Faith Hahn

Through extensive experimentation across diverse puzzles, we show that frontier LRMs face a complete accuracy collapse beyond certain complexities. Moreover, they exhibit a counter-intuitive scaling limit: their reasoning effort increases with problem complexity up to a point, then declines despite having an adequate token budget. By comparing LRMs

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Many people were outraged by what they regarded as his non-parliamentary use of medieval laws to raise money. The most notorious was ship money. This turned an old law, where coastal counties provided ships to the Crown, into a money tax levied on all the counties, including those inland.

Gen AI for music has captured ~$300M in funding so far this year across several high-profile deals, the majority of which either focus on rights management and attribution (Musical AI, Vermillio, BRIA AI) or emphasize B2B partnerships (Music AI, ElevenLabs).

This suggests that industry alignment, rather than disruption, is the thesis that investors

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The man we call an adventurer...is one who remains indifferent to the content, that is, to the human meaning of his action, who thinks he can assert his own existence without taking into account that of others. The fate of Italy mattered very little to the Italian condottiere; the massacres of the Indians meant nothing to Pizarro; Don Juan was

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Hellman & Friedman 's majority stake in Global Music Rights marks a watershed moment — private equity firms now control three major PROs (alongside New Mountain Capital's BMI and Blackstone's SESAC). Blackstone 's successful acquisition of Hipgnosis Songs Fund further cements institutional investors’ central role in the financialization of music... See more

The major labels are finally facing a crucial reality: Independent music's market share keeps climbing, and controlling the infrastructure behind it is becoming as vital as owning rights.

Universal Music Group's Virgin Music Group led this charge in 2024 — snapping up Downtown Music Holdings in a $775M power move (pending regulatory approval), as... See more

Music has emerged as private equity's recession-resistant darling, thanks to streaming's predictable revenue patterns and live entertainment's remarkable post-pandemic resilience.

What isn’t discussed as much — but is happening in parallel with equal if not greater force, is the shift in corporate music-industry power dynamics away from the Western hemisphere, and towards Asia and the Middle East.

More specifically, music-industry capital flows are now inseparable from both Chinese and Saudi money . While these markets may... See more