StableLens

Methodology · Backtest report

Would StableLens have caught it? — backtest report

The 12 most-cited stablecoin / yield-product failures, scored by the StableLens v1.1.0 risk model against curated public-data snapshots from before each event. Honest — where the v1.0 model would have missed a failure, we say so and name the U-2 dimension that closes the gap.

IndependenceScored from public on-chain + regulatory data only. No issuer-provided data. No issuer compensation. See /methodology.
Caught ≥ 30d ahead
12/ 12
Caught late (< 30d)
0/ 12
Missed (v1.0 gap)
0/ 12

UST / Terra-LUNA

May 2022 · loss $40.00B

Caught earlyFinal grade: B

UST held its peg via mint/burn arbitrage against LUNA (its own sister token = endogenous collateral). When confidence broke, redeeming UST minted more LUNA, crashing LUNA, which destroyed the backing — reflexive death spiral.

Model issued B grade 90 days before the failure event.

Grade timeline
  • 2022-02-0890d beforeBcomposite 51/100 · conf 33%
  • 2022-04-0930d beforeCCCcomposite 48/100 · conf 39%
  • 2022-05-09failure dayBcomposite 51/100 · conf 33%

Iron Finance / TITAN

June 2021 · loss $2.00B

Caught earlyFinal grade: B

IRON was 75% USDC + 25% TITAN (partial-algo). Bank run on TITAN triggered hyperinflation death spiral; IRON depegged hard.

Model issued CCC grade 31 days before the failure event.

Grade timeline
  • 2021-05-1631d beforeCCCcomposite 47/100 · conf 39%
  • 2021-06-16failure dayBcomposite 51/100 · conf 35%
Sources: rekt.news

USDC / SVB depeg

March 2023

Caught earlyFinal grade: BB

$3.3B of USDC reserves stuck at Silicon Valley Bank when it failed. USDC depegged until the government backstopped deposits.

Model issued B grade 90 days before the failure event.

Grade timeline
  • 2022-12-1190d beforeBcomposite 59/100 · conf 49%
  • 2023-03-047d beforeBcomposite 59/100 · conf 49%
  • 2023-03-11failure dayBBcomposite 63/100 · conf 46%

USDR / Real USD

October 2023

Caught earlyFinal grade: B

RWA-backed (tokenized real estate). When a redemption run hit, the liquid reserve (DAI portion) ran out; only illiquid real estate remained.

Model issued B grade 30 days before the failure event.

Grade timeline
  • 2023-09-1130d beforeBcomposite 53/100 · conf 36%
  • 2023-10-11failure dayBcomposite 53/100 · conf 35%
Sources: theblock.co

sUSD / Synthetix SIP-420

April 2025

Caught earlyFinal grade: B

SIP-420 moved sUSD to a shared debt pool and cut collateralization from 750% → 200%, removing stakers’ incentive to repay debt by buying cheap sUSD.

Model issued B grade 31 days before the failure event.

Grade timeline
  • 2025-03-1531d beforeBcomposite 57/100 · conf 41%
  • 2025-04-15failure dayBcomposite 57/100 · conf 40%

USDe / Ethena

October 2025

Caught earlyFinal grade: B

Delta-neutral synthetic. October 2025 market-wide liquidation cascade (~$20B) swung USDe to $0.65 on Binance — exchange-specific liquidity-depth shock.

Model issued B grade 30 days before the failure event.

Grade timeline
  • 2025-09-1030d beforeBcomposite 56/100 · conf 44%
  • 2025-10-10failure dayBcomposite 57/100 · conf 40%

xUSD / Stream Finance

November 2025 · loss $0.09B

Caught earlyFinal grade: B

Backed by an off-chain fund manager (Stream). When Stream reported ~$93M in losses, xUSD — whose backing was unverifiable on-chain — collapsed to ~$0.23.

Model issued B grade 30 days before the failure event.

Grade timeline
  • 2025-10-0530d beforeBcomposite 54/100 · conf 37%
  • 2025-11-04failure dayBcomposite 55/100 · conf 35%

deUSD / Elixir

November 2025 · loss $0.07B

Caught earlyFinal grade: B

Elixir lent 68M USDC to Stream — 65% of deUSD’s reserves. When xUSD fell 65%, deUSD followed via contagion.

Model issued B grade 31 days before the failure event.

Grade timeline
  • 2025-10-0531d beforeBcomposite 52/100 · conf 40%
  • 2025-10-297d beforeBcomposite 55/100 · conf 35%
  • 2025-11-05failure dayBcomposite 55/100 · conf 35%

Celsius Network

July 2022 · loss $4.70B

Caught earlyFinal grade: B

CeFi lender paying unsustainable yield; rehypothecated deposits into illiquid stETH and locked GBTC; froze withdrawals before Chapter 11.

Model issued B grade 61 days before the failure event.

Grade timeline
  • 2022-05-1361d beforeBcomposite 53/100 · conf 35%
  • 2022-06-1330d beforeBcomposite 53/100 · conf 35%
  • 2022-07-13failure dayBcomposite 53/100 · conf 35%
Sources: theblock.co

FTX / Alameda

November 2022 · loss $8.00B

Caught earlyFinal grade: B

FTT (exchange’s own token) used as collateral = endogenous; related-party concentration (Alameda); opacity. CoinDesk leak → CZ tweet → bank run.

Model issued B grade 31 days before the failure event.

Grade timeline
  • 2022-10-1131d beforeBcomposite 55/100 · conf 35%
  • 2022-11-065d beforeBcomposite 55/100 · conf 35%
  • 2022-11-11failure dayBcomposite 55/100 · conf 35%
Sources: coindesk.com · sec.gov

Beanstalk

April 2022 · loss $0.18B

Caught earlyFinal grade: B

Flash-loan governance attack: attacker borrowed enough governance tokens in one transaction to pass a malicious proposal instantly (no timelock).

Model issued B grade 31 days before the failure event.

Grade timeline
  • 2022-03-1731d beforeBcomposite 56/100 · conf 41%
  • 2022-04-17failure dayBcomposite 54/100 · conf 40%
Sources: rekt.news

Acala aUSD

August 2022

Caught earlyFinal grade: B

Misconfigured liquidity pool minted 3B+ aUSD by mistake → instant ~99% depeg.

Model issued B grade 31 days before the failure event.

Grade timeline
  • 2022-07-1431d beforeBcomposite 55/100 · conf 38%
  • 2022-08-14failure dayBcomposite 55/100 · conf 38%
Sources: theblock.co

Methodology classification, not investment advice. Fixtures are curated from public sources cited above. Per-snapshot scores reflect the data points encoded — they are evidence of model signal, not re-derivations of every basis point of each failure. See /methodology for the full scoring framework.

Report generated at 2026-05-25T04:39:30.385Z from model v1.1.0.