, Crimes, Scams

According to the bureau, a large number of minors aged 17 and younger were included in complaints related to crypto or crypto ATMs, resulting in more than $5 million in losses.

The US Federal Bureau of Investigation (FBI) reported that Americans’ losses from crypto-related scams increased to more than $11 million in 2025.

In its annual internet crime complaint report released on Monday, the FBI said that cryptocurrency and AI-related scams were “among the costliest” for Americans in 2025, with 181,565 complaints totaling more than $11 billion. According to the bureau, it received more than one million complaints in 2025 reporting losses of about $21 million due to cyber-enabled crimes.

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FBI, Fraud, United States, Crimes, Scams
Crypto complaints and financial losses have risen sharply in recent years. Source: FBI

The FBI’s Internet Crime Complaint Center reported that investment scams resulted in the highest percentage of victims reporting losses in crypto as opposed to cash, debit cards, gift cards and other media of exchange. In addition, about 10% of the 13,168 complaints involving cybercrimes targeting minors aged 17 and younger were related to crypto or crypto ATMs, resulting in more than $5 million in losses.

The complaints the FBI received were despite the bureau’s efforts to “identify and notify people who are currently falling victim to cryptocurrency investment fraud” through its Operation Level Up in 2024. Globally, blockchain analytics platform Chainalysis reported in March that illicit addresses received $154 billion in 2025, driven in part by sanctions evasions.

Related: Cambodian lawmakers propose severe prison time for crypto scammers

Scammers use Tron blockchain token to con users using FBI

According to the FBI report, there were 32,424 complaints involved in impersonation of government officials, resulting in about $800 million in losses. However, the report did not mention bureau officials issuing a March notice warning Americans that a token on the Tron blockchain was impersonating the FBI with the goal of obtaining personal information.

Tron users reported receiving a token with the FBI logo claiming that their wallet was “under investigation.” The users were then prompted to enter personal information under the guise of an FBI anti-money-laundering verification to avoid their accounts being frozen.

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Magazine: Are DeFi devs liable for the illegal activity of others on their platforms?