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Fair Value of Financial Instruments - Schedule of Assets and Liabilities Measured at Fair Value on a Recurring Basis (Details) - USD ($) | Jun. 30, 2025 | Mar. 31, 2025 | Dec. 31, 2024 | Jun. 30, 2024
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Assets carried at fair value |  |  |  |
Investment securities available for sale: | $ 5,109,601,000 |  | $ 3,828,544,000 |
Derivative assets: |  |  |  |
Interest rate caps | 5,047,000 |  | 64,950,000 |
Mortgage servicing rights | 19,449,000 | $ 20,297,000 | 21,003,000 | $ 0
Derivative liabilities |  |  |  |
Derivative assets | 374,000 |  | 56,000 |
Variation Margin | 63,320,000 |  | 9,120,000 |
Interest rate caps |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 269,000 |  | 56,000 |
TBAs |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 105,000 |  |  |
Interest rate swaps |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 4,673,000 |  | 63,942,000 |
Derivative liabilities |  |  |  |
Variation Margin | 46,795,000 |  | 0 |
U.S. Treasury futures |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps |  |  | 952,000 |
Derivative liabilities |  |  |  |
Variation Margin | 6,041,000 |  | 0 |
Credit default swaps |  |  |  |
Derivative liabilities |  |  |  |
Variation Margin | 10,484,000 |  | 9,120,000 |
Agency RMBS |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 4,929,799,000 |  | 3,136,812,000 |
U.S. Treasury securities |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 140,435,000 |  | 622,045,000 |
Fair Value, Measurements, Recurring |  |  |  |
Assets carried at fair value |  |  |  |
Equity investments | 91,440,000 |  | 113,492,000 |
Derivative assets: |  |  |  |
Assets of disposal group held for sale | 558,000 |  | 67,000 |
Total | 9,322,448,000 |  | 7,891,092,000 |
Derivative liabilities |  |  |  |
Total | 2,763,897,000 |  | 2,195,990,000 |
Fair Value, Measurements, Recurring | Senior unsecured notes |  |  |  |
Liabilities carried at fair value |  |  |  |
Senior unsecured notes | 137,418,000 |  | 60,310,000 |
Fair Value, Measurements, Recurring | Interest rate caps |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 269,000 |  | 56,000 |
Fair Value, Measurements, Recurring | TBAs |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 105,000 |  | 0 |
Fair Value, Measurements, Recurring | Interest rate swaps |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 0 |  | 0 |
Derivative liabilities |  |  |  |
Derivative liabilities | 0 |  | 0 |
Fair Value, Measurements, Recurring | U.S. Treasury futures |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 0 |  | 0 |
Derivative liabilities |  |  |  |
Derivative liabilities | 0 |  | 0 |
Fair Value, Measurements, Recurring | Credit default swaps |  |  |  |
Derivative liabilities |  |  |  |
Derivative liabilities | 0 |  | 0 |
Fair Value, Measurements, Recurring | Interest Rate Swaps, Credit Default Swaps, U.S. Treasury Futures |  |  |  |
Derivative liabilities |  |  |  |
Variation Margin | 63,300,000 |  | 45,000,000 |
Fair Value, Measurements, Recurring | Interest Rate Swaps, Credit Default Swaps, U.S. Treasury Futures | Central Clearing House |  |  |  |
Derivative liabilities |  |  |  |
Derivative liabilities | 68,000,000 |  | 19,900,000 |
Derivative assets | 4,700,000 |  | 64,900,000 |
Fair Value, Measurements, Recurring | Residential loans |  |  |  |
Assets carried at fair value |  |  |  |
Residential loans, at fair value | 367,089,000 |  | 632,266,000 |
Fair Value, Measurements, Recurring | Consolidated SLST | Consolidated SLST | VIE, Primary Beneficiary |  |  |  |
Assets carried at fair value |  |  |  |
Residential loans, at fair value | 1,199,383,000 |  | 965,672,000 |
Liabilities carried at fair value |  |  |  |
Consolidated SLST | 1,031,897,000 |  | 811,591,000 |
Fair Value, Measurements, Recurring | Residential loans held in securitization trusts |  |  |  |
Assets carried at fair value |  |  |  |
Residential loans, at fair value | 2,459,555,000 |  | 2,243,800,000 |
Fair Value, Measurements, Recurring | Agency RMBS |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 4,929,799,000 |  | 3,136,812,000 |
Fair Value, Measurements, Recurring | Non-Agency RMBS |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 39,367,000 |  | 69,687,000 |
Fair Value, Measurements, Recurring | U.S. Treasury securities |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 140,435,000 |  | 622,045,000 |
Fair Value, Measurements, Recurring | Multi-family loans |  |  |  |
Assets carried at fair value |  |  |  |
Multi-family loans | 74,999,000 |  | 86,192,000 |
Fair Value, Measurements, Recurring | Mortgage servicing rights |  |  |  |
Derivative assets: |  |  |  |
Mortgage servicing rights | 19,449,000 |  | 21,003,000 |
Fair Value, Measurements, Recurring | Residential loan securitizations |  |  |  |
Liabilities carried at fair value |  |  |  |
Consolidated SLST | 1,526,481,000 |  | 1,253,332,000 |
Fair Value, Measurements, Recurring | Non-Agency RMBS re-securitization |  |  |  |
Liabilities carried at fair value |  |  |  |
Consolidated SLST | 68,101,000 |  | 70,757,000 |
Level 1 | Fair Value, Measurements, Recurring |  |  |  |
Assets carried at fair value |  |  |  |
Equity investments | 0 |  | 0 |
Derivative assets: |  |  |  |
Assets of disposal group held for sale | 0 |  | 0 |
Total | 0 |  | 0 |
Derivative liabilities |  |  |  |
Total | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Senior unsecured notes |  |  |  |
Liabilities carried at fair value |  |  |  |
Senior unsecured notes | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Interest rate caps |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | TBAs |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Interest rate swaps |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 0 |  | 0 |
Derivative liabilities |  |  |  |
Derivative liabilities | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | U.S. Treasury futures |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 0 |  | 0 |
Derivative liabilities |  |  |  |
Derivative liabilities | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Credit default swaps |  |  |  |
Derivative liabilities |  |  |  |
Derivative liabilities | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Residential loans |  |  |  |
Assets carried at fair value |  |  |  |
Residential loans, at fair value | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Consolidated SLST | Consolidated SLST | VIE, Primary Beneficiary |  |  |  |
Assets carried at fair value |  |  |  |
Residential loans, at fair value | 0 |  | 0 |
Liabilities carried at fair value |  |  |  |
Consolidated SLST | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Residential loans held in securitization trusts |  |  |  |
Assets carried at fair value |  |  |  |
Residential loans, at fair value | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Agency RMBS |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Non-Agency RMBS |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | U.S. Treasury securities |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Multi-family loans |  |  |  |
Assets carried at fair value |  |  |  |
Multi-family loans | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Mortgage servicing rights |  |  |  |
Derivative assets: |  |  |  |
Mortgage servicing rights | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Residential loan securitizations |  |  |  |
Liabilities carried at fair value |  |  |  |
Consolidated SLST | 0 |  | 0 |
Level 1 | Fair Value, Measurements, Recurring | Non-Agency RMBS re-securitization |  |  |  |
Liabilities carried at fair value |  |  |  |
Consolidated SLST | 0 |  | 0 |
Level 2 | Fair Value, Measurements, Recurring |  |  |  |
Assets carried at fair value |  |  |  |
Equity investments | 0 |  | 0 |
Derivative assets: |  |  |  |
Assets of disposal group held for sale | 58,000 |  | 67,000 |
Total | 5,110,033,000 |  | 3,828,667,000 |
Derivative liabilities |  |  |  |
Total | 1,732,000,000 |  | 1,384,399,000 |
Derivative assets | 374,000 |  | 56,000 |
Level 2 | Fair Value, Measurements, Recurring | Senior unsecured notes |  |  |  |
Liabilities carried at fair value |  |  |  |
Senior unsecured notes | 137,418,000 |  | 60,310,000 |
Level 2 | Fair Value, Measurements, Recurring | Interest rate caps |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 269,000 |  | 56,000 |
Level 2 | Fair Value, Measurements, Recurring | TBAs |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 105,000 |  | 0 |
Level 2 | Fair Value, Measurements, Recurring | Interest rate swaps |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 0 |  | 0 |
Derivative liabilities |  |  |  |
Derivative liabilities | 0 |  | 0 |
Level 2 | Fair Value, Measurements, Recurring | U.S. Treasury futures |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 0 |  | 0 |
Derivative liabilities |  |  |  |
Derivative liabilities | 0 |  | 0 |
Level 2 | Fair Value, Measurements, Recurring | Credit default swaps |  |  |  |
Derivative liabilities |  |  |  |
Derivative liabilities | 0 |  | 0 |
Level 2 | Fair Value, Measurements, Recurring | Derivative Asset |  |  |  |
Derivative assets: |  |  |  |
Assets of disposal group held for sale | 100,000 |  | 100,000 |
Level 2 | Fair Value, Measurements, Recurring | Residential loans |  |  |  |
Assets carried at fair value |  |  |  |
Residential loans, at fair value | 0 |  | 0 |
Level 2 | Fair Value, Measurements, Recurring | Consolidated SLST | Consolidated SLST | VIE, Primary Beneficiary |  |  |  |
Assets carried at fair value |  |  |  |
Residential loans, at fair value | 0 |  | 0 |
Liabilities carried at fair value |  |  |  |
Consolidated SLST | 0 |  | 0 |
Level 2 | Fair Value, Measurements, Recurring | Residential loans held in securitization trusts |  |  |  |
Assets carried at fair value |  |  |  |
Residential loans, at fair value | 0 |  | 0 |
Level 2 | Fair Value, Measurements, Recurring | Agency RMBS |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 4,929,799,000 |  | 3,136,812,000 |
Level 2 | Fair Value, Measurements, Recurring | Non-Agency RMBS |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 39,367,000 |  | 69,687,000 |
Level 2 | Fair Value, Measurements, Recurring | U.S. Treasury securities |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 140,435,000 |  | 622,045,000 |
Level 2 | Fair Value, Measurements, Recurring | Multi-family loans |  |  |  |
Assets carried at fair value |  |  |  |
Multi-family loans | 0 |  | 0 |
Level 2 | Fair Value, Measurements, Recurring | Mortgage servicing rights |  |  |  |
Derivative assets: |  |  |  |
Mortgage servicing rights | 0 |  | 0 |
Level 2 | Fair Value, Measurements, Recurring | Residential loan securitizations |  |  |  |
Liabilities carried at fair value |  |  |  |
Consolidated SLST | 1,526,481,000 |  | 1,253,332,000 |
Level 2 | Fair Value, Measurements, Recurring | Non-Agency RMBS re-securitization |  |  |  |
Liabilities carried at fair value |  |  |  |
Consolidated SLST | 68,101,000 |  | 70,757,000 |
Level 3 | Mortgage servicing rights |  |  |  |
Derivative assets: |  |  |  |
Mortgage servicing rights | 19,449,000 |  |  |
Level 3 | Fair Value, Measurements, Recurring |  |  |  |
Assets carried at fair value |  |  |  |
Equity investments | 91,440,000 |  | 113,492,000 |
Derivative assets: |  |  |  |
Assets of disposal group held for sale | 500,000 |  | 0 |
Total | 4,212,415,000 |  | 4,062,425,000 |
Derivative liabilities |  |  |  |
Total | 1,031,897,000 |  | 811,591,000 |
Level 3 | Fair Value, Measurements, Recurring | Senior unsecured notes |  |  |  |
Liabilities carried at fair value |  |  |  |
Senior unsecured notes | 0 |  | 0 |
Level 3 | Fair Value, Measurements, Recurring | Interest rate caps |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 0 |  | 0 |
Level 3 | Fair Value, Measurements, Recurring | TBAs |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 0 |  | 0 |
Level 3 | Fair Value, Measurements, Recurring | Interest rate swaps |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 0 |  | 0 |
Derivative liabilities |  |  |  |
Derivative liabilities | 0 |  | 0 |
Level 3 | Fair Value, Measurements, Recurring | U.S. Treasury futures |  |  |  |
Derivative assets: |  |  |  |
Interest rate caps | 0 |  | 0 |
Derivative liabilities |  |  |  |
Derivative liabilities | 0 |  | 0 |
Level 3 | Fair Value, Measurements, Recurring | Credit default swaps |  |  |  |
Derivative liabilities |  |  |  |
Derivative liabilities | 0 |  | 0 |
Level 3 | Fair Value, Measurements, Recurring | VIE, Primary Beneficiary | Derivative Asset |  |  |  |
Derivative assets: |  |  |  |
Assets of disposal group held for sale | 500,000 |  |  |
Level 3 | Fair Value, Measurements, Recurring | Residential loans |  |  |  |
Assets carried at fair value |  |  |  |
Residential loans, at fair value | 367,089,000 |  | 632,266,000 |
Level 3 | Fair Value, Measurements, Recurring | Consolidated SLST | Consolidated SLST | VIE, Primary Beneficiary |  |  |  |
Assets carried at fair value |  |  |  |
Residential loans, at fair value | 1,199,383,000 |  | 965,672,000 |
Liabilities carried at fair value |  |  |  |
Consolidated SLST | 1,031,897,000 |  | 811,591,000 |
Level 3 | Fair Value, Measurements, Recurring | Residential loans held in securitization trusts |  |  |  |
Assets carried at fair value |  |  |  |
Residential loans, at fair value | 2,459,555,000 |  | 2,243,800,000 |
Level 3 | Fair Value, Measurements, Recurring | Agency RMBS |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 0 |  | 0 |
Level 3 | Fair Value, Measurements, Recurring | Non-Agency RMBS |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 0 |  | 0 |
Level 3 | Fair Value, Measurements, Recurring | U.S. Treasury securities |  |  |  |
Assets carried at fair value |  |  |  |
Investment securities available for sale: | 0 |  | 0 |
Level 3 | Fair Value, Measurements, Recurring | Multi-family loans |  |  |  |
Assets carried at fair value |  |  |  |
Multi-family loans | 74,999,000 |  | 86,192,000 |
Level 3 | Fair Value, Measurements, Recurring | Mortgage servicing rights |  |  |  |
Derivative assets: |  |  |  |
Mortgage servicing rights | 19,449,000 |  | 21,003,000 |
Level 3 | Fair Value, Measurements, Recurring | Residential loan securitizations |  |  |  |
Liabilities carried at fair value |  |  |  |
Consolidated SLST | 0 |  | 0 |
Level 3 | Fair Value, Measurements, Recurring | Non-Agency RMBS re-securitization |  |  |  |
Liabilities carried at fair value |  |  |  |
Consolidated SLST | $ 0 |  | $ 0 |

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- Definition Fair value, after the effects of master netting arrangements, of a financial asset or other contract with one or more underlyings, notional amount or payment provision or both, and the contract can be net settled by means outside the contract or delivery of an asset. 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